diff --git a/.gitattributes b/.gitattributes
index cd09b728bffc6d92107268c42e4efb502391f0fe..1ef325f1b111266a6b26e0196871bd78baa8c2f3 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -57,12 +57,3 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
# Video files - compressed
*.mp4 filter=lfs diff=lfs merge=lfs -text
*.webm filter=lfs diff=lfs merge=lfs -text
-release_2025_09_15/**/*.csv filter=lfs diff=lfs merge=lfs -text
-release_2025_09_15/**/*.xlsx filter=lfs diff=lfs merge=lfs -text
-release_2025_09_15/**/*.json filter=lfs diff=lfs merge=lfs -text
-release_2026_01_15/**/*.csv filter=lfs diff=lfs merge=lfs -text
-release_2026_01_15/**/*.xlsx filter=lfs diff=lfs merge=lfs -text
-release_2026_01_15/**/*.json filter=lfs diff=lfs merge=lfs -text
-release_2026_01_15/**/*.pdf filter=lfs diff=lfs merge=lfs -text
-release_2026_03_24/data/aei_raw_1p_api_2026-02-05_to_2026-02-12.csv filter=lfs diff=lfs merge=lfs -text
-release_2026_03_24/data/aei_raw_claude_ai_2026-02-05_to_2026-02-12.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
deleted file mode 100644
index e43b0f988953ae3a84b00331d0ccf5f7d51cb3cf..0000000000000000000000000000000000000000
--- a/.gitignore
+++ /dev/null
@@ -1 +0,0 @@
-.DS_Store
diff --git a/README.md b/README.md
index 882b042f6f1d8647e4a8f9a4f76ff28170563a6c..14731458b0e84391312be4ab979ad5a9678cb132 100644
--- a/README.md
+++ b/README.md
@@ -6,18 +6,15 @@ tags:
- LLM
- Economic Impacts
- Anthropic
-license: mit
viewer: true
+license: mit
configs:
-- config_name: release_2026_01_15
+- config_name: default
data_files:
- - split: raw_claude_ai
- path: "release_2026_01_15/data/intermediate/aei_raw_claude_ai_2025-11-13_to_2025-11-20.csv"
- - split: raw_1p_api
- path: "release_2025_09_15/data/intermediate/aei_raw_1p_api_2025-11-13_to_2025-11-20.csv"
+ - split: train
+ path: "release_2025_03_27/automation_vs_augmentation_by_task.csv"
---
-
# The Anthropic Economic Index
## Overview
@@ -28,81 +25,19 @@ The Anthropic Economic Index provides insights into how AI is being incorporated
This repository contains multiple data releases, each with its own documentation:
-- **[Labor market impacts](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/labor_market_impacts)**: Job exposure and task penetration data
-- **[2026-03-24 Release](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2026_03_24)**: Updated analysis with Opus 4.5/4.6 and learning curves
-- **[2026-01-15 Release](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2026_01_15)**: Updated analysis with economic primitives and Sonnet 4.5
-- **[2025-09-15 Release](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2025_09_15)**: Updated analysis with geographic and first-party API data using Sonnet 4
-- **[2025-03-27 Release](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2025_03_27)**: Updated analysis with Claude 3.7 Sonnet data and cluster-level insights
- **[2025-02-10 Release](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2025_02_10)**: Initial release with O*NET task mappings, automation vs. augmentation data, and more
-
+- **[2025-03-27 Release](https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2025_03_27)**: Updated analysis with Claude 3.7 Sonnet data and cluster-level insights
## Resources
- [Index Home Page](https://www.anthropic.com/economic-index)
-- [5th report](https://www.anthropic.com/research/economic-index-march-2026-report)
-- [4th report](https://www.anthropic.com/research/anthropic-economic-index-january-2026-report)
-- [3rd report](https://www.anthropic.com/research/anthropic-economic-index-september-2025-report)
-- [2nd report](https://www.anthropic.com/news/anthropic-economic-index-insights-from-claude-sonnet-3-7)
-- [1st report](https://www.anthropic.com/news/the-anthropic-economic-index)
+- [Research Paper](https://assets.anthropic.com/m/2e23255f1e84ca97/original/Economic_Tasks_AI_Paper.pdf)
-- [Labor market impacts](https://www.anthropic.com/research/labor-market-impacts)
## License
-Data released under CC-BY, code released under MIT License.
+Data released under CC-BY, code released under MIT License
## Contact
-For inquiries, contact econ-research@anthropic.com.
-
-## Citation
-
-### Fifth release
-
-```
-@online{anthropic2026aeiv5,
- author = {Maxim Massenkoff and Eva Lyubich and Peter McCrory and Ruth Appel and Ryan Heller},
- title = {Anthropic Economic Index report: Learning curves},
- date = {2026-03-24},
- year = {2026},
- url = {https://www.anthropic.com/research/economic-index-march-2026-report},
-}
-```
-
-### Fourth release
-
-```
-@online{anthropic2026aeiv4,
- author = {Ruth Appel and Maxim Massenkoff and Peter McCrory and Miles McCain and Ryan Heller and Tyler Neylon and Alex Tamkin},
- title = {Anthropic Economic Index report: economic primitives},
- date = {2026-01-15},
- year = {2026},
- url = {https://www.anthropic.com/research/anthropic-economic-index-january-2026-report},
-}
-```
-
-### Third release
-
-```
-@online{appelmccrorytamkin2025geoapi,
- author = {Ruth Appel and Peter McCrory and Alex Tamkin and Michael Stern and Miles McCain and Tyler Neylon},
- title = {Anthropic Economic Index Report: Uneven Geographic and Enterprise AI Adoption},
- date = {2025-09-15},
- year = {2025},
- url = {www.anthropic.com/research/anthropic-economic-index-september-2025-report},
-}
-```
-
-### Second release
-
-```
-@misc{handa2025economictasksperformedai,
- title={Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations},
- author={Kunal Handa and Alex Tamkin and Miles McCain and Saffron Huang and Esin Durmus and Sarah Heck and Jared Mueller and Jerry Hong and Stuart Ritchie and Tim Belonax and Kevin K. Troy and Dario Amodei and Jared Kaplan and Jack Clark and Deep Ganguli},
- year={2025},
- eprint={2503.04761},
- archivePrefix={arXiv},
- primaryClass={cs.CY},
- url={https://arxiv.org/abs/2503.04761},
-}
-```
\ No newline at end of file
+For inquiries, contact kunal@anthropic.com or atamkin@anthropic.com. We invite researchers to provide input on potential future data releases using [this form](https://docs.google.com/forms/d/e/1FAIpQLSfDEdY-mT5lcXPaDSv-0Ci1rSXGlbIJierxkUbNB7_07-kddw/viewform?usp=dialog).
\ No newline at end of file
diff --git a/labor_market_impacts/job_exposure.csv b/labor_market_impacts/job_exposure.csv
deleted file mode 100644
index aae568975228d5850a1913c0d09f6ce8437e7253..0000000000000000000000000000000000000000
--- a/labor_market_impacts/job_exposure.csv
+++ /dev/null
@@ -1,757 +0,0 @@
-occ_code,title,observed_exposure
-11-1011,Chief Executives,0.0333
-11-1021,General and Operations Managers,0.1378
-11-1031,Legislators,0.0
-11-2011,Advertising and Promotions Managers,0.1731
-11-2021,Marketing Managers,0.3195
-11-2022,Sales Managers,0.0433
-11-2032,Public Relations Managers,0.2315
-11-3012,Administrative Services Managers,0.0
-11-3013,Facilities Managers,0.1345
-11-3021,Computer and Information Systems Managers,0.1559
-11-3031,Financial Managers,0.3907
-11-3051,Industrial Production Managers,0.0132
-11-3061,Purchasing Managers,0.2004
-11-3071,"Transportation, Storage, and Distribution Managers",0.0956
-11-3111,Compensation and Benefits Managers,0.0
-11-3121,Human Resources Managers,0.0
-11-3131,Training and Development Managers,0.3777
-11-9013,"Farmers, Ranchers, and Other Agricultural Managers",0.0
-11-9021,Construction Managers,0.1186
-11-9031,"Education and Childcare Administrators, Preschool and Daycare",0.0395
-11-9032,"Education Administrators, Kindergarten through Secondary",0.0525
-11-9033,"Education Administrators, Postsecondary",0.0644
-11-9041,Architectural and Engineering Managers,0.0306
-11-9051,Food Service Managers,0.0
-11-9071,Gambling Managers,0.0
-11-9081,Lodging Managers,0.1215
-11-9111,Medical and Health Services Managers,0.0659
-11-9121,Natural Sciences Managers,0.0613
-11-9131,Postmasters and Mail Superintendents,0.0
-11-9141,"Property, Real Estate, and Community Association Managers",0.1653
-11-9151,Social and Community Service Managers,0.1808
-11-9161,Emergency Management Directors,0.0
-11-9171,Funeral Home Managers,0.0108
-11-9179,"Personal Service Managers, All Other",0.1244
-11-9199,"Managers, All Other",0.0686
-13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",0.118
-13-1031,"Claims Adjusters, Examiners, and Investigators",0.0818
-13-1032,"Insurance Appraisers, Auto Damage",0.0
-13-1041,Compliance Officers,0.1211
-13-1051,Cost Estimators,0.0
-13-1071,Human Resources Specialists,0.4034
-13-1074,Farm Labor Contractors,0.0
-13-1075,Labor Relations Specialists,0.0
-13-1081,Logisticians,0.1571
-13-1111,Management Analysts,0.2435
-13-1121,"Meeting, Convention, and Event Planners",0.1023
-13-1131,Fundraisers,0.0466
-13-1141,"Compensation, Benefits, and Job Analysis Specialists",0.0649
-13-1151,Training and Development Specialists,0.2793
-13-1161,Market Research Analysts and Marketing Specialists,0.6483
-13-1199,"Business Operations Specialists, All Other",0.1846
-13-2011,Accountants and Auditors,0.3478
-13-2031,Budget Analysts,0.0672
-13-2041,Credit Analysts,0.1685
-13-2051,Financial and Investment Analysts,0.5716
-13-2052,Personal Financial Advisors,0.3504
-13-2053,Insurance Underwriters,0.0625
-13-2054,Financial Risk Specialists,0.2649
-13-2061,Financial Examiners,0.0428
-13-2071,Credit Counselors,0.2341
-13-2072,Loan Officers,0.1857
-13-2081,"Tax Examiners and Collectors, and Revenue Agents",0.0275
-13-2082,Tax Preparers,0.1283
-13-2099,"Financial Specialists, All Other",0.2202
-15-1211,Computer Systems Analysts,0.2763
-15-1212,Information Security Analysts,0.4859
-15-1221,Computer and Information Research Scientists,0.3404
-15-1231,Computer Network Support Specialists,0.2867
-15-1232,Computer User Support Specialists,0.4685
-15-1241,Computer Network Architects,0.1987
-15-1242,Database Administrators,0.3315
-15-1243,Database Architects,0.5787
-15-1244,Network and Computer Systems Administrators,0.3373
-15-1251,Computer Programmers,0.7451
-15-1252,Software Developers,0.288
-15-1253,Software Quality Assurance Analysts and Testers,0.5195
-15-1254,Web Developers,0.4802
-15-1255,Web and Digital Interface Designers,0.249
-15-1299,"Computer Occupations, All Other",0.3106
-15-2011,Actuaries,0.0539
-15-2021,Mathematicians,0.4241
-15-2031,Operations Research Analysts,0.4288
-15-2041,Statisticians,0.2107
-15-2051,Data Scientists,0.4605
-15-2099,"Mathematical Science Occupations, All Other",0.4793
-17-1011,"Architects, Except Landscape and Naval",0.0784
-17-1012,Landscape Architects,0.0
-17-1021,Cartographers and Photogrammetrists,0.08
-17-1022,Surveyors,0.0022
-17-2011,Aerospace Engineers,0.0753
-17-2021,Agricultural Engineers,0.0
-17-2031,Bioengineers and Biomedical Engineers,0.1328
-17-2041,Chemical Engineers,0.0
-17-2051,Civil Engineers,0.0081
-17-2061,Computer Hardware Engineers,0.1453
-17-2071,Electrical Engineers,0.059
-17-2072,"Electronics Engineers, Except Computer",0.0999
-17-2081,Environmental Engineers,0.0358
-17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",0.0
-17-2112,Industrial Engineers,0.0367
-17-2121,Marine Engineers and Naval Architects,0.0358
-17-2131,Materials Engineers,0.0
-17-2141,Mechanical Engineers,0.0813
-17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",0.0
-17-2161,Nuclear Engineers,0.0
-17-2171,Petroleum Engineers,0.0
-17-2199,"Engineers, All Other",0.0659
-17-3011,Architectural and Civil Drafters,0.0
-17-3012,Electrical and Electronics Drafters,0.0889
-17-3013,Mechanical Drafters,0.0
-17-3021,Aerospace Engineering and Operations Technologists and Technicians,0.0
-17-3022,Civil Engineering Technologists and Technicians,0.0776
-17-3023,Electrical and Electronic Engineering Technologists and Technicians,0.0202
-17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,0.0
-17-3025,Environmental Engineering Technologists and Technicians,0.1029
-17-3026,Industrial Engineering Technologists and Technicians,0.0
-17-3027,Mechanical Engineering Technologists and Technicians,0.0683
-17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",0.0
-17-3031,Surveying and Mapping Technicians,0.0
-19-1011,Animal Scientists,0.0
-19-1012,Food Scientists and Technologists,0.0
-19-1013,Soil and Plant Scientists,0.0513
-19-1021,Biochemists and Biophysicists,0.0756
-19-1022,Microbiologists,0.0969
-19-1023,Zoologists and Wildlife Biologists,0.0606
-19-1029,"Biological Scientists, All Other",0.2452
-19-1031,Conservation Scientists,0.0
-19-1032,Foresters,0.0
-19-1041,Epidemiologists,0.0
-19-1042,"Medical Scientists, Except Epidemiologists",0.0381
-19-2011,Astronomers,0.3849
-19-2012,Physicists,0.2727
-19-2021,Atmospheric and Space Scientists,0.038
-19-2031,Chemists,0.2614
-19-2032,Materials Scientists,0.1843
-19-2041,"Environmental Scientists and Specialists, Including Health",0.0548
-19-2042,"Geoscientists, Except Hydrologists and Geographers",0.043
-19-2043,Hydrologists,0.0748
-19-2099,"Physical Scientists, All Other",0.0379
-19-3011,Economists,0.2418
-19-3022,Survey Researchers,0.4316
-19-3032,Industrial-Organizational Psychologists,0.1577
-19-3033,Clinical and Counseling Psychologists,0.0591
-19-3034,School Psychologists,0.0467
-19-3039,"Psychologists, All Other",0.0
-19-3041,Sociologists,0.3833
-19-3051,Urban and Regional Planners,0.0959
-19-3091,Anthropologists and Archeologists,0.1354
-19-3092,Geographers,0.1096
-19-3093,Historians,0.028
-19-3094,Political Scientists,0.452
-19-3099,"Social Scientists and Related Workers, All Other",0.0327
-19-4012,Agricultural Technicians,0.0058
-19-4013,Food Science Technicians,0.2038
-19-4021,Biological Technicians,0.0599
-19-4031,Chemical Technicians,0.3148
-19-4042,"Environmental Science and Protection Technicians, Including Health",0.1444
-19-4043,"Geological Technicians, Except Hydrologic Technicians",0.229
-19-4051,Nuclear Technicians,0.0
-19-4061,Social Science Research Assistants,0.4393
-19-4071,Forest and Conservation Technicians,0.0221
-19-4092,Forensic Science Technicians,0.0
-19-4099,"Life, Physical, and Social Science Technicians, All Other",0.0955
-19-5011,Occupational Health and Safety Specialists,0.0
-19-5012,Occupational Health and Safety Technicians,0.0
-21-1012,"Educational, Guidance, and Career Counselors and Advisors",0.1182
-21-1013,Marriage and Family Therapists,0.0
-21-1015,Rehabilitation Counselors,0.0
-21-1021,"Child, Family, and School Social Workers",0.0074
-21-1022,Healthcare Social Workers,0.0916
-21-1023,Mental Health and Substance Abuse Social Workers,0.0
-21-1091,Health Education Specialists,0.1376
-21-1092,Probation Officers and Correctional Treatment Specialists,0.0
-21-1093,Social and Human Service Assistants,0.0
-21-1094,Community Health Workers,0.0
-21-2011,Clergy,0.1116
-21-2021,"Directors, Religious Activities and Education",0.153
-23-1011,Lawyers,0.1673
-23-1012,Judicial Law Clerks,0.1704
-23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",0.3048
-23-1022,"Arbitrators, Mediators, and Conciliators",0.2426
-23-1023,"Judges, Magistrate Judges, and Magistrates",0.3109
-23-2011,Paralegals and Legal Assistants,0.2927
-23-2093,"Title Examiners, Abstractors, and Searchers",0.0216
-25-1011,"Business Teachers, Postsecondary",0.3072
-25-1021,"Computer Science Teachers, Postsecondary",0.2414
-25-1022,"Mathematical Science Teachers, Postsecondary",0.4305
-25-1031,"Architecture Teachers, Postsecondary",0.0
-25-1032,"Engineering Teachers, Postsecondary",0.3589
-25-1041,"Agricultural Sciences Teachers, Postsecondary",0.0
-25-1042,"Biological Science Teachers, Postsecondary",0.2914
-25-1043,"Forestry and Conservation Science Teachers, Postsecondary",0.0206
-25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",0.0396
-25-1052,"Chemistry Teachers, Postsecondary",0.2185
-25-1053,"Environmental Science Teachers, Postsecondary",0.0232
-25-1054,"Physics Teachers, Postsecondary",0.0
-25-1061,"Anthropology and Archeology Teachers, Postsecondary",0.0236
-25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",0.0
-25-1063,"Economics Teachers, Postsecondary",0.0
-25-1064,"Geography Teachers, Postsecondary",0.0
-25-1065,"Political Science Teachers, Postsecondary",0.0
-25-1066,"Psychology Teachers, Postsecondary",0.3219
-25-1067,"Sociology Teachers, Postsecondary",0.0
-25-1071,"Health Specialties Teachers, Postsecondary",0.3045
-25-1072,"Nursing Instructors and Teachers, Postsecondary",0.1909
-25-1081,"Education Teachers, Postsecondary",0.2621
-25-1082,"Library Science Teachers, Postsecondary",0.018
-25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",0.0
-25-1112,"Law Teachers, Postsecondary",0.0
-25-1113,"Social Work Teachers, Postsecondary",0.0
-25-1121,"Art, Drama, and Music Teachers, Postsecondary",0.2142
-25-1122,"Communications Teachers, Postsecondary",0.2111
-25-1123,"English Language and Literature Teachers, Postsecondary",0.3618
-25-1124,"Foreign Language and Literature Teachers, Postsecondary",0.2403
-25-1125,"History Teachers, Postsecondary",0.0994
-25-1126,"Philosophy and Religion Teachers, Postsecondary",0.2197
-25-1192,"Family and Consumer Sciences Teachers, Postsecondary",0.0
-25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",0.1138
-25-1194,"Career/Technical Education Teachers, Postsecondary",0.1563
-25-2011,"Preschool Teachers, Except Special Education",0.0
-25-2012,"Kindergarten Teachers, Except Special Education",0.0
-25-2021,"Elementary School Teachers, Except Special Education",0.103
-25-2022,"Middle School Teachers, Except Special and Career/Technical Education",0.2972
-25-2023,"Career/Technical Education Teachers, Middle School",0.0
-25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",0.2901
-25-2032,"Career/Technical Education Teachers, Secondary School",0.0
-25-2051,"Special Education Teachers, Preschool",0.0058
-25-2057,"Special Education Teachers, Middle School",0.134
-25-2058,"Special Education Teachers, Secondary School",0.0989
-25-2059,"Special Education Teachers, All Other",0.0257
-25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",0.0636
-25-3021,Self-Enrichment Teachers,0.0662
-25-3041,Tutors,0.4077
-25-4011,Archivists,0.1348
-25-4012,Curators,0.4123
-25-4013,Museum Technicians and Conservators,0.0
-25-4022,Librarians and Media Collections Specialists,0.2032
-25-4031,Library Technicians,0.054
-25-9021,Farm and Home Management Educators,0.0
-25-9031,Instructional Coordinators,0.3043
-25-9044,"Teaching Assistants, Postsecondary",0.1002
-27-1011,Art Directors,0.2098
-27-1012,Craft Artists,0.0539
-27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",0.3565
-27-1014,Special Effects Artists and Animators,0.3571
-27-1021,Commercial and Industrial Designers,0.0437
-27-1022,Fashion Designers,0.0568
-27-1023,Floral Designers,0.0
-27-1024,Graphic Designers,0.3672
-27-1025,Interior Designers,0.0
-27-1026,Merchandise Displayers and Window Trimmers,0.0
-27-1027,Set and Exhibit Designers,0.0
-27-2011,Actors,0.1011
-27-2012,Producers and Directors,0.092
-27-2021,Athletes and Sports Competitors,0.0
-27-2022,Coaches and Scouts,0.0
-27-2023,"Umpires, Referees, and Other Sports Officials",0.0
-27-2031,Dancers,0.0
-27-2032,Choreographers,0.0801
-27-2041,Music Directors and Composers,0.0368
-27-2042,Musicians and Singers,0.0
-27-3011,Broadcast Announcers and Radio Disc Jockeys,0.0634
-27-3023,"News Analysts, Reporters, and Journalists",0.2098
-27-3031,Public Relations Specialists,0.453
-27-3041,Editors,0.246
-27-3042,Technical Writers,0.4747
-27-3043,Writers and Authors,0.2462
-27-3091,Interpreters and Translators,0.4304
-27-3092,Court Reporters and Simultaneous Captioners,0.3431
-27-4011,Audio and Video Technicians,0.0173
-27-4012,Broadcast Technicians,0.0197
-27-4014,Sound Engineering Technicians,0.0
-27-4021,Photographers,0.195
-27-4031,"Camera Operators, Television, Video, and Film",0.1651
-27-4032,Film and Video Editors,0.2234
-29-1011,Chiropractors,0.0
-29-1021,"Dentists, General",0.0309
-29-1022,Oral and Maxillofacial Surgeons,0.0
-29-1023,Orthodontists,0.0
-29-1024,Prosthodontists,0.0
-29-1031,Dietitians and Nutritionists,0.1328
-29-1041,Optometrists,0.0
-29-1051,Pharmacists,0.0896
-29-1071,Physician Assistants,0.0
-29-1081,Podiatrists,0.0
-29-1122,Occupational Therapists,0.008
-29-1123,Physical Therapists,0.0174
-29-1124,Radiation Therapists,0.0
-29-1125,Recreational Therapists,0.0
-29-1126,Respiratory Therapists,0.0
-29-1127,Speech-Language Pathologists,0.0
-29-1128,Exercise Physiologists,0.0
-29-1129,"Therapists, All Other",0.0402
-29-1131,Veterinarians,0.0926
-29-1141,Registered Nurses,0.0595
-29-1151,Nurse Anesthetists,0.0
-29-1161,Nurse Midwives,0.052
-29-1171,Nurse Practitioners,0.0944
-29-1181,Audiologists,0.0
-29-1211,Anesthesiologists,0.0
-29-1213,Dermatologists,0.0
-29-1215,Family Medicine Physicians,0.0
-29-1216,General Internal Medicine Physicians,0.084
-29-1217,Neurologists,0.0
-29-1218,Obstetricians and Gynecologists,0.0685
-29-1221,"Pediatricians, General",0.0
-29-1222,"Physicians, Pathologists",0.1577
-29-1223,Psychiatrists,0.0
-29-1224,Radiologists,0.199
-29-1229,"Physicians, All Other",0.0297
-29-1241,"Ophthalmologists, Except Pediatric",0.0
-29-1242,"Orthopedic Surgeons, Except Pediatric",0.0
-29-1243,Pediatric Surgeons,0.0
-29-1291,Acupuncturists,0.0
-29-1292,Dental Hygienists,0.0
-29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",0.0222
-29-2031,Cardiovascular Technologists and Technicians,0.0
-29-2032,Diagnostic Medical Sonographers,0.0
-29-2033,Nuclear Medicine Technologists,0.0513
-29-2034,Radiologic Technologists and Technicians,0.0
-29-2035,Magnetic Resonance Imaging Technologists,0.039
-29-2042,Emergency Medical Technicians,0.0
-29-2043,Paramedics,0.0
-29-2051,Dietetic Technicians,0.2446
-29-2052,Pharmacy Technicians,0.0735
-29-2053,Psychiatric Technicians,0.0
-29-2055,Surgical Technologists,0.0
-29-2056,Veterinary Technologists and Technicians,0.0
-29-2057,Ophthalmic Medical Technicians,0.0
-29-2061,Licensed Practical and Licensed Vocational Nurses,0.0
-29-2072,Medical Records Specialists,0.6674
-29-2081,"Opticians, Dispensing",0.0
-29-2091,Orthotists and Prosthetists,0.0
-29-2092,Hearing Aid Specialists,0.0
-29-2099,"Health Technologists and Technicians, All Other",0.0445
-29-9021,Health Information Technologists and Medical Registrars,0.3063
-29-9091,Athletic Trainers,0.0531
-29-9092,Genetic Counselors,0.0123
-29-9093,Surgical Assistants,0.0
-29-9099,"Healthcare Practitioners and Technical Workers, All Other",0.0
-31-1131,Nursing Assistants,0.0
-31-1132,Orderlies,0.0
-31-1133,Psychiatric Aides,0.0
-31-2011,Occupational Therapy Assistants,0.0
-31-2012,Occupational Therapy Aides,0.0661
-31-2021,Physical Therapist Assistants,0.0
-31-2022,Physical Therapist Aides,0.0
-31-9011,Massage Therapists,0.0
-31-9091,Dental Assistants,0.0
-31-9092,Medical Assistants,0.0476
-31-9093,Medical Equipment Preparers,0.0
-31-9094,Medical Transcriptionists,0.6365
-31-9095,Pharmacy Aides,0.022
-31-9096,Veterinary Assistants and Laboratory Animal Caretakers,0.0179
-31-9097,Phlebotomists,0.0
-31-9099,"Healthcare Support Workers, All Other",0.0
-33-1011,First-Line Supervisors of Correctional Officers,0.0315
-33-1012,First-Line Supervisors of Police and Detectives,0.0
-33-1021,First-Line Supervisors of Firefighting and Prevention Workers,0.0
-33-2011,Firefighters,0.0
-33-2021,Fire Inspectors and Investigators,0.0
-33-2022,Forest Fire Inspectors and Prevention Specialists,0.0
-33-3011,Bailiffs,0.0
-33-3012,Correctional Officers and Jailers,0.0
-33-3021,Detectives and Criminal Investigators,0.0374
-33-3031,Fish and Game Wardens,0.0
-33-3041,Parking Enforcement Workers,0.0
-33-3051,Police and Sheriff's Patrol Officers,0.1234
-33-3052,Transit and Railroad Police,0.0
-33-9011,Animal Control Workers,0.0
-33-9021,Private Detectives and Investigators,0.0
-33-9031,Gambling Surveillance Officers and Gambling Investigators,0.0
-33-9032,Security Guards,0.0
-33-9091,Crossing Guards and Flaggers,0.0
-33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",0.0
-33-9093,Transportation Security Screeners,0.0
-33-9099,"Protective Service Workers, All Other",0.0571
-35-1011,Chefs and Head Cooks,0.0
-35-1012,First-Line Supervisors of Food Preparation and Serving Workers,0.0564
-35-2011,"Cooks, Fast Food",0.0
-35-2012,"Cooks, Institution and Cafeteria",0.0
-35-2013,"Cooks, Private Household",0.0
-35-2014,"Cooks, Restaurant",0.0116
-35-2015,"Cooks, Short Order",0.0
-35-2021,Food Preparation Workers,0.0
-35-3011,Bartenders,0.0
-35-3023,Fast Food and Counter Workers,0.0
-35-3031,Waiters and Waitresses,0.0
-35-3041,"Food Servers, Nonrestaurant",0.0
-35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,0.0
-35-9021,Dishwashers,0.0
-35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",0.0734
-37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,0.0436
-37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",0.1083
-37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",0.0
-37-2012,Maids and Housekeeping Cleaners,0.0
-37-2021,Pest Control Workers,0.046
-37-3011,Landscaping and Groundskeeping Workers,0.0
-37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",0.0
-37-3013,Tree Trimmers and Pruners,0.0
-39-1013,First-Line Supervisors of Gambling Services Workers,0.0
-39-1014,"First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",0.0443
-39-1022,First-Line Supervisors of Personal Service Workers,0.0407
-39-2011,Animal Trainers,0.0
-39-2021,Animal Caretakers,0.0
-39-3011,Gambling Dealers,0.0
-39-3012,Gambling and Sports Book Writers and Runners,0.0
-39-3021,Motion Picture Projectionists,0.0
-39-3031,"Ushers, Lobby Attendants, and Ticket Takers",0.0
-39-3091,Amusement and Recreation Attendants,0.0619
-39-3092,Costume Attendants,0.0
-39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",0.0
-39-4011,Embalmers,0.0
-39-4021,Funeral Attendants,0.0
-39-4031,"Morticians, Undertakers, and Funeral Arrangers",0.0
-39-5011,Barbers,0.0
-39-5012,"Hairdressers, Hairstylists, and Cosmetologists",0.0304
-39-5091,"Makeup Artists, Theatrical and Performance",0.0
-39-5092,Manicurists and Pedicurists,0.0
-39-5093,Shampooers,0.0
-39-5094,Skincare Specialists,0.0
-39-6011,Baggage Porters and Bellhops,0.073
-39-6012,Concierges,0.1875
-39-9011,Childcare Workers,0.0122
-39-9031,Exercise Trainers and Group Fitness Instructors,0.0
-39-9032,Recreation Workers,0.0
-39-9041,Residential Advisors,0.067
-41-1011,First-Line Supervisors of Retail Sales Workers,0.2627
-41-1012,First-Line Supervisors of Non-Retail Sales Workers,0.2295
-41-2011,Cashiers,0.0846
-41-2012,Gambling Change Persons and Booth Cashiers,0.0
-41-2021,Counter and Rental Clerks,0.2048
-41-2022,Parts Salespersons,0.0
-41-2031,Retail Salespersons,0.3222
-41-3011,Advertising Sales Agents,0.1482
-41-3021,Insurance Sales Agents,0.3188
-41-3031,"Securities, Commodities, and Financial Services Sales Agents",0.4413
-41-3041,Travel Agents,0.4054
-41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",0.2706
-41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",0.6279
-41-9011,Demonstrators and Product Promoters,0.0788
-41-9012,Models,0.0
-41-9021,Real Estate Brokers,0.2609
-41-9022,Real Estate Sales Agents,0.2828
-41-9031,Sales Engineers,0.3224
-41-9041,Telemarketers,0.2852
-41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",0.1758
-43-1011,First-Line Supervisors of Office and Administrative Support Workers,0.1856
-43-2011,"Switchboard Operators, Including Answering Service",0.3863
-43-2021,Telephone Operators,0.0
-43-3011,Bill and Account Collectors,0.2989
-43-3021,Billing and Posting Clerks,0.1924
-43-3031,"Bookkeeping, Accounting, and Auditing Clerks",0.3104
-43-3041,Gambling Cage Workers,0.0653
-43-3051,Payroll and Timekeeping Clerks,0.0487
-43-3061,Procurement Clerks,0.2436
-43-3071,Tellers,0.0231
-43-4011,Brokerage Clerks,0.1744
-43-4021,Correspondence Clerks,0.2786
-43-4031,"Court, Municipal, and License Clerks",0.102
-43-4041,"Credit Authorizers, Checkers, and Clerks",0.1296
-43-4051,Customer Service Representatives,0.7011
-43-4061,"Eligibility Interviewers, Government Programs",0.0597
-43-4071,File Clerks,0.1568
-43-4081,"Hotel, Motel, and Resort Desk Clerks",0.1725
-43-4111,"Interviewers, Except Eligibility and Loan",0.3851
-43-4121,"Library Assistants, Clerical",0.0978
-43-4131,Loan Interviewers and Clerks,0.2022
-43-4141,New Accounts Clerks,0.0
-43-4151,Order Clerks,0.0748
-43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",0.4046
-43-4171,Receptionists and Information Clerks,0.4338
-43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,0.2467
-43-5011,Cargo and Freight Agents,0.0165
-43-5021,Couriers and Messengers,0.0412
-43-5031,Public Safety Telecommunicators,0.0465
-43-5032,"Dispatchers, Except Police, Fire, and Ambulance",0.2258
-43-5041,"Meter Readers, Utilities",0.0
-43-5051,Postal Service Clerks,0.0
-43-5052,Postal Service Mail Carriers,0.0
-43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",0.0
-43-5061,"Production, Planning, and Expediting Clerks",0.0934
-43-5071,"Shipping, Receiving, and Inventory Clerks",0.0
-43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",0.0
-43-6011,Executive Secretaries and Executive Administrative Assistants,0.2336
-43-6012,Legal Secretaries and Administrative Assistants,0.0
-43-6013,Medical Secretaries and Administrative Assistants,0.3623
-43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",0.4528
-43-9021,Data Entry Keyers,0.6707
-43-9022,Word Processors and Typists,0.2385
-43-9031,Desktop Publishers,0.464
-43-9041,Insurance Claims and Policy Processing Clerks,0.1467
-43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",0.0
-43-9061,"Office Clerks, General",0.4504
-43-9071,"Office Machine Operators, Except Computer",0.0239
-43-9081,Proofreaders and Copy Markers,0.1781
-43-9111,Statistical Assistants,0.5099
-45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",0.0
-45-2011,Agricultural Inspectors,0.0
-45-2021,Animal Breeders,0.0
-45-2041,"Graders and Sorters, Agricultural Products",0.0
-45-2091,Agricultural Equipment Operators,0.0
-45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",0.0203
-45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",0.0
-45-4011,Forest and Conservation Workers,0.0
-45-4021,Fallers,0.0
-45-4022,Logging Equipment Operators,0.0
-45-4023,Log Graders and Scalers,0.0
-47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,0.0296
-47-2011,Boilermakers,0.0
-47-2021,Brickmasons and Blockmasons,0.0
-47-2022,Stonemasons,0.0
-47-2031,Carpenters,0.0
-47-2041,Carpet Installers,0.0
-47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",0.0
-47-2043,Floor Sanders and Finishers,0.0
-47-2044,Tile and Stone Setters,0.0
-47-2051,Cement Masons and Concrete Finishers,0.0
-47-2053,Terrazzo Workers and Finishers,0.0
-47-2061,Construction Laborers,0.0281
-47-2071,"Paving, Surfacing, and Tamping Equipment Operators",0.0
-47-2072,Pile Driver Operators,0.0
-47-2073,Operating Engineers and Other Construction Equipment Operators,0.0
-47-2081,Drywall and Ceiling Tile Installers,0.0
-47-2082,Tapers,0.0
-47-2111,Electricians,0.0
-47-2121,Glaziers,0.0
-47-2131,"Insulation Workers, Floor, Ceiling, and Wall",0.0
-47-2132,"Insulation Workers, Mechanical",0.0439
-47-2141,"Painters, Construction and Maintenance",0.0
-47-2142,Paperhangers,0.0
-47-2151,Pipelayers,0.0
-47-2152,"Plumbers, Pipefitters, and Steamfitters",0.0116
-47-2161,Plasterers and Stucco Masons,0.0
-47-2171,Reinforcing Iron and Rebar Workers,0.0
-47-2181,Roofers,0.0157
-47-2211,Sheet Metal Workers,0.0
-47-2221,Structural Iron and Steel Workers,0.0491
-47-2231,Solar Photovoltaic Installers,0.0
-47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",0.0
-47-3012,Helpers--Carpenters,0.0
-47-3013,Helpers--Electricians,0.0
-47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",0.0
-47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",0.0
-47-3016,Helpers--Roofers,0.0
-47-4011,Construction and Building Inspectors,0.0481
-47-4021,Elevator and Escalator Installers and Repairers,0.0
-47-4031,Fence Erectors,0.0
-47-4041,Hazardous Materials Removal Workers,0.0
-47-4051,Highway Maintenance Workers,0.0
-47-4061,Rail-Track Laying and Maintenance Equipment Operators,0.0
-47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,0.0
-47-5011,"Derrick Operators, Oil and Gas",0.0
-47-5012,"Rotary Drill Operators, Oil and Gas",0.0
-47-5013,"Service Unit Operators, Oil and Gas",0.0
-47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",0.0
-47-5023,"Earth Drillers, Except Oil and Gas",0.0
-47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",0.0
-47-5041,Continuous Mining Machine Operators,0.0
-47-5043,"Roof Bolters, Mining",0.0
-47-5044,"Loading and Moving Machine Operators, Underground Mining",0.0
-47-5051,"Rock Splitters, Quarry",0.0
-47-5071,"Roustabouts, Oil and Gas",0.0
-47-5081,Helpers--Extraction Workers,0.0
-49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",0.1015
-49-2011,"Computer, Automated Teller, and Office Machine Repairers",0.1067
-49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",0.0
-49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",0.0333
-49-2091,Avionics Technicians,0.0
-49-2092,"Electric Motor, Power Tool, and Related Repairers",0.0
-49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",0.0
-49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",0.0
-49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",0.0
-49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",0.0
-49-2097,Audiovisual Equipment Installers and Repairers,0.0
-49-2098,Security and Fire Alarm Systems Installers,0.0303
-49-3011,Aircraft Mechanics and Service Technicians,0.0
-49-3021,Automotive Body and Related Repairers,0.0
-49-3022,Automotive Glass Installers and Repairers,0.0
-49-3023,Automotive Service Technicians and Mechanics,0.0
-49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,0.0
-49-3041,Farm Equipment Mechanics and Service Technicians,0.0
-49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",0.0
-49-3043,Rail Car Repairers,0.0
-49-3051,Motorboat Mechanics and Service Technicians,0.0
-49-3052,Motorcycle Mechanics,0.0
-49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,0.0
-49-3091,Bicycle Repairers,0.0
-49-3092,Recreational Vehicle Service Technicians,0.0
-49-3093,Tire Repairers and Changers,0.0
-49-9011,Mechanical Door Repairers,0.0
-49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",0.0
-49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",0.0191
-49-9031,Home Appliance Repairers,0.0
-49-9041,Industrial Machinery Mechanics,0.0239
-49-9043,"Maintenance Workers, Machinery",0.0
-49-9044,Millwrights,0.0
-49-9045,"Refractory Materials Repairers, Except Brickmasons",0.0
-49-9051,Electrical Power-Line Installers and Repairers,0.0
-49-9052,Telecommunications Line Installers and Repairers,0.0
-49-9061,Camera and Photographic Equipment Repairers,0.0412
-49-9062,Medical Equipment Repairers,0.0
-49-9063,Musical Instrument Repairers and Tuners,0.0
-49-9064,Watch and Clock Repairers,0.0
-49-9071,"Maintenance and Repair Workers, General",0.0
-49-9081,Wind Turbine Service Technicians,0.0
-49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",0.0
-49-9092,Commercial Divers,0.0
-49-9094,Locksmiths and Safe Repairers,0.0
-49-9095,Manufactured Building and Mobile Home Installers,0.0
-49-9096,Riggers,0.0
-49-9097,Signal and Track Switch Repairers,0.0
-49-9098,"Helpers--Installation, Maintenance, and Repair Workers",0.0
-49-9099,"Installation, Maintenance, and Repair Workers, All Other",0.0
-51-1011,First-Line Supervisors of Production and Operating Workers,0.0
-51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",0.0494
-51-2021,"Coil Winders, Tapers, and Finishers",0.0
-51-2031,Engine and Other Machine Assemblers,0.0
-51-2041,Structural Metal Fabricators and Fitters,0.0
-51-2051,Fiberglass Laminators and Fabricators,0.0
-51-2061,Timing Device Assemblers and Adjusters,0.0392
-51-3011,Bakers,0.0
-51-3021,Butchers and Meat Cutters,0.0
-51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",0.0
-51-3023,Slaughterers and Meat Packers,0.0
-51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",0.0
-51-3092,Food Batchmakers,0.0
-51-3093,Food Cooking Machine Operators and Tenders,0.0
-51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4041,Machinists,0.0
-51-4051,Metal-Refining Furnace Operators and Tenders,0.0
-51-4052,"Pourers and Casters, Metal",0.0
-51-4061,"Model Makers, Metal and Plastic",0.0
-51-4062,"Patternmakers, Metal and Plastic",0.0
-51-4071,Foundry Mold and Coremakers,0.0
-51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4111,Tool and Die Makers,0.0
-51-4121,"Welders, Cutters, Solderers, and Brazers",0.0
-51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",0.0
-51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4192,"Layout Workers, Metal and Plastic",0.0
-51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",0.0
-51-4194,"Tool Grinders, Filers, and Sharpeners",0.0
-51-5111,Prepress Technicians and Workers,0.1018
-51-5112,Printing Press Operators,0.0
-51-5113,Print Binding and Finishing Workers,0.0
-51-6011,Laundry and Dry-Cleaning Workers,0.0
-51-6021,"Pressers, Textile, Garment, and Related Materials",0.0
-51-6031,Sewing Machine Operators,0.0
-51-6041,Shoe and Leather Workers and Repairers,0.0
-51-6042,Shoe Machine Operators and Tenders,0.0
-51-6051,"Sewers, Hand",0.0
-51-6052,"Tailors, Dressmakers, and Custom Sewers",0.0342
-51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,0.0211
-51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",0.0152
-51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",0.032
-51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",0.0
-51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",0.0
-51-6092,Fabric and Apparel Patternmakers,0.0
-51-6093,Upholsterers,0.0
-51-7011,Cabinetmakers and Bench Carpenters,0.0
-51-7021,Furniture Finishers,0.0
-51-7031,"Model Makers, Wood",0.0
-51-7032,"Patternmakers, Wood",0.0301
-51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",0.0
-51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",0.0
-51-8011,Nuclear Power Reactor Operators,0.0
-51-8012,Power Distributors and Dispatchers,0.0
-51-8013,Power Plant Operators,0.0257
-51-8021,Stationary Engineers and Boiler Operators,0.0
-51-8031,Water and Wastewater Treatment Plant and System Operators,0.0
-51-8091,Chemical Plant and System Operators,0.0
-51-8092,Gas Plant Operators,0.0723
-51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",0.0405
-51-8099,"Plant and System Operators, All Other",0.0
-51-9011,Chemical Equipment Operators and Tenders,0.0
-51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",0.0
-51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",0.0425
-51-9022,"Grinding and Polishing Workers, Hand",0.0
-51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",0.0
-51-9031,"Cutters and Trimmers, Hand",0.0
-51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",0.0321
-51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",0.0
-51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",0.0
-51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",0.0324
-51-9071,Jewelers and Precious Stone and Metal Workers,0.0
-51-9081,Dental Laboratory Technicians,0.0
-51-9082,Medical Appliance Technicians,0.0
-51-9083,Ophthalmic Laboratory Technicians,0.0
-51-9111,Packaging and Filling Machine Operators and Tenders,0.0
-51-9123,"Painting, Coating, and Decorating Workers",0.0
-51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",0.0
-51-9141,Semiconductor Processing Technicians,0.0
-51-9151,Photographic Process Workers and Processing Machine Operators,0.0108
-51-9161,Computer Numerically Controlled Tool Operators,0.0215
-51-9162,Computer Numerically Controlled Tool Programmers,0.1207
-51-9191,Adhesive Bonding Machine Operators and Tenders,0.0
-51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",0.0
-51-9193,Cooling and Freezing Equipment Operators and Tenders,0.0
-51-9194,Etchers and Engravers,0.0
-51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",0.0
-51-9196,"Paper Goods Machine Setters, Operators, and Tenders",0.0
-51-9197,Tire Builders,0.0
-51-9198,Helpers--Production Workers,0.0393
-53-1041,Aircraft Cargo Handling Supervisors,0.0
-53-2011,"Airline Pilots, Copilots, and Flight Engineers",0.0
-53-2012,Commercial Pilots,0.0
-53-2021,Air Traffic Controllers,0.0
-53-2022,Airfield Operations Specialists,0.0476
-53-2031,Flight Attendants,0.0913
-53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",0.0
-53-3031,Driver/Sales Workers,0.0281
-53-3032,Heavy and Tractor-Trailer Truck Drivers,0.0
-53-3033,Light Truck Drivers,0.0
-53-3051,"Bus Drivers, School",0.0
-53-3052,"Bus Drivers, Transit and Intercity",0.0
-53-3053,Shuttle Drivers and Chauffeurs,0.0
-53-3054,Taxi Drivers,0.0
-53-4011,Locomotive Engineers,0.0
-53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",0.0
-53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",0.0
-53-4031,Railroad Conductors and Yardmasters,0.0
-53-4041,Subway and Streetcar Operators,0.0
-53-5011,Sailors and Marine Oilers,0.0
-53-5021,"Captains, Mates, and Pilots of Water Vessels",0.0
-53-5022,Motorboat Operators,0.0
-53-5031,Ship Engineers,0.0
-53-6011,Bridge and Lock Tenders,0.0
-53-6021,Parking Attendants,0.0
-53-6031,Automotive and Watercraft Service Attendants,0.0
-53-6041,Traffic Technicians,0.0
-53-6051,Transportation Inspectors,0.0
-53-6061,Passenger Attendants,0.1169
-53-7011,Conveyor Operators and Tenders,0.0
-53-7021,Crane and Tower Operators,0.0
-53-7031,Dredge Operators,0.0
-53-7041,Hoist and Winch Operators,0.0
-53-7051,Industrial Truck and Tractor Operators,0.0
-53-7061,Cleaners of Vehicles and Equipment,0.0
-53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",0.0
-53-7063,Machine Feeders and Offbearers,0.0
-53-7064,"Packers and Packagers, Hand",0.0
-53-7065,Stockers and Order Fillers,0.0
-53-7071,Gas Compressor and Gas Pumping Station Operators,0.0
-53-7072,"Pump Operators, Except Wellhead Pumpers",0.0
-53-7073,Wellhead Pumpers,0.0
-53-7081,Refuse and Recyclable Material Collectors,0.0
-53-7121,"Tank Car, Truck, and Ship Loaders",0.0
diff --git a/labor_market_impacts/task_penetration.csv b/labor_market_impacts/task_penetration.csv
deleted file mode 100644
index 2a20bcc33ccb02ae97c9aa6b2899bfa3911fc75b..0000000000000000000000000000000000000000
--- a/labor_market_impacts/task_penetration.csv
+++ /dev/null
@@ -1,17999 +0,0 @@
-task,penetration
-"Accept and check containers of mail from large volume mailers, couriers, and contractors.",0.0
-"Accept and check containers of mail or parcels from large volume mailers, couriers, and contractors.",0.0
-Accept credit applications and verify credit references to provide check-cashing authorization or to establish house credit accounts.,0.0
-Accept music requests from event guests.,0.0
-"Accept payment from customers, and make change as necessary.",0.0
-Accept payment on accounts.,0.0
-"Accept payments, and make change or write charge slips as necessary.",0.0
-"Accept prescriptions for filling, gathering and processing necessary information.",0.0
-Access computerized financial information to answer general questions as well as those related to specific accounts.,0.0
-"Access specific areas to string lines, or install terminal boxes, auxiliary equipment, or appliances, using bucket trucks, climbing poles or ladders, or entering tunnels, trenches, or crawl spaces.",0.0
-Accompany aircraft as a member of the flight crew to monitor and handle cargo in flight.,0.0
-Accompany aircraft on flights to make in-flight adjustments and corrections.,0.0
-Accompany and assist emergency medical technicians on calls.,0.0
-Accompany and supervise students during meals.,0.0
-"Accompany buyers during visits to and inspections of property, advising them on the suitability and value of the homes they are visiting.",0.0
-"Accompany children to and from school, on outings, and to medical appointments.",0.0
-"Accompany clients to doctors' offices or on other trips outside the home, providing transportation, assistance, and companionship.",0.0
-Accompany injured athletes to hospitals.,0.0
-"Accompany patients on outings, providing transportation when necessary.",0.0
-"Accompany patients to and from wards for medical or dental treatments, shopping trips, or religious or recreational events.",0.0
-"Acquire books, pamphlets, periodicals, audio-visual materials, and other library supplies by checking prices, figuring costs, and preparing appropriate order forms and facilitating the ordering process by providing such information to others.",0.0
-"Acquire, distribute and store supplies.",0.0
-"Acquire, maintain, and repair laboratory equipment and tools.",0.0
-"Acquire, or arrange for acquisition of, specimens or graphics required to complete exhibits.",0.0
-Act as a liaison between a ship's captain and shore personnel to ensure that schedules and budgets are maintained and that the ship is operated safely and efficiently.,0.0
-"Act as a liaison between talent and directors, providing information that performers or guests need to prepare for appearances and communicating relevant information from guests, performers, or staff to directors.",0.0
-Act as advisers to student organizations.,0.0
-"Act as agent, trustee, guardian, or executor for businesses or individuals.",0.0
-Act as an advocate for farmers or farmers' groups.,0.0
-Act as an intermediary in negotiations between buyers and sellers over property prices and settlement details and during the closing of sales.,0.9162
-"Act as an intermediary in negotiations between buyers and sellers, generally representing one or the other.",0.926
-Act as client advocates to coordinate required services or to resolve emergency problems in crisis situations.,0.0
-"Act as consultants to agency staff and other community programs regarding the interpretation of program-related federal, state, and county regulations and policies.",0.0
-Act as liaison with physicist and supportive care personnel.,0.0
-Act as liaisons between clients and medical staff.,0.0
-Act as liaisons between engineering and production departments.,0.0
-Act as liaisons between minority placement agencies and employers or between job search committees and other equal opportunity administrators.,0.0
-Act as liaisons between on-site managers or tenants and owners.,0.0
-"Act as liaisons between ships' captains and shore personnel to ensure that schedules and budgets are maintained, and that ships are operated safely and efficiently.",0.0
-Act as oversight or security agents for management or customers.,0.0
-Act as pallbearers.,0.0
-"Act as part of the security team at transportation terminals, hotels, or similar establishments.",0.0
-"Activate agitators and paddles to mix or stir ingredients, stopping machines when ingredients are thoroughly mixed.",0.0
-"Activate and adjust machine controls to regulate temperature and pressure of rollers, ironing shoes, or plates, according to specifications.",0.0
-Activate bead setters that press prefabricated beads onto plies.,0.0
-"Activate emergency action plans and administer first aid, as necessary.",0.0
-Activate fluoroscope and camera to produce images used to guide catheter through cardiovascular system.,0.0
-Activate fuel pumps and fill fuel tanks of vehicles with gasoline or diesel fuel to specified levels.,0.0
-"Activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according to specifications.",0.0
-"Activate machines to shape or form products, such as candy bars, light bulbs, balloons, or insulation panels.",0.0
-Activate mechanical rakes to regulate flow of ice from storage bins to vats.,0.0
-Activate photovoltaic (PV) systems to verify system functionality and conformity to performance expectations.,0.0
-"Activate scanners to produce positive or negative films for the black-and-white, cyan, yellow, and magenta separations from each original copy.",0.0
-Activate shears and grinders to trim workpieces.,0.0
-"Activate valves to maintain required amounts of water in boilers, to adjust supplies of combustion air, and to control the flow of fuel into burners.",0.0
-Adapt existing or develop new music therapy assessment instruments or procedures to meet an individual client's needs.,0.0
-Adapt instructional content or delivery methods for different levels or types of learners.,0.8585
-Adapt instructional techniques to the age and skill levels of students.,0.0
-Adapt or design computer hardware or software for medical science uses.,0.0
-Adapt other designers' ideas for the mass market.,0.0
-Adapt software and accompanying technical documents to another language and culture.,0.0
-"Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.",0.0
-Adapt teaching methods and instructional materials to meet students' varying needs and interests.,0.8162
-"Adapt teaching methods and instructional materials to meet students' varying needs, abilities, and interests.",0.7239
-Adapt text to accommodate musical requirements of composers and singers.,0.8632
-Adapt the quantity of ingredients to match the amount of items to be baked.,0.0
-"Adapt translations to students' cognitive and grade levels, collaborating with educational team members as necessary.",0.9655
-Add chemicals and solutions to tanks to ensure that specifications are met.,0.0
-Add chemicals or materials to workpieces or machines to facilitate bonding or to cool workpieces.,0.0
-"Add chemicals, solutions, or ingredients to machines or equipment as required by the manufacturing process.",0.0
-"Add chemicals, such as ammonia, chlorine, or lime, to disinfect and deodorize water and other liquids.",0.0
-"Add cutlery, napkins, food, and other items to trays on assembly lines in hospitals, cafeterias, airline kitchens, and similar establishments.",0.0
-Add dimensional details to blueprints or drawings made by other workers.,0.0
-"Add dyes, water, detergents, or chemicals to tanks to dilute or strengthen solutions, according to established formulas and solution test results.",0.0
-"Add ink, fill paste reservoirs, and change machine ribbons when necessary.",0.0
-Add metal to molds to compensate for shrinkage.,0.0
-Add new material to file records or create new records as necessary.,0.0
-"Add or mix chemicals and ingredients for processing, using hand tools or other devices.",0.0
-"Add or mix chemicals or ingredients for processing, using hand tools or other devices.",0.0
-"Add radioactive substances to biological specimens, such as blood, urine, or feces, to determine therapeutic drug or hormone levels.",0.0
-"Add relishes and garnishes to food orders, according to instructions.",0.0
-Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations.,0.0
-"Add treating or neutralizing agents to products, and pump products through filters or centrifuges to remove impurities or to precipitate products.",0.0
-Add water or acid to battery cell solutions to obtain specified concentrations.,0.0
-"Address community groups, faculty, and staff members to explain available counseling services.",0.0
-"Address employee relations issues, such as harassment allegations, work complaints, or other employee concerns.",0.0
-"Address envelopes or prepare envelope labels, using typewriter or computer.",0.0
-"Address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.",0.0
-Address public audiences to explain program objectives and to elicit support.,0.0
-"Address schools, civic groups, sporting clubs, or the media to disseminate information concerning wildlife conservation and regulations.",0.0
-"Address special issues or situations, such as illegal or unauthorized use of equipment, or cases of electrical or acoustic shock.",0.0
-"Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.",0.9928
-"Adhere to all applicable regulations, policies, and procedures for health, safety, and environmental compliance.",0.0
-Adhere to legal policies and procedures related to handling digital media.,0.0
-"Adhere to local, state, and federal laws, regulations, and statutes.",0.0
-"Adhere to safety practices and procedures, such as checking equipment regularly and erecting barriers around work areas.",0.0
-Adhere to schedules to keep events running on time.,0.0
-Adjust air cylinders and setting stops to set traverse lengths and feed arm strokes.,0.0
-"Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.",0.0
-"Adjust and maintain industrial machinery, using control and regulating devices.",0.0
-"Adjust and maintain operating room temperature, humidity, or lighting, according to surgeon's specifications.",0.0
-"Adjust and operate surveying instruments such as prisms, theodolites, electronic distance measuring equipment, or electronic data collectors.",0.0
-"Adjust and reline brakes, align wheels, tighten bolts and screws, and reassemble equipment.",0.0
-Adjust and repair assistive devices and make adaptive changes to other equipment and to environments.,0.0
-"Adjust and repair coin, vending, or amusement machines and meters and replace defective mechanical and electrical parts, using hand tools, soldering irons, and diagrams.",0.0
-"Adjust apertures, shutter speeds, and camera focus according to a combination of factors, such as lighting, field depth, subject motion, film type, and film speed.",0.0
-"Adjust bolts, clamps, stops, guides, or table angles or heights, using hand tools.",0.0
-"Adjust cameras, photographic mechanisms, or equipment such as range and view finders, shutters, light meters, or lens systems, using hand tools.",0.0
-"Adjust carburetor mixtures, electrical point settings, or timing while motors are running in water-filled test tanks.",0.0
-"Adjust coaching techniques, based on the strengths and weaknesses of athletes.",0.0
-"Adjust controls and/or valves on equipment to provide power, and to regulate and set operations of system or industrial processes.",0.0
-"Adjust controls of equipment to control particle beam movement, pulse rates, energy or intensity, or radiation, according to specifications.",0.0
-"Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.",0.0
-"Adjust controls on infrared ovens, heat lamps, portable ventilators, or exhaust units to speed the drying of surfaces between coats.",0.0
-Adjust controls to draw or press metal into specified shapes and diameters.,0.0
-Adjust controls to generate specified electrical power or to regulate the flow of power between generating stations and substations.,0.0
-"Adjust controls to guide, position, or move equipment, such as cranes, booms, or cameras.",0.0
-Adjust controls to maintain specific building temperatures required for animals' health and safety.,0.0
-"Adjust controls to maintain temperatures and heating times, using thermal instruments and charts, dials and gauges of furnaces, and color of stock in furnaces to make setting determinations.",0.0
-"Adjust controls to position rod and to regulate flux level, reactor period, coolant temperature, or rate of power flow, following standard procedures.",0.0
-"Adjust controls to regulate air-conditioning, heating, and lighting on trains for comfort of passengers.",0.0
-"Adjust controls to regulate specified temperature and humidity of animal quarters, nurseries, or exhibit areas.",0.0
-"Adjust controls to regulate temperature, pressure, feed, or flow of liquids or gases and times of prescribed reactions, according to knowledge of equipment and processes.",0.0
-Adjust controls to set temperatures of coating substances and speeds of machines and equipment.,0.0
-Adjust cutting techniques to types of fabrics and styles of garments.,0.0
-Adjust dental appliances to produce and maintain normal function.,0.0
-"Adjust depths and sizes of cuts by adjusting heights of worktables, or by adjusting machine-arm gauges.",0.0
-Adjust dials to regulate flow of current and voltage supplied to terminals to control plating processes.,0.0
-Adjust dig face angles for varying overburden depths and set lengths.,0.0
-"Adjust digital files to alter print elements, such as fonts, graphics, or color separations.",0.0
-"Adjust doors to open or close with the correct amount of effort, or make simple adjustments to electric openers.",0.0
-Adjust equipment and controls according to physicians' orders or established protocol.,0.0
-"Adjust equipment and workpiece holding fixtures, such as mold frames, tubs, and cutting tables, to ensure proper functioning.",0.0
-Adjust equipment controls to generate specified amounts of electrical power.,0.0
-"Adjust equipment controls to maintain specified heat, tension, and speed.",0.0
-Adjust equipment to optimize viewing of the nervous system.,0.0
-"Adjust felt hammers on pianos to increase tonal mellowness or brilliance, using sanding paddles, lacquer, or needles.",0.0
-"Adjust functional parts of devices or control instruments, using hand tools, levels, plumb bobs, or straightedges.",0.0
-"Adjust generators and replace faulty wiring, using hand tools and soldering irons.",0.0
-"Adjust guide assemblies, forming bars, and folding mechanisms according to specifications, using hand tools.",0.0
-Adjust guides and stops to control depths and widths of cuts.,0.0
-"Adjust guides, rollers, loose card inserters, weighing machines, and tying arms, using rules and hand tools.",0.0
-"Adjust handwheels and depress pedals to control attachments, such as blades, buckets, scrapers, or swing booms.",0.0
-Adjust ink fountain flow rates.,0.0
-Adjust inventory records to reflect product movement.,0.0
-Adjust lenses and frames to correct alignment.,0.0
-"Adjust machine components according to specifications such as widths, lengths, and thickness of materials and amounts of glue, cement, or adhesive required.",0.0
-Adjust machine components and machine tension and pressure according to size or processing angle of product.,0.0
-"Adjust machine components to regulate speeds, pressures, and temperatures, and amounts, dimensions, and flow of materials or ingredients.",0.0
-Adjust machine controls and change tool settings to keep dimensions within specified tolerances.,0.0
-"Adjust machine controls to alter position, alignment, speed, or pressure.",0.0
-"Adjust machine controls, such as heating mechanisms, tensions, or speeds, to produce specified products.",0.0
-"Adjust machine feed and speed, change cutting tools, or adjust machine controls when automatic programming is faulty or if machines malfunction.",0.0
-"Adjust machine heating mechanisms, tensions, and speeds to produce specified products.",0.0
-Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product.,0.0
-Adjust machine pressure gauges and thermostats.,0.0
-Adjust machine settings such as speed or tension to produce products that meet specifications.,0.0
-Adjust machine tables or cutting devices and set controls on machines to produce specified cuts or operations.,0.0
-Adjust network sizes to meet volume or capacity demands.,0.0
-"Adjust or align headlights, wheels, and brake systems.",0.0
-"Adjust or maintain equipment, such as lasers, laser systems, microscopes, oscilloscopes, pulse generators, power meters, beam analyzers, or energy measurement devices.",0.0
-Adjust or make minor repairs to spectacles or eyeglasses.,0.0
-Adjust or modify equipment to enhance equipment performance or to respond to customer requests.,0.0
-Adjust or repair computer controlled exhaust emissions devices.,0.0
-"Adjust or repair testing, electrical, or mechanical equipment or devices.",0.0
-"Adjust or replace equipment parts, such as rollers, belts, plugs, or caps, using hand tools.",0.0
-"Adjust or replace webbing, padding, or springs, and secure them in place.",0.0
-"Adjust points, valves, carburetors, distributors, and spark plug gaps, using feeler gauges.",0.0
-"Adjust positions and controls of cameras, printers, and related equipment to change focus, exposure, and lighting.",0.0
-Adjust power production systems to meet load and distribution demands.,0.0
-"Adjust pressures, temperatures, and trimming tool settings as required.",0.0
-"Adjust ram strokes of presses to specified lengths, using hand tools.",0.0
-"Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines.",0.0
-Adjust repaired or replaced units as needed to ensure proper operation.,0.0
-Adjust reserves or provide reserve recommendations to ensure that reserve activities are consistent with corporate policies.,0.0
-"Adjust safety controls, counterweights, door mechanisms, and components such as valves, ratchets, seals, and brake linings.",0.0
-Adjust sales scripts to better target the needs and interests of specific individuals.,0.0
-"Adjust saw blades, using wrenches and rulers, or by turning handwheels or pressing pedals, levers, or panel buttons.",0.0
-"Adjust sensitivity of units, based on room structures and manufacturers' recommendations, using programming keypads.",0.0
-"Adjust settings for format, page layout, line spacing, and other style requirements.",0.0
-"Adjust settings on patients' assistive devices, such as temporary pacemakers.",0.0
-"Adjust sizes or positioning of timepiece parts to achieve specified fit or function, using calipers, fixtures, and loupes.",0.0
-"Adjust string tensions to tune instruments, using hand tools and electronic tuning devices.",0.0
-Adjust surveying instruments to maintain their accuracy.,0.0
-Adjust system controls to settings recommended by manufacturer to balance system.,0.0
-"Adjust temperature, pressure, vacuum, level, flow rate, or transfer of biofuels to maintain processes at required levels.",0.0
-"Adjust temperature, pressure, vacuum, level, flow rate, or transfer of gas to maintain processes at required levels or to correct problems.",0.0
-"Adjust timing regulators, using truing calipers, watch-rate recorders, and tweezers.",0.0
-Adjust valves and equipment to obtain specified performance.,0.0
-Adjust wheel speeds according to the feel of the clay as pieces enlarge and walls become thinner.,0.0
-Adjust window shades or seat cushions at the request of passengers.,0.0
-"Adjust working parts, such as fan belts, contacts, and springs, using hand tools and gauges.",0.0
-"Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns.",0.0
-"Adjust, clean, or repair products or processing equipment to correct defects found during inspections.",0.0
-"Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools.",0.0
-"Adjust, maintain, and repair or replace subassemblies, such as transmissions and crawler heads, using hand tools, jacks, and cranes.",0.0
-"Adjust, maintain, and repair tools, equipment, and machines, and assist more skilled workers with similar tasks.",0.0
-"Adjust, maintain, or repair laboratory equipment, such as microscopes.",0.0
-"Adjust, repair, and service farm machinery and notify supervisors when machinery malfunctions.",0.0
-"Adjust, repair, or replace defective wiring and relays in ignition, lighting, air-conditioning, and safety control systems, using electrician's tools.",0.0
-"Adjust, repair, or replace electrical or electronic components to correct defects and to ensure conformance to specifications.",0.0
-"Adjust, repair, or replace faulty components of test setups and equipment.",0.0
-"Adjust, repair, or replace malfunctioning components or assemblies, using hand tools or soldering irons.",0.0
-"Adjust, repair, rework, or replace parts or assemblies to ensure proper operation.",0.0
-"Administer active or passive manual therapeutic exercises, therapeutic massage, aquatic physical therapy, or heat, light, sound, or electrical modality treatments, such as ultrasound.",0.0
-"Administer active or passive manual therapeutic exercises, therapeutic massage, or heat, light, sound, water, or electrical modality treatments, such as ultrasound.",0.0
-"Administer and score applicant and employee aptitude, personality, and interest assessment instruments.",0.0
-"Administer anesthesia to animals, under the direction of a veterinarian, and monitor animals' responses to anesthetics so that dosages can be adjusted.",0.0
-"Administer anesthetic or sedation during medical procedures, using local, intravenous, spinal, or caudal methods.",0.0
-"Administer anesthetic, adjuvant, or accessory drugs under the direction of an anesthesiologist.",0.0
-Administer anesthetics during surgery and monitor the effects on animals.,0.0
-Administer anesthetics to limit the amount of pain experienced by patients during procedures.,0.0
-"Administer basic hearing tests including air conduction, bone conduction, or speech audiometry tests.",0.0
-"Administer bedside or personal care, such as ambulation or personal hygiene assistance.",0.0
-"Administer blood and blood product transfusions or intravenous infusions, monitoring patients for adverse reactions.",0.0
-"Administer blood and blood products, monitoring patients for signs and symptoms related to transfusion reactions.",0.0
-"Administer blood, blood products, or supportive fluids.",0.0
-"Administer compensation, benefits, and performance management systems, and safety and recreation programs.",0.0
-Administer construction contracts.,0.0
-Administer document and system access rights and revision control to ensure security of system and integrity of master documents.,0.9731
-"Administer drug and alcohol tests, including random drug screens of offenders, to verify compliance with substance abuse treatment programs.",0.0
-"Administer drugs, orally or by injection, or perform intravenous procedures.",0.0
-"Administer emergency cardiac care for life-threatening heart problems, such as cardiac arrest and heart attack.",0.0
-"Administer emergency first aid, such as performing emergency resuscitation or other life saving procedures.",0.0
-"Administer emergency first aid, wrap injuries, treat minor chronic disabilities, or refer injured persons to physicians.",0.0
-Administer employee benefit plans.,0.0
-"Administer employee insurance, pension, and savings plans, working with insurance brokers and plan carriers.",0.0
-Administer first aid according to prescribed procedures and notify emergency medical personnel when necessary.,0.0
-Administer first aid and cardiopulmonary resuscitation to injured persons or provide emergency medical care such as basic or advanced life support.,0.0
-Administer first aid in emergency situations.,0.0
-Administer first aid to injured group participants.,0.0
-Administer first aid to passengers in distress.,0.0
-Administer first aid treatment or life support care to sick or injured persons in prehospital settings.,0.0
-"Administer first aid, such as bandaging, splinting, or administering oxygen.",0.0
-Administer general and local anesthetics.,0.0
-"Administer hearing or speech and language evaluations, tests, or examinations to patients to collect information on type and degree of impairments, using written or oral tests or special instruments.",0.0
-"Administer hearing tests and examine patients to collect information on type and degree of impairment, using specialized instruments and electronic equipment.",0.0
-"Administer highway planning, construction, or maintenance.",0.855
-Administer immunizations or other basic preventive treatments.,0.0
-"Administer internet or intranet infrastructure, including Web, file, and mail servers.",0.0
-Administer local anesthetic agents.,0.0
-"Administer local, inhalation, intravenous, or other anesthetics.",0.0
-"Administer manual exercises, massage, or traction to help relieve pain, increase patient strength, or decrease or prevent deformity or crippling.",0.0
-"Administer medication, immunizations, or blood plasma to animals as prescribed by veterinarians.",0.0
-"Administer medications intravenously, by injection, orally, through gastric tubes, or by other methods.",0.0
-"Administer medications or treatments, such as catheterizations, suppositories, irrigations, enemas, massages, or douches, as directed by a physician or nurse.",0.0
-Administer medications to patients and monitor patients for reactions or side effects.,0.0
-"Administer medications, including those administered by injection.",0.0
-Administer online purchasing systems.,0.983
-"Administer or order diagnostic tests, such as x-ray, electrocardiogram, and laboratory tests.",0.0
-"Administer oral medications or hypodermic injections, following physician's prescriptions and hospital procedures.",0.0
-"Administer oral, written, or performance tests to measure progress and to evaluate training effectiveness.",0.0
-"Administer oral, written, road, or flight tests to license applicants.",0.0
-Administer post-anesthesia medications or fluids to support patients' cardiovascular systems.,0.0
-"Administer prescribed doses of radiation to specific body parts, using radiation therapy equipment according to established practices and standards.",0.0
-"Administer prescribed medications or start intravenous fluids, noting times and amounts on patients' charts.",0.0
-Administer prescribed medications to animals.,0.0
-"Administer prescribed oral medications, under the written direction of physician or as directed by home care nurse or aide, and ensure patients take their medicine.",0.0
-Administer programs designed to ensure the proper sealing of abandoned wells.,0.0
-"Administer programs for selection of sites, construction of buildings, or provision of equipment or supplies.",0.0
-Administer radioisotopes to clinical patients or research subjects.,0.0
-"Administer radiopharmaceuticals or radiation intravenously to detect or treat diseases, using radioisotope equipment, under direction of a physician.",0.0
-"Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations.",0.0
-Administer religious rites or ordinances.,0.0
-Administer standardized ability and achievement tests and interpret results to determine children's developmental levels and needs.,0.0
-Administer standardized ability and achievement tests to elementary students with special needs.,0.0
-Administer standardized ability and achievement tests to kindergarten students with special needs.,0.0
-"Administer standardized ability and achievement tests, and interpret results to determine student strengths and needs.",0.0
-"Administer standardized ability and achievement tests, and interpret results to determine students' strengths and needs.",0.0
-"Administer standardized tests to research subjects, or interview them to collect research data.",0.0
-"Administer subcutaneous or intramuscular injects, in accordance with licensing restrictions.",0.0
-"Administer systems and programs to reduce loss, maintain inventory control, or increase safety.",0.0
-Administer tests and interpret test results to develop rehabilitation plans for clients.,0.0
-Administer tests to assess whether engineers or operators are qualified to use equipment.,0.0
-"Administer tests to help determine children's developmental levels, needs, and potential.",0.0
-"Administer tests to help determine children's developmental levels, needs, or potential.",0.0
-Administer therapeutic medication and advise patron to seek medical treatment for chronic or contagious scalp conditions.,0.0
-Administer topical ophthalmic or oral medications.,0.0
-"Administer traction to relieve neck or back pain, using intermittent or static traction equipment.",0.0
-"Administer treatment involving application of physical agents, using equipment, moist packs, ultraviolet or infrared lamps, or ultrasound machines.",0.0
-"Administer treatments or therapies, such as homeopathy, hydrotherapy, Oriental or Ayurvedic medicine, electrotherapy, and diathermy, using physical agents including air, heat, cold, water, sound, or ultraviolet light to catalyze the body to heal itself.",0.0
-Administer welfare programs.,0.0
-"Administer, coordinate, or recommend disciplinary and corrective actions.",0.0
-"Administer, direct, and review employee benefit programs, including the integration of benefit programs following mergers and acquisitions.",0.0
-"Administer, dispense, or prescribe natural medicines, such as food or botanical extracts, herbs, dietary supplements, vitamins, nutraceuticals, and amino acids.",0.0
-"Administer, proctor, or score academic or diagnostic assessments.",0.9936
-Admit patients for hospital stays.,0.0
-"Admit required amounts of water, steam, cooking oils, or compressed air into equipment, such as by opening water valves to cool mixtures to the desired consistency.",0.0
-Advance machines to gather material and convey it into cars.,0.0
-"Advertise products and work, using media such as internet advertising and brochures.",0.0
-Advertise services using media such as internet advertising and brochures.,0.0
-Advise against injured athletes returning to games or competition if resuming activity could lead to further injury.,0.0
-"Advise and instruct teachers employed in school systems by providing activities, such as in-service seminars.",0.0
-Advise and teach students.,0.7479
-"Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.",0.8913
-Advise animal owners regarding the purchase of specific animals.,0.0
-"Advise architects, builders, and other construction personnel on fire prevention equipment and techniques and on fire code and standard interpretation and compliance.",0.0
-Advise athletes on the proper use of equipment.,0.0
-"Advise athletes on ways that substances, such as herbal remedies, could affect drug testing results.",0.0
-"Advise athletes, trainers, or coaches to alter or cease sports practices that are potentially harmful.",0.0
-"Advise attorneys, juries, litigants, and court personnel regarding conduct, issues, and proceedings.",0.0
-"Advise authorities of procedures to be followed in radiation incidents or hazards, and assist in civil defense planning.",0.0
-"Advise business or other groups on local, national, or international factors affecting the buying or selling of products or services.",0.0
-Advise businesses or agencies on ways to improve fraud detection.,0.0
-"Advise client on interior design factors, such as space planning, layout and use of furnishings or equipment, and color coordination.",0.0
-Advise clients about colors and types of makeup and instruct them in makeup application techniques.,0.0
-Advise clients about proper clothing and shoes.,0.0
-Advise clients about the materials being used for finished products.,0.0
-"Advise clients concerning business transactions, claim liability, advisability of prosecuting or defending lawsuits, or legal rights and obligations.",0.7686
-"Advise clients in areas such as compensation, employee health care benefits, the design of accounting or data processing systems, or long-range tax or estate plans.",0.0
-"Advise clients on aspects of capitalization, such as amounts, sources, or timing.",0.0
-"Advise clients on financial and legal matters, such as investments and taxes.",0.0
-"Advise clients on housing matters, such as housing rental, homeownership, mortgage delinquency, or foreclosure prevention.",0.0
-Advise clients on how they could be helped by counseling.,0.0
-"Advise clients on market conditions, prices, mortgages, legal requirements, and related matters.",0.0
-Advise clients on nail care and use of products and colors.,0.0
-Advise clients on transportation and payment methods.,0.0
-"Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing.",0.0
-"Advise clients or community groups on issues related to diagnostic screenings, such as breast cancer screening, pap smears, glaucoma tests, or diabetes screenings.",0.0
-"Advise clients or community groups on issues related to improving general health, such as diet or exercise.",0.0
-"Advise clients or community groups on issues related to risk or prevention of conditions, such as lead poisoning, human immunodeficiency virus (HIV), prenatal substance abuse, or domestic violence.",0.0
-"Advise clients or community groups on issues related to sanitation or hygiene, such as flossing or hand washing.",0.0
-"Advise clients or community groups on issues related to self-care, such as diabetes management.",0.0
-"Advise clients or community groups on issues related to social or intellectual development, such as education, childcare, or problem solving.",0.0
-Advise clients or community groups to ensure parental understanding of the importance of childhood immunizations and how to access immunization services.,0.0
-"Advise clients or respond to inquiries about financial matters in person or via phone, email, Web site, or Internet chat.",0.0
-"Advise clients regarding food stamps, child care, food, money management, sanitation, or housekeeping.",0.0
-"Advise coaches, trainers, or physical therapists on the proper use of exercises and other therapeutic techniques, and alert them to potentially dangerous practices.",0.0
-"Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.",0.0
-Advise corporations on issues involving corporate image projects or problems.,0.9572
-Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment.,0.0
-Advise crews in techniques of stowing dangerous and heavy cargo.,0.0
-Advise customers and others on the best use of gems to create attractive jewelry items.,0.0
-"Advise customers concerning equipment operation, maintenance, or programming.",0.0
-Advise customers of necessary actions and strategies for debt repayment.,0.8554
-"Advise customers on import and export restrictions, tariff systems, insurance requirements, quotas, or other customs-related matters.",0.0
-Advise customers on plant selection or care.,0.0
-Advise customers on product usage to improve production.,0.0
-Advise customers on proper installation of valves or regulators and related equipment.,0.0
-Advise customers on substitution or modification of parts when identical replacements are not available.,0.0
-"Advise customers on the selection of medication brands, medical equipment, or healthcare supplies.",0.0
-Advise customers on use and care of merchandise.,1.0
-"Advise dancers on standing and moving properly, teaching correct dance techniques to help prevent injuries.",0.0
-Advise dealers and distributors on policies and operating procedures to ensure functional effectiveness of business.,0.0
-Advise education professionals of students' physical abilities or disabilities and the accommodations required to enhance their school performance.,0.0
-Advise educators or other medical staff on hearing or balance topics.,0.0
-"Advise employees in handling problems or resolving complaints from customers, tenants, detainees, or other persons.",0.0
-Advise farm groups or growers on land preparation or livestock care techniques that will maximize the quantity and quality of production.,0.0
-"Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.",0.0
-Advise farmers on upgrading Global Positioning System (GPS) equipment to take advantage of newly installed advanced satellite technology.,0.0
-Advise farmers or growers of development programs or new equipment or techniques to aid in quality production.,0.0
-"Advise food service managers and organizations on sanitation, safety procedures, menu development, budgeting, and planning to assist with establishment, operation, and evaluation of food service facilities and nutrition programs.",0.0
-"Advise government agencies, private organizations, and communities regarding proposed programs, plans, and policies and their potential impacts on cultural institutions, organizations, and communities.",0.0
-Advise hairdressers on the hairstyles required for character parts.,0.0
-"Advise hospital administrators on the planning, acquisition, and use of medical equipment.",0.0
-Advise housekeeping staff when rooms have been vacated and are ready for cleaning.,0.0
-Advise industries or government agencies about environmental policies and standards.,0.0
-Advise internal management or business partners on the implementation or operation of compliance programs.,0.0
-"Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.",0.0
-"Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.",0.0
-"Advise management concerning personnel, managerial, and marketing policies and practices and their potential effects on organizational effectiveness and efficiency.",0.6526
-Advise management on matters related to the administration of contracts or employee discipline or grievance procedures.,0.0
-"Advise management on organizing, preparing, or implementing recruiting or retention programs.",0.0
-"Advise management on short-term and long-term financial objectives, policies, and actions.",0.0
-"Advise management on such matters as equal employment opportunity, sexual harassment, and discrimination.",0.0
-Advise management on whether continued operation of equipment could be hazardous.,0.0
-"Advise management regarding customer satisfaction, product performance, or suggestions for product improvements.",0.0
-"Advise managers and employees on state and federal employment regulations, collective agreements, benefit and compensation policies, personnel procedures, and classification programs.",0.0
-"Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.",0.0
-"Advise managers, desk clerks, or admitting personnel of rooms ready for occupancy.",0.0
-"Advise manufacturing staff regarding problems with fermentation, filtration, or other bioproduction processes.",0.0
-Advise on health risks in the workplace or on health-related transition to retirement.,0.0
-Advise oncology team members on use of beam modifying or immobilization devices in radiation treatment plans.,0.0
-Advise or assist in obtaining patents or meeting other legal requirements.,0.722
-Advise or consult with individuals and institutions regarding issues such as the historical authenticity of materials or the customs of a specific historical period.,0.0
-"Advise or inform guardians, relatives, or significant others of patients' conditions or treatment.",0.0
-"Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.",0.9032
-"Advise other physicians of the clinical indications, limitations, assessments, or risks of diagnostic and therapeutic applications of radioactive materials.",0.0
-Advise other physicians on the treatment of neurological problems.,0.0
-Advise participants in use of heat or ultraviolet treatments and hot baths.,0.0
-Advise passengers to be seated and orderly while on vehicles.,0.0
-Advise patients about recommended courses of treatment.,0.0
-Advise patients about therapeutic exercise and nutritional medicine regimens.,0.0
-Advise patients about treatments and foot care techniques necessary for prevention of future problems.,0.0
-"Advise patients and community members concerning diet, activity, hygiene, and disease prevention.",0.0
-"Advise patients and community members concerning diet, activity, hygiene, or disease prevention.",0.0
-"Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.",0.0
-"Advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.",0.0
-Advise patrons with chronic or potentially contagious scalp conditions to seek medical treatment.,0.0
-"Advise personnel about traffic problems, such as construction areas, accidents, congestion, weather conditions, or other hazards.",0.0
-Advise pet owners on how to care for their pets' health.,0.0
-"Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.",0.0
-Advise political science students.,0.0
-Advise producers about improved products and techniques that could enhance their animal production efforts.,0.0
-"Advise project teams on subjects such as premarket regulatory requirements, export and labeling requirements, or clinical study compliance issues.",0.0
-Advise retail establishments on development of loss-investigation procedures.,0.0
-"Advise retail managers on compliance with applicable codes, laws, regulations, or standards.",0.0
-Advise sales and billing departments of transportation charges for customers' accounts.,0.0
-Advise sellers on how to make homes more appealing to potential buyers.,0.0
-Advise ships' masters on harbor rules and customs procedures.,0.0
-Advise staff of individuals' qualifications.,0.0
-Advise students on academic and vocational curricula and career issues.,0.7513
-Advise students on academic and vocational curricula and on career issues.,0.7735
-"Advise students on academic and vocational curricula, and on career issues.",0.8157
-"Advise students on academic and vocational curricula, career issues, and laboratory and field research.",1.0
-"Advise students on course selection, career decisions, and other academic and vocational concerns.",0.0
-"Advise students on internships, prospective employers, and job placement services.",0.0
-"Advise students on issues such as course selection, progress toward graduation, and career decisions.",0.0
-Advise surgeon of a patient's risk status and recommend appropriate intervention to minimize risk.,0.0
-"Advise teaching and administrative staff in curriculum development, use of materials and equipment, and implementation of state and federal programs and procedures.",0.0
-Advise technical professionals on the development or use of environmental compliance or reporting tools.,0.0
-Advocate for accessible health care that minimizes environmental health risks.,0.0
-Advocate for clients or patients to resolve crises.,0.0
-"Advocate for end users in collaboration with other professionals, including engineers, designers, managers, or customers.",0.0
-Advocate for individual or community health needs with government agencies or health service providers.,0.0
-"Advocate for new schools to be built, or for existing facilities to be repaired or remodeled.",0.0
-"Advocate for patients' and families' needs, or provide emotional support for patients and their families.",0.0
-"Advocate sustainability to community groups, government agencies, the general public, or special interest groups.",0.0
-"Affix identifying information to materials or products, using hand tools.",0.0
-"Affix postage to packages or letters by hand, or stamp materials, using postage meters.",0.0
-Agree on buying or selling prices at optimal levels for clients.,0.0
-"Aid in planning work assignments in accordance with worker performance, machine capacity, production schedules, or anticipated delays.",0.0
-Aid patients in becoming accustomed to hospital routine.,0.0
-Aid patients in dressing and grooming themselves.,0.0
-"Aid patients in performing tasks, such as bathing or keeping beds, clothing, or living areas clean.",0.0
-Alert airport emergency services in cases of emergency or when aircraft are experiencing difficulties.,0.0
-Alert appropriate personnel to suspects' locations.,0.0
-"Alert constituents of government actions and programs by way of newsletters, personal appearances at town meetings, phone calls, and individual meetings.",0.0
-"Align and assemble parts to produce completed products, using gauges and hand tools.",0.0
-Align and balance new equipment after installation.,0.0
-"Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.",0.0
-"Align and fit parts according to specifications, using jacks, turnbuckles, wedges, drift pins, pry bars, and hammers.",0.0
-Align and position materials being joined to ensure accurate application of adhesive or heat sealing.,0.0
-Align and position pipes to prepare them for welding or sealing.,0.0
-"Align and secure holding fixtures, cutting tools, attachments, accessories, or materials onto machines.",0.0
-"Align and secure pattern film on reference tables of optical programmers, and observe enlarger scope views of printed circuit boards.",0.0
-"Align and stitch or glue materials such as fabric, fleece, leather, or wood, to join parts.",0.0
-"Align and straighten tile using levels, squares, and straightedges.",0.0
-Align antennae with receiving dishes to obtain the clearest signal for transmission of broadcasts from field locations.,0.0
-"Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches.",0.0
-Align front ends and suspension systems.,0.0
-Align layout marks with dies or blades.,0.0
-"Align machines or equipment, using hoists, jacks, hand tools, squares, rules, micrometers, lasers, or plumb bobs.",0.0
-"Align machines, cutterheads, or depth gauge makers with reference stakes and guidelines or ground or position equipment, following hand signals of other workers.",0.0
-Align pads and keys on reed or wind instruments.,0.0
-"Align parts to be stitched, following seams, edges, or markings, before positioning them under needles.",0.0
-"Align photo mask pattern on photoresist layer, expose pattern to ultraviolet light, and develop pattern, using specialized equipment.",0.0
-"Align posts, by lines or sighting, and verify vertical alignment of posts, using plumb bobs or spirit levels.",0.0
-"Align treads with guides, start drums to wind treads onto plies, and slice ends.",0.0
-Align vehicles' front ends.,0.0
-"Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines.",0.0
-Align wheels.,0.0
-"Align, adjust, or calibrate equipment according to specifications.",0.0
-"Align, fit, and join parts, using bolts and screws or by welding or gluing.",0.0
-"Align, fit, assemble, connect, or install system components, using jigs, fixtures, measuring instruments, hand tools, or power tools.",0.0
-"Align, fit, or assemble component parts, using hand or power tools, fixtures, templates, or microscopes.",0.0
-"Align, fit, or assemble components, using hand tools, power tools, fixtures, templates, or microscopes.",0.0
-"Align, level, and anchor machinery.",0.0
-"Align, straighten, plumb, or square forms for installation.",0.0
-Allocate and manage laboratory space and resources.,0.0
-Allocate equipment to participants in sporting events or recreational activities.,0.0
-"Allocate human resources, ensuring appropriate matches between personnel.",0.0
-"Allocate print space for story text, photos, and illustrations according to space parameters and copy significance, using knowledge of layout principles.",0.0
-"Allow all glass parts installed with urethane ample time to cure, taking temperature and humidity into account.",0.0
-Alter or maintain makeup during productions as necessary to compensate for lighting changes or to achieve continuity of effect.,0.0
-Alter or modify designs to obtain specified functional or operational performance.,0.0
-Alter treatment programs to obtain better results if treatment is not having the intended effect.,0.0
-"Analyze a script, noting events that affect each character's appearance, so that plans can be made for each scene.",0.0
-Analyze acquisitions to ensure conformance with strategic goals or regulatory requirements.,0.0
-"Analyze aerial photographs to detect and interpret significant military, industrial, resource, or topographical data.",0.0
-Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.,0.9354
-Analyze and classify risks and investments to determine their potential impacts on companies.,0.9625
-"Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.",0.0
-Analyze and evaluate patient data or test findings to diagnose nature or extent of mental disorder.,0.0
-"Analyze and evaluate security operations to identify risks or opportunities for improvement through auditing, review, or assessment.",0.9768
-"Analyze and implement state, federal or local requirements as necessary to maintain approved pretreatment, pollution prevention, and storm water runoff programs.",0.0
-Analyze and interpret data to increase the understanding of human social behavior.,0.9099
-"Analyze and interpret geological data, using computer software.",0.0
-"Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.",0.0
-Analyze and interpret news and information received from various sources to broadcast the information.,0.9722
-"Analyze and interpret patient, nursing, or information systems data to improve nursing services.",0.0
-"Analyze and interpret patients' histories, symptoms, physical findings, or diagnostic information to develop appropriate diagnoses.",0.9354
-"Analyze and interpret results from tests, such as microbial or parasite tests, urine analyses, hormonal assays, fine needle aspirations (FNAs), and polymerase chain reactions (PCRs).",0.0
-Analyze and interpret statistical data to identify significant differences in relationships among sources of information.,0.0
-Analyze and maintain data logs for audio-visual activities.,0.0
-Analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.,0.0
-"Analyze and process evidence at crime scenes, during autopsies, or in the laboratory, wearing protective equipment and using powders and chemicals.",0.0
-"Analyze and recommend chemical, biological, or other wastewater treatment methods to prepare water for industrial or domestic use.",0.0
-Analyze and recommend sludge treatment or disposal methods.,0.0
-Analyze and record personnel or operational data and write related activity reports.,0.0
-"Analyze and record test data to issue reports that use charts, graphs, or narratives.",0.9812
-Analyze and report computer network security breaches or attempted breaches.,0.9736
-Analyze and understand the local and national implications of proposed legislation.,0.0
-"Analyze applicants' financial status, credit, and property evaluations to determine feasibility of granting loans.",0.0
-"Analyze archival data, such as birth, death, and disease records.",0.0
-"Analyze areas of potential risk to the assets, earning capacity, or success of organizations.",0.0
-"Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.",0.0
-"Analyze building codes, by-laws, space and site requirements, and other technical documents and reports to determine their effect on architectural designs.",0.0
-"Analyze burn conditions and results, and prepare postburn reports.",0.0
-"Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.",0.8571
-Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.,0.0
-Analyze characteristics of animals to identify and classify them.,1.0
-"Analyze chromosomes found in biological specimens to aid diagnoses and treatments for genetic diseases such as congenital birth defects, fertility problems, and hematological disorders.",0.0
-"Analyze climate data sets, using techniques such as geophysical fluid dynamics, data assimilation, or numerical modeling.",0.0
-Analyze clinical data using appropriate statistical tools.,0.0
-"Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.",0.0
-"Analyze compensation policies, government regulations, and prevailing wage rates to develop competitive compensation plan.",0.0
-"Analyze competitive market strategies through analysis of related product, market, or share trends.",0.7922
-Analyze completed police reports to determine what additional information and investigative work is needed.,0.0
-"Analyze complex systems to determine potential for further development, production, interoperability, compatibility, or usefulness in a particular area, such as aviation.",0.8064
-"Analyze computer and information technologies to determine applicability to nursing practice, education, administration, and research.",0.0
-Analyze control or survey data to ensure adherence to project specifications or land survey standards.,0.0
-"Analyze corporate intelligence data to identify trends, patterns, or warnings indicating threats to security of people, assets, information, or infrastructure.",0.9213
-Analyze credit data and financial statements to determine the degree of risk involved in extending credit or lending money.,0.9359
-"Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).",0.0
-"Analyze data from biofuels studies, such as fluid dynamics, water treatments, or solvent extraction and recovery processes.",0.0
-Analyze data from harvester monitors to develop yield maps.,0.0
-Analyze data from research conducted to detect and measure physical phenomena.,0.0
-"Analyze data from surveys, old records, or case studies, using statistical software.",0.9657
-Analyze data gathered and develop solutions or alternative methods of proceeding.,0.0
-"Analyze data on conditions such as site location, drainage, or structure location for environmental reports or landscaping plans.",0.0
-"Analyze data related to traffic flow, accident rates, or proposed development to determine the most efficient methods to expedite traffic flow.",0.0
-Analyze data to determine answers to questions from customers or members of the public.,1.0
-Analyze data to determine feasibility of product proposals.,0.8894
-Analyze data to determine the effectiveness of specific treatments or therapy approaches.,0.0
-Analyze data to determine the effectiveness of treatments or therapy approaches.,0.0
-"Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.",0.0
-Analyze data to recommend placement of wells and supplementary processes to enhance production.,0.0
-"Analyze data, using statistical methods and applications, to evaluate the outcomes and effectiveness of workplace programs.",0.0
-Analyze details of sales territories to assess their growth potential and to set quotas.,0.0
-"Analyze determinants responsible for specific inherited traits, and devise methods for altering traits or producing new traits.",0.9008
-Analyze developments in specific field to determine need for revisions in previously published materials and development of new material.,1.0
-"Analyze ecological data about the impact of pollution, erosion, floods, and other environmental problems on bodies of water.",0.0
-"Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species.",0.0
-"Analyze electronics system requirements, capacity, cost, or customer needs to determine project feasibility.",0.8191
-Analyze employment-related data and prepare required reports.,1.0
-"Analyze energy bills, including utility rates or tariffs, to gather historical energy usage data.",0.0
-"Analyze energy requirements and distribution systems to maximize the use of intermittent or inflexible renewable energy sources, such as wind or nuclear.",0.0
-"Analyze engineering designs of logic or digital circuitry, motor controls, instrumentation, or data acquisition for implementation into new or existing automated, servomechanical, or other electromechanical systems.",0.0
-"Analyze engineering drawings, blueprints, specifications, sketches, work orders, and material safety data sheets to plan layout, assembly, and operations.",0.0
-Analyze environmental aspects of competing merchandise when making buying decisions.,0.0
-Analyze environmental impact statements for transportation projects.,0.0
-Analyze equipment performance records to assess equipment functioning.,0.8963
-Analyze equipment performance records to determine the need for repair or replacement.,0.7239
-Analyze evidence and other information to determine probable cause of fire or explosion.,0.0
-Analyze existing development or manufacturing procedures and suggest improvements.,0.0
-"Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.",0.8697
-Analyze experimental data and interpret results to write reports and summaries of findings.,0.935
-"Analyze factors such as weather reports, fuel requirements, or maps to determine air routes.",0.0
-Analyze financial activities of establishments or departments and provide input into budget planning and preparation processes.,0.0
-"Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures.",0.0
-"Analyze financial data, such as income growth, quality of management, and market share to determine expected profitability of loans.",0.0
-Analyze financial information obtained from clients to determine strategies for meeting clients' financial objectives.,0.8947
-Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies.,0.9006
-"Analyze fuel cell or related test data, using statistical software.",0.0
-Analyze genetic information to identify patients or families at risk for specific disorders or syndromes.,0.0
-"Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales.",0.0
-"Analyze geospatial data to determine agricultural implications of factors such as soil quality, terrain, field productivity, fertilizers, or weather conditions.",0.0
-Analyze gunshot residue and bullet paths to determine how shootings occurred.,0.0
-"Analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends.",0.0
-"Analyze impact on, and risk to, essential business functions or information systems to identify acceptable recovery time periods and resource requirements.",0.0
-"Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards.",0.0
-Analyze information about supplier performance or procurement program success.,0.0
-"Analyze information from interviews, educational and medical records, consultation with other professionals, and diagnostic evaluations to assess clients' abilities, needs, and eligibility for services.",0.0
-Analyze information from traffic counting programs.,0.0
-Analyze information gathered by investigation and report findings and recommendations.,0.0
-Analyze information obtained from management to conceptualize and define operational problems.,0.8842
-"Analyze information on property values, taxes, zoning, population growth, and traffic volume and patterns to determine if properties should be acquired.",0.0
-"Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.",0.0
-"Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.",0.0
-"Analyze information to determine, recommend, and plan installation of a new system or modification of an existing system.",0.8614
-"Analyze information to determine, recommend, and plan layout, including type of computers and peripheral equipment modifications.",0.8318
-Analyze intelligence data to identify patterns and trends in criminal activity.,0.0
-"Analyze internal processes and recommend and implement procedural or policy changes to improve operations, such as supply changes or the disposal of records.",0.0
-"Analyze inventories to determine how to increase inventory turns, reduce waste, or optimize customer service.",0.0
-"Analyze job orders, drawings, blueprints, specifications, printed circuit board pattern films, and design data to calculate dimensions, tool selection, machine speeds, and feed rates.",0.0
-"Analyze job requirements and content to establish criteria for classification, selection, training, and other related personnel functions.",1.0
-Analyze laboratory findings to check the accuracy of the results.,0.946
-"Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes.",0.0
-Analyze log files or other digital information to identify the perpetrators of network intrusions.,0.0
-"Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.",0.0
-Analyze manufacturing processes or byproducts to identify engineering solutions to minimize the output of carbon or other pollutants.,0.0
-Analyze market and delivery systems to assess present and future material availability.,0.0
-Analyze market conditions to determine acreage allocations.,0.0
-Analyze marketing or sales trends to forecast future conditions.,0.0
-Analyze member participation or changes in congregational emphasis to determine needs for religious education.,0.0
-"Analyze menus or recipes, standardize recipes, or test new products.",0.0
-Analyze monthly department budgeting and accounting reports to maintain expenditure controls.,0.0
-"Analyze network data to determine network usage, disk space availability, or server function.",0.9292
-Analyze new legislation to determine impact on risk exposure.,0.0
-Analyze new medical procedures to forecast likely outcomes.,0.0
-"Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.",0.0
-"Analyze operational problems, such as theft and wastage, and establish procedures to alleviate these problems.",0.0
-"Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.",0.831
-"Analyze or estimate production costs, such as labor, equipment, and plant space.",0.0
-Analyze or evaluate dental needs to determine changes or trends in patterns of dental disease.,0.0
-"Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.",0.9867
-"Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.",0.0
-Analyze or synthesize client data to draw conclusions or make recommendations for art therapy.,0.0
-Analyze or synthesize client data to draw conclusions or make recommendations for therapy.,0.8796
-"Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.",0.9262
-"Analyze organizational, occupational, and industrial data to facilitate organizational functions and provide technical information to business, industry, and government.",0.9764
-"Analyze originals to evaluate color density, gradation highlights, middle tones, and shadows, using densitometers and knowledge of light and color.",0.0
-"Analyze patient's medical history, medication allergies, physical condition, and examination results to verify operation's necessity and to determine best procedure.",0.0
-Analyze patients' abilities to pay to determine charges on a sliding scale.,0.0
-Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles.,0.0
-Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.,1.0
-"Analyze performance data to determine effectiveness of instructional systems, courses, or instructional materials.",0.9326
-"Analyze performance of vehicles or components that have been redesigned to increase fuel efficiency, such as camless or dual-clutch engines or alternative types of air-conditioning systems.",0.0
-Analyze physical findings and medical histories to make diagnoses according to Oriental medicine traditions.,0.0
-"Analyze potential environmental impacts of production process changes, and recommend steps to mitigate negative impacts.",0.0
-Analyze potential loan markets and develop referral networks to locate prospects for loans.,0.76
-Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.,0.0
-"Analyze price proposals, financial reports, and other data and information to determine reasonable prices.",0.0
-Analyze pricing or risks of carbon trading products.,0.0
-Analyze problems and take appropriate action to ensure continuous and reliable operation of equipment and systems.,0.0
-Analyze problems to develop solutions involving computer hardware and software.,0.8725
-Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.,0.0
-"Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products.",0.0
-"Analyze proposed legislation, regulations, or rule changes to determine how agency services could be impacted.",0.0
-"Analyze proposed site factors and design maps, graphs, tracings, and diagrams to illustrate findings.",0.0
-Analyze quality control test results and provide feedback and interpretation to production management or staff.,0.0
-Analyze radio frequency identification device (RFID)-related supply chain data.,0.0
-"Analyze recipes to assign prices to menu items, based on food, labor, and overhead costs.",0.0
-"Analyze records, examination information, or test results to diagnose medical conditions.",0.7239
-"Analyze records, reports, test results, or examination information to diagnose medical condition of patient.",0.9595
-"Analyze remote sensing imagery to identify relationships between soil quality, crop canopy densities, light reflectance, and weather history.",0.0
-"Analyze research data to determine its significance, using computers.",0.941
-Analyze results of investigations to determine measures needed to maintain or restore proper soil management.,0.0
-Analyze retail data to identify current or emerging trends in theft or fraud.,0.0
-Analyze revenue and program cost data to determine budget priorities.,0.0
-Analyze samples of biological material for chemical content or reaction.,0.0
-"Analyze samples, such as air or water samples, for contaminants or other elements.",0.0
-Analyze shipping routes to determine how to minimize environmental impact.,0.0
-Analyze soil to determine types or quantities of fertilizer required for maximum crop production.,0.0
-Analyze statistical data and product specifications to determine standards and establish quality and reliability objectives of finished product.,0.0
-Analyze statistical data and reports to identify and determine causes of personnel problems and develop recommendations for improvement of organization's personnel policies and practices.,0.0
-"Analyze statistical data and reports to identify and determine causes of personnel problems, and develop recommendations for improvement of organization's personnel policies and practices.",0.0
-"Analyze statistical information to estimate mortality, accident, sickness, disability, and retirement rates.",0.0
-"Analyze storm water or floodplain drainage systems to control erosion, stabilize river banks, repair channel streams, or design bridges.",0.0
-Analyze storm water systems to identify opportunities for water resource improvements.,0.0
-Analyze survey objectives and specifications to prepare survey proposals or to direct others in survey proposal preparation.,0.0
-"Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.",0.0
-Analyze system performance or operational requirements.,0.8842
-"Analyze technical feasibility of energy-saving measures, using knowledge of engineering, energy production, energy use, construction, maintenance, system operation, or process systems.",0.0
-Analyze technology trends to identify markets for future product development or to improve sales of existing products.,0.0
-"Analyze test data for automotive systems, subsystems, or component parts.",0.0
-"Analyze test data to diagnose malfunctions, to determine performance characteristics of systems, or to evaluate effects of system modifications.",0.0
-Analyze test data to identify defects or determine calibration requirements.,0.0
-"Analyze test data, making computations as necessary, to determine test results.",0.9763
-"Analyze test readings, computer printouts, and trouble reports to determine equipment repair needs and required repair methods.",0.0
-Analyze test results and develop a treatment plan.,0.0
-"Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications.",0.0
-Analyze test results to classify products or compare results with standard tables.,0.0
-"Analyze test results, machine error messages, or information obtained from operators to diagnose equipment problems.",0.0
-Analyze the effectiveness of marketing tactics or channels.,1.0
-"Analyze the efficiency of water delivery structures, such as dams, tainter gates, canals, pipes, penstocks, or cofferdams.",0.0
-"Analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed.",0.7956
-"Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.",0.0
-Analyze the financial impacts of sustainable manufacturing processes or sustainable product manufacturing.,0.0
-"Analyze the indications, contraindications, risk complications, and cost-benefit tradeoffs of therapeutic interventions.",0.0
-"Analyze the layout, instrumentation, or function of electrical generation or transmission facilities.",0.7984
-Analyze the life cycle of nanomaterials or nano-enabled products to determine environmental impact.,0.0
-"Analyze the probable outcomes of cases, using knowledge of legal precedents.",0.0
-"Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.",0.0
-Analyze the strengths and weaknesses of opposing teams to develop game strategies.,0.0
-"Analyze training needs to design employee development, language training, and health and safety programs.",0.0
-Analyze training needs to develop new training programs or modify and improve existing programs.,0.8888
-"Analyze training programs and conduct oral and written examinations to ensure the competency of persons operating, installing, and repairing aircraft equipment.",0.0
-"Analyze trends in sales prices, construction costs, and rents, to assess property values or determine the accuracy of assessments.",0.9015
-Analyze user needs and recommend appropriate hardware.,1.0
-Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.,0.9097
-Analyze user needs to determine technical requirements.,0.0
-Analyze validation test data to determine whether systems or processes have met validation criteria or to identify root causes of production problems.,0.0
-"Analyze worker or production problems and recommend solutions, such as improving production methods or implementing motivational plans.",0.0
-Analyze x-rays to locate the sources of patients' difficulties and to rule out fractures or diseases as sources of problems.,0.0
-"Analyze, estimate, or report production costs.",0.0
-"Analyze, fabricate, or test fiber-optic links.",0.0
-"Analyze, interpret, or create graphical representations of energy data, using engineering software.",0.8899
-"Analyze, interpret, or disseminate system performance data.",0.9182
-"Analyze, manipulate, or process large sets of data using statistical software.",0.0
-"Anchor and brace forms and other structures in place, using nails, bolts, anchor rods, steel cables, planks, wedges, and timbers.",0.0
-Anchor steel supports from ceiling joists to hold pipes in place.,0.0
-"Anesthetize and inoculate animals, according to instructions.",0.0
-Anneal finished workpieces to relieve internal stress.,0.0
-"Anneal precious metal objects such as coffeepots, tea sets, and trays in gas ovens for prescribed times to soften metal for reworking.",0.0
-"Announce and demonstrate safety and emergency procedures, such as the use of oxygen masks, seat belts, and life jackets.",0.0
-"Announce arrival and departure information, using public address systems.",0.0
-Announce entrance of judge.,0.0
-Announce flight delays and descent preparations.,0.0
-"Announce musical selections, station breaks, commercials, or public service information, and accept requests from listening audience.",0.0
-Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment.,0.0
-Announce routes or stops.,0.0
-Announce stops to passengers.,0.0
-Answer alarms and investigate disturbances.,0.0
-Answer applicants' questions about benefits and claim procedures.,0.9294
-Answer clients' questions about the purposes and details of financial plans and strategies.,0.8974
-"Answer clients' questions regarding construction work, financing, maintenance, repairs, and appraisals.",0.9517
-"Answer customer inquiries or explain cost, availability, policies, and procedures of facilities.",0.0
-Answer customer questions regarding problems with their accounts.,0.0
-Answer customers' questions about merchandise and advise customers on merchandise selection.,0.0
-Answer customers' questions about postal services and regulations.,0.0
-"Answer customers' questions about products, prices, availability, or credit terms.",0.9817
-"Answer customers' questions about products, prices, availability, product uses, and credit terms.",0.9818
-"Answer customers' questions about services and charges, or direct them to customer service centers.",0.0
-"Answer customers' questions about services, prices, availability, or credit terms.",0.7239
-"Answer customers' questions and explain available services, such as deposit accounts, bonds, and securities.",0.0
-"Answer customers' questions, and provide information on procedures or policies.",0.942
-"Answer incoming calls, greeting callers, providing information, transferring calls or taking messages as necessary.",1.0
-Answer incoming phone calls.,0.0
-"Answer inquiries concerning the progress of medical cases, within the limits of confidentiality laws.",0.0
-"Answer inquiries from current or prospective customers regarding methods, materials, or price ranges.",0.9777
-"Answer inquiries from the general public regarding judicial procedures, court appearances, trial dates, adjournments, outstanding warrants, summonses, subpoenas, witness fees, or payment of fines.",0.0
-Answer inquiries from the public concerning animal control operations.,0.0
-"Answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints.",0.9807
-"Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment.",0.9493
-"Answer inquiries regarding information, such as schedules, accommodations, procedures, or policies.",0.0
-"Answer inquiries regarding rates, routing, or procedures.",0.0
-Answer inquiries regarding shipping or mailing policies.,0.0
-"Answer passengers' questions about flights, aircraft, weather, travel routes and services, arrival times, or schedules.",1.0
-"Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.",0.0
-Answer patients' calls and determine how to assist them.,0.0
-Answer patrons' questions about gaming machine functions and payouts.,0.0
-Answer phone calls and direct calls to appropriate parties or take messages.,0.0
-Answer questions about game rules and casino policies.,0.0
-Answer questions about game rules or casino policies.,0.0
-Answer questions about product features and benefits.,0.9689
-Answer questions about records or files.,0.9529
-Answer questions and advise customers regarding loans and transactions.,0.0
-Answer questions and provide future tax planning to clients.,0.0
-"Answer questions and provide information to the public or to staff members regarding assessment maps, surveys, boundaries, easements, property ownership, roads, zoning, or similar matters.",0.0
-"Answer questions and provide technical assistance and information to contractors or the public regarding issues such as well drilling, code requirements, hydrology, and geology.",0.0
-"Answer questions from passengers concerning train rules, stations, and timetable information.",0.0
-Answer questions from taxpayers and assist them in completing tax forms.,0.0
-Answer questions from the public and media.,0.9273
-"Answer questions or provide advice to the public regarding licensing policies, procedures, or regulations.",0.0
-"Answer questions regarding examinations, eligibility, salaries, benefits, and other pertinent information.",0.8259
-"Answer questions regarding mail regulations and procedures, postage rates, and post office boxes.",0.0
-Answer questions regarding the store and its merchandise.,0.9519
-Answer questions that patients have about their health and well-being.,0.0
-Answer routine inquiries and refer patrons in need of professional assistance to librarians.,0.0
-"Answer routine inquiries, and refer calls not requiring dispatches to appropriate departments and agencies.",0.0
-"Answer routine telephone or in-person reference inquiries, referring patrons to librarians for further assistance, when necessary.",0.0
-"Answer simple questions about clients' businesses, using reference files.",0.0
-Answer students' questions.,0.0
-"Answer technical questions from hydrologists, policymakers, or other customers developing water conservation plans.",0.0
-Answer telephone calls and respond to inquiries or transfer calls.,1.0
-Answer telephone calls from potential customers who have been solicited through advertisements.,0.0
-"Answer telephone calls to take messages, answer questions, and provide information during non-business hours or when switchboard is closed.",0.0
-"Answer telephone inquiries, referring callers to pharmacist when necessary.",0.0
-Answer telephones and assist customers with their questions.,0.0
-Answer telephones and direct calls to appropriate staff.,1.0
-Answer telephones and doorbells.,0.0
-"Answer telephones and give information to callers, take messages, or transfer calls to appropriate individuals.",1.0
-Answer telephones and schedule appointments.,0.0
-Answer telephones to provide information and receive orders.,0.0
-"Answer telephones, and route calls or deliver messages.",1.0
-"Answer telephones, direct calls, and take messages.",1.0
-"Answer telephones, responding to questions or requests.",1.0
-Answer user inquiries regarding computer software or hardware operation to resolve problems.,0.925
-Anticipate aircraft equipment needs for air evacuation and cargo flights.,0.0
-Appear in court at hearings regarding contested traffic citations.,0.0
-"Apply Masonite, formica, or vinyl surfacing materials.",0.0
-Apply a bead of urethane around the perimeter of each pinchweld and dress the remaining urethane on the pinchwelds so that it is of uniform level and thickness.,0.0
-Apply a sealer to make grout stain- and water-resistant.,0.0
-Apply acetic acid to damp plaster to prevent lime from bleeding through paper.,0.0
-Apply additional coats to fill in holes and make surfaces smooth.,0.0
-Apply adhesive cement to floor or wall material to join and adhere foundation material.,0.0
-"Apply adhesives to the backs of paper strips, using brushes, or dunk strips of prepasted wallcovering in water, wiping off any excess adhesive.",0.0
-Apply alternate layers of hot asphalt or tar and roofing paper to roofs.,0.0
-"Apply analytic methods or tools to understand, predict, or control logistics operations or processes.",0.0
-Apply and release hand brakes.,0.0
-Apply and smooth mortar or other mixture over work surface.,0.0
-Apply artificial fingernails.,0.0
-Apply bioremediation techniques to hazardous wastes to allow naturally occurring bacteria to break down toxic substances.,0.0
-Apply bleaching powders to spots and spray them with steam to remove stains from fabrics that do not respond to other cleaning solvents.,0.0
-"Apply caulk, sealants, or other agents to installed surfaces.",0.0
-Apply caulking compounds by hand or caulking guns to protect against entry of water or air.,0.0
-"Apply cement to backs of tiles and press tiles into place, aligning them with layout marks or joints of previously laid tile.",0.0
-Apply chemical peels to reduce fine lines and age spots.,0.0
-Apply chemicals to neutralize the effects of solvents.,0.0
-"Apply clean dressings, slings, stockings, or support bandages, under direction of nurse or physician.",0.0
-Apply coatings or operate systems to mitigate corrosion of geothermal plant equipment or structures.,0.0
-"Apply coatings, such as paint, ink, or lacquer, to protect or decorate workpiece surfaces, using spray guns, pens, or brushes.",0.0
-"Apply coats of plaster or stucco to walls, ceilings, or partitions of buildings, using trowels, brushes, or spray guns.",0.0
-"Apply color to edges of signatures using brushes, pads, or atomizers.",0.0
-"Apply compresses, ice bags, or hot water bottles.",0.0
-"Apply continuous improvement methods, such as lean manufacturing, to enhance manufacturing quality, reliability, or cost-effectiveness.",0.0
-Apply cosmetics to impart lifelike appearance to the deceased.,0.0
-Apply current technology to music therapy practices.,0.0
-Apply customer feedback to service improvement efforts.,0.9979
-Apply de-icing fluid to aircraft from baskets lifted by truck-mounted cranes.,0.0
-"Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.",0.0
-"Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.",0.0
-"Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.",0.0
-Apply filler compound and coats of finish to floors to seal wood.,0.0
-Apply finger and hand pressure to specific points of the body.,0.0
-Apply finishes to objects being crafted.,0.0
-Apply fluoride or sealants to teeth.,0.0
-Apply fluorides or other cavity preventing agents to arrest dental decay.,0.0
-Apply for and obtain all necessary permits or licenses.,0.0
-"Apply for federal funding for emergency-management-related needs, and administer and report on the progress of such grants.",0.0
-Apply for permits required for the implementation of environmental remediation projects.,0.0
-Apply for tariff concessions or for duty drawbacks and other refunds.,0.0
-"Apply glazes, icings, or other toppings to baked goods, using spatulas or brushes.",0.0
-"Apply gravel or pebbles over top layers of roofs, using rakes or stiff-bristled brooms.",0.0
-Apply green building strategies to reduce energy costs or minimize carbon output or other sources of harm to the environment.,0.0
-"Apply green technologies or techniques, such as the use of coiled tubing, slim-hole drilling, horizontal drilling, hydraulic fracturing, or gas lift systems.",0.0
-"Apply grout between joints of bricks or tiles, using grouting trowels.",0.0
-Apply hand or foot brakes and move levers to lock hoists or winches.,0.0
-"Apply hardening and sealing compounds to cure surface of concrete, and waterproof or restore surface.",0.0
-"Apply heat or cold therapy to patients using materials, such as heat pads, hydrocollator packs, warm compresses, cold compresses, heat lamps, or vapor coolants.",0.0
-"Apply heat to plastic panels, using hot-air welding guns or immersion in hot water, and press the softened panels back into shape by hand.",0.0
-"Apply insulation materials, such as loose, blanket, board, and foam insulation to attics, crawl spaces, basements, or walls.",0.0
-"Apply insulation to building exteriors by installing prefabricated insulation systems over existing walls or by covering the outer wall with insulation board, reinforcing mesh, and a base coat.",0.0
-Apply insurance rating systems.,0.0
-"Apply knowledge of computer science, information science, nursing, and informatics theory to nursing practice, education, administration, or research, in collaboration with other health informatics specialists.",0.0
-Apply lacquers and waxes to mold surfaces to facilitate assembly and removal of laminated parts.,0.0
-"Apply lather and shave beards or neck and temple hair contours, using razors.",0.0
-"Apply layers of plastic resin to mold surfaces prior to placement of fiberglass mats, repeating layers until products have the desired thicknesses and plastics have jelled.",0.0
-"Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout.",0.0
-Apply makeup to enhance or alter the appearance of people appearing in productions such as movies.,0.0
-"Apply makeup to face and style hair to enhance appearance, considering such factors as color, camera techniques, and facial features.",0.0
-"Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.",0.8975
-"Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.",0.0
-"Apply mechatronic or automated solutions to the transfer of materials, components, or finished goods.",0.0
-"Apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.",0.0
-"Apply modeling or quantitative analysis to forecast events, such as human decisions or behaviors, the structure or processes of organizations, or the attitudes or actions of human groups.",0.0
-Apply modular soil- and plant-containing grids over existing roof membranes to create green roofs.,0.0
-"Apply mortar to tile back, position the tile, and press or tap with trowel handle to affix tile to base.",0.0
-"Apply moxibustion directly or indirectly to patients using Chinese, non-scarring, stick, or pole moxa.",0.0
-"Apply muriatic acid to clean surface, and rinse with water.",0.0
-"Apply nanotechnology to improve the performance or reduce the environmental impact of energy products, such as fuel cells or solar cells.",0.0
-Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.,0.0
-Apply new technologies developed to minimize the environmental impact of coal mining.,0.0
-"Apply new technologies, such as improved seismic imaging techniques, to locate untapped oil or natural gas deposits.",0.0
-"Apply oil to road surfaces, using sprayers.",0.0
-"Apply operation or identification tags or labels to system components, as required.",0.0
-"Apply or mount acoustical tile or blocks, strips, or sheets of shock-absorbing materials to ceilings or walls of buildings to reduce reflection of sound or to decorate rooms.",0.0
-"Apply paint, stain, varnish, enamel, or other finishes to equipment, buildings, bridges, or other structures, using brushes, spray guns, or rollers.",0.0
-"Apply paint, using airbrushes, pens, artists' brushes, cotton swabs, or gloved fingers to retouch or enhance negatives or photographs.",0.0
-"Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.",0.0
-"Apply pigment to layout surfaces, using paint brushes.",0.0
-"Apply plastic coatings, membranes, fiberglass, or felt over sloped roofs before applying shingles.",0.0
-Apply plastic-impregnated fabrics or coats of sealing wax or lacquer to patterns used to produce plastic.,0.0
-Apply poisons along roadsides and in animal burrows to eliminate unwanted roadside vegetation and rodents.,0.0
-"Apply porcelain paste or wax over prosthesis frameworks or setups, using brushes and spatulas.",0.0
-Apply precision agriculture information to specifically reduce the negative environmental impacts of farming practices.,0.0
-"Apply prepared specimen and control to appropriate grid, run instrumentation, and produce analyzable results.",0.0
-Apply primer over any repairs made to surfaces.,0.0
-"Apply primers or sealers to prepare new surfaces, such as bare wood or metal, for finish coats.",0.0
-"Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.",0.0
-Apply protective coating of fluoride to teeth.,0.0
-"Apply protective coverings, such as masking tape, to articles or areas that could be damaged or stained by work processes.",0.0
-"Apply protective materials to equipment, components, and parts to prevent defects and corrosion.",0.0
-"Apply protective or injury preventive devices, such as tape, bandages, or braces, to body parts, such as ankles, fingers, or wrists.",0.0
-"Apply reflective roof coatings, such as special paints or single-ply roofing sheets, to existing roofs to reduce solar heat absorption.",0.0
-"Apply relevant laws, regulations, policies, or precedents to reach conclusions.",0.86
-"Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.",0.0
-"Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.",0.0
-"Apply research findings to minimize the environmental impacts of pollution, waterborne diseases, erosion, or sedimentation.",0.0
-Apply research or simulation results to extend biological theory or recommend new research projects.,0.0
-Apply rubber cement to buffed tire casings prior to vulcanization process.,0.0
-"Apply rule variations to card games such as poker, in which players bet on the value of their hands.",0.0
-Apply rust-resistant undercoats and caulk and seal seams.,0.0
-Apply safety tags to equipment needing maintenance.,0.0
-Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.,0.0
-"Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.",0.0
-Apply selected research findings to practice.,0.0
-"Apply shingles, gravel, or asphalt over the top layer of tar to protect the roofing material.",0.0
-"Apply shock-absorbing, sound-deadening, or decorative paneling to ceilings or walls.",0.0
-Apply sizing to seal surfaces and maximize adhesion of coverings to surfaces.,0.0
-"Apply solutions and chemicals to equipment, objects, or parts, using hand tools.",0.0
-"Apply solutions or paints to wired electrical components, using hand tools, and bake components.",0.0
-"Apply solvents and cleaning agents to clean surfaces of paintings, and to remove accretions, discolorations, and deteriorated varnish.",0.0
-"Apply spackling, compounding, or other materials to repair holes in walls.",0.0
-"Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.",0.0
-"Apply story development, directing, cinematography, and editing to animation to create storyboards that show the flow of the animation and map out key scenes and characters.",0.0
-"Apply sutures, staples, clips, or other materials to close skin, facia, or subcutaneous wound layers.",0.0
-Apply tar or other protective substances to cut surfaces or seal surfaces and to protect them from fungi and insects.,0.0
-"Apply texturizing compounds or primers to walls or ceilings before final finishing, using trowels, brushes, rollers, or spray guns.",0.0
-"Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.",0.0
-"Apply thinned glue to waterproof porous surfaces, using brushes, rollers, or pasting machines.",0.0
-Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.,0.0
-Apply traditional ecological knowledge and assessments of culturally distinctive land and resource management institutions to assist in the resolution of conflicts over habitat protection and resource enhancement.,0.0
-Apply ultraviolet radiation protection to prevent degradation of plumbing.,0.0
-Apply undercoat and clear or colored polish onto nails with brush.,0.0
-"Apply water or setting, straightening or waving solutions to hair, and use curlers, rollers, hot combs and curling irons to press and curl hair.",0.0
-"Apply weather seal, such as pipe flashings and sealants, to roof penetrations and structural devices.",0.0
-"Apply weather sealing to array, building, or support mechanisms.",0.0
-Apply weather-stripping to reduce energy loss.,0.0
-"Apply weatherproof, decorative coverings to exterior surfaces of buildings, such as by troweling or spraying on coats of stucco.",0.0
-"Apply, remove, and repair insulation on industrial equipment, pipes, ductwork, or other mechanical systems such as heat exchangers, tanks, and vessels, to help control noise and maintain temperatures.",0.0
-Appoint department heads or managers and assign or delegate responsibilities to them.,0.0
-"Appoint individuals to faculty positions, and evaluate their performance.",0.0
-"Appoint nominees to leadership posts, or approve such appointments.",0.0
-"Apportion and serve food to facility residents, employees, or patrons.",0.0
-Appraise and inventory real and personal property for estate planning.,0.0
-Appraise equipment to determine contract terms or trade-in values.,0.0
-Appraise properties to determine loan values.,0.0
-"Appraise property values, assessing income potential when relevant.",0.8853
-"Appraise trees for certain characteristics, such as twist, rot, and heavy limb growth, and gauge amount and direction of lean, to determine how to control the direction of a tree's fall with the least damage.",0.0
-Appraise vendor manufacturing capabilities through on-site observations or other measurements.,0.0
-"Apprehend or evict trespassers, rule violators, or other security threats from the premises.",0.0
-Apprehend or remove trespassers or thieves from railroad property or coordinate with law enforcement agencies in apprehensions and removals.,0.0
-Apprehend shoplifters in accordance with guidelines.,0.0
-Apprehend suspects and release them to law enforcement authorities or security personnel.,0.0
-Approve and pay bills.,0.0
-Approve applications for property tax exemptions or deductions.,0.0
-Approve building plans that meet required specifications.,0.0
-"Approve loans within specified limits, and refer loan applications outside those limits to management for approval.",0.0
-Approve or deny issuance of certificates of airworthiness.,0.0
-"Approve proposals for the acquisition, replacement, or repair of biofuels processing equipment or the implementation of new production processes.",0.0
-"Approve, prepare, monitor, and adjust operational budgets.",0.0
-"Approve, reject, or coordinate the approval or rejection of lines of credit or commercial, real estate, or personal loans.",0.0
-"Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases.",0.0
-"Arbitrate disputes between parties and assist in the real estate closing process, such as by reviewing title searches.",0.0
-Archive case documentation and study materials as required by regulations and laws.,0.0
-"Archive diagnostic material, such as histologic slides and blocks.",0.0
-"Archive documents, conduct research, and read copy, using the internet and various computer programs.",0.0
-"Arrange and attach chromosomes in numbered pairs on karyotype charts, using standard genetics laboratory practices and nomenclature, to identify normal or abnormal chromosomes.",0.0
-"Arrange and conduct sports-related activities, such as training camps, skill-improvement courses, clinics, and pre-season try-outs.",0.0
-Arrange and direct delivery and installation of products and equipment.,0.0
-Arrange and edit music to fit style and purpose.,0.0
-Arrange and maintain displays of optical merchandise.,0.0
-"Arrange and mount typeset material and illustrations into paste-ups for printing reproduction, based on artists' or editors' layouts.",0.0
-Arrange bottles and glasses to make attractive displays.,0.0
-Arrange buying parties and solicit sponsorship of such parties to sell merchandise.,0.0
-Arrange childcare services for guests.,0.0
-"Arrange conference, meeting, or travel reservations for office personnel.",1.0
-Arrange costumes in order of use to facilitate quick-change procedures for performances.,0.0
-"Arrange daily schedules for prisoners, including library visits, work assignments, family visits, and counseling appointments.",0.0
-Arrange delivery or storage of goods at destinations.,0.0
-Arrange financing for productions.,0.0
-Arrange floral offerings or lights around caskets.,0.0
-Arrange for advertising or posting of job vacancies and notify eligible workers of position availability.,0.8005
-"Arrange for applicable duties, taxes, or paperwork for customs clearance.",0.0
-Arrange for clergy members to perform needed services.,0.0
-"Arrange for commercial taping sessions, and accompany clients to sessions.",0.0
-Arrange for copyright permissions.,0.0
-"Arrange for debt repayment or establish repayment schedules, based on customers' financial situations.",0.0
-"Arrange for delivery, assembly, or distribution of supplies or parts to expedite flow of materials and meet production schedules.",0.0
-Arrange for demonstrations or trial installations of equipment.,0.0
-Arrange for disposal of surplus materials.,0.0
-Arrange for disposition of fish or game illegally taken or possessed.,0.0
-"Arrange for equipment maintenance and repairs, and coordinate a variety of services, such as waste removal and pest control.",0.0
-Arrange for equipment purchases or repairs.,0.0
-Arrange for financing of property purchases.,0.0
-Arrange for hauling of logs to appropriate mill sites.,0.0
-Arrange for in-house and external training activities.,0.0
-Arrange for installation and testing of products or machinery.,0.0
-Arrange for interlibrary loans of materials not available in a particular library.,0.0
-Arrange for interpreters or translators when patrons require such services.,0.0
-Arrange for lectures by experts in designated fields.,0.0
-"Arrange for medical, mental health, or substance abuse treatment services according to individual needs or court orders.",0.0
-"Arrange for medical, psychiatric, and other tests that may disclose causes of difficulties and indicate remedial measures.",0.0
-Arrange for necessary maintenance or repair work.,0.0
-Arrange for necessary repairs to restore service and schedules.,0.0
-"Arrange for on-site job coaching or assistive devices, such as specially equipped wheelchairs, to help clients adapt to work or school environments.",0.0
-Arrange for or design screen tests or auditions for prospective performers.,0.0
-Arrange for outside contractors to construct exhibit structures.,0.0
-Arrange for pallbearers or inform pallbearers or honorary groups of their duties.,0.0
-"Arrange for physical, mental, academic, vocational, and other evaluations to obtain information for assessing clients' needs and developing rehabilitation plans.",0.0
-"Arrange for postrelease services, such as employment, housing, counseling, education, and social activities.",0.0
-Arrange for processing or resale of purchased products.,0.0
-Arrange for repairs of equipment or machinery.,0.0
-Arrange for research study sites and determine staff or equipment availability.,0.0
-"Arrange for sale of animals and eggs to hospitals, research centers, pet shops, and food processing plants.",0.0
-Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.,0.0
-"Arrange for shipments of baggage, express mail, and parcels by providing weighing and billing services.",0.0
-"Arrange for ships to be fueled, restocked with supplies, or repaired.",0.0
-"Arrange for special transport of sensitive cargoes, such as livestock, food, or medical supplies.",0.0
-"Arrange for subcontractors to deal with special areas, such as heating or electrical wiring work.",0.0
-Arrange for supervisors to conduct teaching observations and provide feedback about teaching performance.,0.0
-"Arrange for the disposal of lead, asbestos, or other hazardous materials.",0.0
-Arrange for the next of kin to be notified of deaths.,0.0
-Arrange for the removal of defective cars from trains at stations or stops.,0.0
-"Arrange for the replacement of defective fire fighting equipment and for repair of fire alarm and sprinkler systems, making minor repairs such as servicing fire extinguishers when feasible.",0.0
-Arrange for the replacement of items lost by travelers.,0.0
-Arrange for title searches of properties being sold.,0.0
-Arrange for title searches to determine whether clients have clear property titles.,0.0
-"Arrange for tour or expedition details such as accommodations, transportation, equipment, and the availability of medical personnel.",0.0
-"Arrange for transport, using a variety of modes, such as rail, short sea shipping, air, or roadways, to minimize carbon emissions or other environmental impacts.",0.0
-Arrange for transportation or storage of purchased products.,0.0
-"Arrange for transportation, warehousing, or product distribution of imported or exported products.",0.0
-Arrange for transporting the deceased to another state for interment.,0.0
-"Arrange for typing, duplication, and distribution of material.",0.0
-Arrange funeral home equipment and perform general maintenance.,0.0
-Arrange hospital admissions for patients.,0.0
-"Arrange indoor and outdoor space to facilitate creative play, motor-skill activities, and safety.",0.0
-"Arrange indoor or outdoor space to facilitate creative play, motor-skill activities, or safety.",0.0
-Arrange insurance coverage for goods.,0.0
-Arrange insurance coverage for objects on loan or for special exhibits and recommend changes in coverage for the entire collection.,0.0
-Arrange interviews with people who can provide information about a story.,0.0
-Arrange meetings between buyers and sellers when details of transactions need to be negotiated.,0.0
-Arrange meetings concerning issues involving their clients.,0.0
-Arrange merchandise and sales promotion displays or issue sales promotion materials to customers.,0.0
-Arrange monies received in cash boxes and coin dispensers according to denomination.,0.0
-"Arrange music composed by others, changing the music to achieve desired effects.",0.0
-"Arrange or store materials, machines, tools, or equipment.",0.0
-"Arrange properties, furniture, merchandise, backdrops, or other accessories, as shown in prepared sketches.",0.0
-"Arrange public appearances, lectures, contests, or exhibits for clients to increase product or service awareness or to promote goodwill.",0.0
-"Arrange repairs, fuel, and supplies for vessels.",0.0
-Arrange reservations for patrons of dining establishments.,0.0
-Arrange tables and decorations according to instructions.,0.0
-"Arrange telephone answering services, deliver mail and packages, or answer questions regarding locations for eating and entertainment.",0.0
-"Arrange the availability of audio-visual equipment, transportation, displays, and other event needs.",0.0
-Arrange the payment of duty and freight charges.,0.0
-Arrange to have damage appraised by another appraiser to resolve disagreement with shop on repair cost.,0.0
-Arrange to pick up particular customers or groups on a regular schedule.,0.0
-"Arrange tours, taxis, or restaurant reservations for customers.",0.0
-Arrange treatment supplies to keep them in order.,0.0
-Arrange worker breaks to ensure services are adequately staffed throughout each shift.,0.0
-Arrest individuals to be charged with fraud.,0.0
-Arrest persons in court when arrest warrants have been issued.,0.0
-Ascertain premium rates required and cash reserves and liabilities necessary to ensure payment of future benefits.,0.0
-"Ask customers who become loud and obnoxious to leave, or physically remove them.",0.0
-Ask passengers to remove shoes and divest themselves of metal objects prior to walking through metal detectors.,0.0
-"Ask questions in accordance with instructions to obtain various specified information, such as person's name, address, age, religious preference, or state of residency.",1.0
-Ask questions that will help clients identify their feelings and behaviors.,0.0
-Ask speakers to clarify inaudible statements.,0.0
-"Assay radiopharmaceuticals, verify rates of disintegration, and calculate the volume required to produce the desired results, to ensure proper dosages.",0.0
-"Assemble aircraft cameras, still or motion picture cameras, photographic equipment, or frames, using diagrams, blueprints, bench machines, hand tools, or power tools.",0.0
-Assemble and arrange display materials.,0.0
-Assemble and cement sections of stained glass together.,0.0
-Assemble and check the required supplies and equipment prior to departure.,0.0
-"Assemble and communicate with a strong, diverse coalition of organizations or public figures, securing their cooperation, support, and action, to further campaign goals.",0.0
-"Assemble and compile documents for loan closings, such as title abstracts, insurance forms, loan forms, and tax receipts.",0.9627
-"Assemble and embed cores in casting frames, using hand tools and equipment.",0.0
-"Assemble and fasten materials to make frameworks or props, using hand tools and wood screws, nails, dowel pins, or glue.",0.0
-"Assemble and fasten tracks to structures or bucks, using impact wrenches or welding equipment.",0.0
-"Assemble and install communication equipment such as data and telephone communication lines, wiring, switching equipment, wiring frames, power apparatus, computer systems, and networks.",0.0
-"Assemble and install components of timepieces to complete mechanisms, using watchmakers' tools and loupes.",0.0
-"Assemble and install electrical, plumbing, mechanical, hydraulic, and structural components and accessories, using hand or power tools.",0.0
-"Assemble and install equipment, using hand tools and power tools.",0.0
-Assemble and install new pipe organs and pianos in buildings.,0.0
-"Assemble and issue required documentation, such as tickets, travel insurance policies, or itineraries.",0.0
-"Assemble and maintain physical structures, using hand or power tools.",0.0
-"Assemble and maintain portfolios, print composite cards, and travel to go-sees to obtain jobs.",0.0
-Assemble and modify existing pieces of equipment to meet special needs.,0.0
-"Assemble and position equipment, explosives, and blasting caps in holes at specified depths, or load perforating guns or torpedoes with explosives.",0.0
-"Assemble and position machines, augers, casing pipes, and other equipment, using hand and power tools.",0.0
-"Assemble and use equipment, such as catheters, tracheotomy tubes, or oxygen suppliers.",0.0
-Assemble audio and video equipment.,0.0
-Assemble bars onto percussion instruments.,0.0
-"Assemble boilers at installation sites, using tools such as levels, plumb bobs, hammers, torches, or other hand tools.",0.0
-"Assemble components of energy-efficient optical communications systems involving photonic switches, optical backplanes, or optoelectronic interfaces.",0.0
-"Assemble components such as switches, electrical controls, and junction boxes, using hand tools or soldering irons.",0.0
-"Assemble components, using techniques such as interference fitting, solvent bonding, adhesive bonding, heat sealing, or ultrasonic welding.",0.0
-"Assemble containers and crates used to transport items, such as machines or vehicles.",0.0
-"Assemble devices or equipment to be used in green technology applications, including solar energy, high efficiency solid state lighting, energy management, smart buildings, or green processes.",0.0
-Assemble documentation packages and produce drawing sets to be checked by an engineer or an architect.,0.0
-"Assemble electrical or electronic systems or support structures and install components, units, subassemblies, wiring, or assembly casings, using rivets, bolts, soldering or micro-welding equipment.",0.0
-"Assemble electrical parts such as alternators, generators, starting devices, and switches, following schematic drawings and using hand, machine, and power tools.",0.0
-"Assemble electrical systems or prototypes, using hand tools or measuring instruments.",0.0
-"Assemble electrically powered stairs, steel frameworks, and tracks, and install associated motors and electrical wiring.",0.0
-"Assemble elevator cars, installing each car's platform, walls, and doors.",0.0
-"Assemble equipment, and attach pipes, fittings, or valves, using hand tools.",0.0
-"Assemble eyeglass frames and attach shields, nose pads, and temple pieces, using pliers, screwdrivers, and drills.",0.0
-"Assemble eyeglasses by cutting and edging lenses, and fitting the lenses into frames.",0.0
-"Assemble fiber optical, optoelectronic, or free-space optics components, subcomponents, assemblies, or subassemblies.",0.0
-"Assemble fittings, valves, bowls, plates, disks, impeller shafts, or other parts to prepare equipment for operation.",0.0
-"Assemble garment parts and join parts with basting stitches, using needles and thread or sewing machines.",0.0
-"Assemble gates, and fasten gates into position, using hand tools.",0.0
-"Assemble gear systems, and align frames and gears.",0.0
-"Assemble hoisting equipment or rigging, such as cables, pulleys, or hooks, to move heavy equipment or materials.",0.0
-Assemble large vessels in an on-site fabrication shop prior to installation to ensure proper fit.,0.0
-"Assemble machines according to specifications, using hand or power tools and measuring devices.",0.0
-"Assemble machines, and bolt, weld, rivet, or otherwise fasten them to foundation or other structures, using hand tools and power tools.",0.0
-Assemble meal trays with foods in accordance with patients' diets.,0.0
-"Assemble mechanical, electrical, and electronic components into models or prototypes, using hand tools, power tools, and fabricating machines.",0.0
-Assemble new bicycles.,0.0
-Assemble new or reconditioned appliances.,0.0
-Assemble or adjust parts or related electrical units of prototypes to prepare for testing.,0.0
-Assemble or disassemble complex mechanical systems.,0.0
-"Assemble or install metal framing or decorative trim for windows, doorways, or vents.",0.0
-"Assemble or set up displays, furniture, or products in store space, using colors, lights, pictures, or other accessories to display the product.",0.0
-"Assemble parts or units, and position, align, and fasten units to assemblies, subassemblies, or frames, using hand tools and power tools.",0.0
-"Assemble parts, fittings, or subassemblies on aircraft, using layout tools, hand tools, power tools, or fasteners, such as bolts, screws, rivets, or clamps.",0.0
-"Assemble pattern sections, using hand tools, bolts, screws, rivets, glue, or welding equipment.",0.0
-"Assemble pipe sections, tubing, or fittings, using couplings, clamps, screws, bolts, cement, plastic solvent, caulking, or soldering, brazing, or welding equipment.",0.0
-Assemble prefabricated parts to form subassemblies.,0.0
-Assemble prototypes or integrated-technology demonstrators of new or emerging environmental technologies for aircraft.,0.0
-"Assemble prototypes or models of circuits, instruments, and systems for use in testing.",0.0
-"Assemble sets of assumptions, and explore the consequences of each set.",0.0
-"Assemble shell halves, patterns, and foundry flasks, and reinforce core boxes, using glue, clamps, wire, bolts, rams, or machines.",0.0
-"Assemble solar modules, panels, or support structures, as specified.",0.0
-"Assemble studio sets and select and arrange cameras, film stock, audio, or lighting equipment to be used during filming.",0.0
-Assemble systems of gears by aligning and meshing gears in gearboxes.,0.0
-"Assemble, align, and clamp workpieces into holding fixtures to bond, heat-treat, or solder fabricated metal components.",0.0
-"Assemble, clean, or maintain equipment or materials for patient use.",0.0
-"Assemble, erect, or dismantle scaffolds, rigging, or hoisting equipment.",0.0
-"Assemble, insert, and adjust wires, tubes, cores, fittings, rods, or patterns into molds, using hand tools and depth gauges.",0.0
-"Assemble, install, or repair wiring, electrical or electronic components, pipe systems, plumbing, machinery, or equipment.",0.0
-"Assemble, install, repair, and maintain elevators, escalators, moving sidewalks, and dumbwaiters, using hand and power tools, and testing devices such as test lamps, ammeters, and voltmeters.",0.0
-"Assemble, install, test, or maintain electrical or electronic wiring, equipment, appliances, apparatus, or fixtures, using hand tools or power tools.",0.0
-"Assemble, line, and pad cartons, crates, and containers, using hand tools.",0.0
-"Assemble, maintain, or distribute information for library or record systems.",0.0
-"Assemble, test, or maintain circuitry or electronic components, according to engineering instructions, technical manuals, or knowledge of electronics, using hand or power tools.",0.0
-"Assemble, typeset, scan, and produce digital camera-ready art or film negatives and printer's proofs.",0.0
-"Assess abnormalities of color vision, such as amblyopia.",0.0
-"Assess an individual child's needs, limitations, and potential, using observation, review of school records, and consultation with parents and school personnel.",0.0
-Assess and report the progress of recovering athletes to coaches or physicians.,0.0
-"Assess archeological sites for resource management, development, or conservation purposes and recommend methods for site protection.",0.0
-"Assess birthing environments to ensure cleanliness, safety, and the availability of appropriate supplies.",0.0
-"Assess blockchain threats, such as untested code and unprotected keys.",0.0
-Assess cardiac physiology and calculate valve areas from blood flow velocity measurements.,0.0
-"Assess characteristics of patients' pain, such as intensity, location, or duration, using standardized clinical measures.",0.0
-"Assess client functioning levels, strengths, and areas of need in terms of perceptual, sensory, affective, communicative, musical, physical, cognitive, social, spiritual, or other abilities.",0.0
-"Assess client needs or disorders, using drawing, painting, sculpting, or other artistic processes.",0.0
-Assess clients' cognitive abilities and physical and emotional needs to determine appropriate interventions.,0.0
-"Assess clients' functioning in areas such as vision, orientation and mobility skills, social and emotional issues, cognition, physical abilities, and personal goals.",0.0
-"Assess clients' overall financial situations by reviewing income, assets, debts, expenses, credit reports, or other financial information.",0.0
-"Assess clients' soft tissue condition, joint quality and function, muscle strength, and range of motion.",0.0
-Assess clinical education needs and patient and client teaching needs using a variety of methods.,0.0
-Assess collector sites to ensure structural integrity of potential mounting surfaces or the best orientation and tilt for solar collectors.,0.0
-Assess companies as investments for clients by examining company facilities.,0.0
-"Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows.",0.0
-"Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.",0.0
-"Assess costs and estimate the production capabilities and economic value of oil and gas wells, to evaluate the economic viability of potential drilling sites.",0.0
-"Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.",0.0
-"Assess effectiveness and efficiency of instruction according to ease of instructional technology use and student learning, knowledge transfer, and satisfaction.",0.0
-"Assess eligibility of potential subjects through methods such as screening interviews, reviews of medical records, or discussions with physicians and nurses.",0.0
-Assess employee performance and suggest ways to improve work.,0.7239
-Assess employee performance.,0.7239
-Assess existing facilities' needs for new or modified telecommunications systems.,0.0
-Assess family adaptation levels and coping skills to determine whether intervention is needed.,0.0
-Assess fees related to registration of property-related documents.,0.0
-"Assess fires and situations and report conditions to superiors to receive instructions, using two-way radios.",0.0
-"Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.",0.0
-Assess individuals' degree of drug dependency by collecting and analyzing urine samples.,0.0
-Assess logs after cutting to ensure that the quality and length are correct.,0.0
-"Assess marketing potential of new and existing store locations, considering statistics and expenditures.",0.0
-"Assess nature and extent of fire, condition of building, danger to adjacent buildings, and water supply status to determine crew or company requirements.",0.0
-Assess nature and extent of illness or injury to establish and prioritize medical procedures.,0.0
-Assess need for and develop job analysis instruments and materials.,0.0
-"Assess needs for assistance, such as rehabilitation, financial aid, or additional vocational training, and refer clients to the appropriate services.",0.0
-"Assess nutritional needs of patients, plan special menus, supervise the assembly of regular and special diet trays, and oversee the delivery of food trolleys to hospital patients.",0.0
-"Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.",0.0
-"Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.",0.0
-Assess patients for risk of suicide attempts.,0.0
-Assess patients' general physical appearance to make diagnoses.,0.0
-Assess patients' medical histories to predict anesthesia response.,0.0
-"Assess patients' mental and physical status, based on the presenting symptoms and complaints.",0.0
-Assess patients' pain levels or sedation requirements.,0.0
-"Assess patients' psychological or emotional needs, such as those relating to stress, fear of test results, financial issues, and marital conflicts to make referral recommendations or assist patients in managing test outcomes.",0.0
-"Assess patients' psychosocial status and needs, including areas such as sleep patterns, anxiety, grief, anger, and support systems.",0.0
-"Assess performance following athletic competition, identifying strengths and weaknesses and making adjustments to improve future performance.",0.0
-Assess performers' skin type to ensure that makeup will not cause break-outs or skin irritations.,0.0
-Assess physical performance requirements to aid in the development of individualized recovery or rehabilitation exercise programs.,0.0
-Assess potential solar installation sites to determine feasibility and design requirements.,0.0
-"Assess project feasibility by analyzing technology, resource needs, or market demand.",0.0
-Assess quality of biomass feedstock.,0.0
-"Assess refractive condition of eyes, using retinoscope.",0.0
-"Assess refractive conditions of eyes, using retinoscopes.",0.0
-Assess risk levels associated with collective bargaining strategies.,0.0
-Assess risks to mitigate potential consequences of incidents and develop a plan to respond to incidents.,0.8894
-Assess safety of wiring or equipment set-up to determine the risk of fire or electrical shock.,0.0
-"Assess security needs across locations to ensure proper deployment of loss prevention resources, such as staff and technology.",0.0
-"Assess sites to determine suitability for solar equipment, using equipment such as tape measures, compasses, and computer software.",0.0
-Assess skin integrity or other body conditions upon completion of the procedure to determine if damage has occurred from body positioning.,0.0
-"Assess staffing needs and recruit staff, using methods such as newspaper advertisements or attendance at job fairs.",0.0
-Assess students' dancing abilities to determine where improvement or change is needed.,0.0
-Assess students' physical progress or needs.,0.0
-Assess students' progress throughout tutoring sessions.,0.0
-"Assess system performance or functionality at the system, subsystem, and component levels.",0.0
-"Assess the ability of environments to naturally remove or reduce conventional or emerging contaminants from air, water, or soil.",0.0
-"Assess the condition of clients' hands, remove dead skin, and massage hands.",0.0
-"Assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks.",0.0
-"Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.",0.0
-Assess the environmental impacts of development projects on subsurface materials.,0.0
-"Assess the existing or potential environmental impact of land use projects on air, water, or land.",0.0
-Assess the feasibility of land use proposals and identify necessary changes.,0.0
-"Assess the identity, strength, or purity of medications.",0.0
-"Assess the impact of illnesses or injuries on patients' health, function, growth, development, nutrition, sleep, rest, quality of life, or family, social and educational relationships.",0.0
-Assess the impact of union proposals on company or government operations.,0.0
-Assess the nature and level of physical security threats so that the scope of the problem can be determined.,0.0
-"Assess the needs and interests of individuals and groups and plan activities accordingly, given the available equipment or facilities.",0.0
-"Assess the needs of individuals, families, or communities, including assessment of individuals' home or work environments, to identify potential health or safety problems.",0.0
-Assess the needs of patients' family members or caregivers.,0.0
-"Assess the physical security of servers, systems, or network devices to identify vulnerability to temperature, vandalism, or natural disasters.",0.0
-"Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.",0.0
-Assess the quality of biofuels additives for reprocessing.,0.0
-"Assess the quality of control data to determine the need for additional survey data for engineering, construction, or other projects.",0.0
-"Assess the quality of security controls, using performance indicators.",0.0
-Assess the risks and benefits of therapies for allergic and immunologic disorders.,0.0
-Assess the risks and benefits of treatment termination for clients.,0.0
-Assess the status of post-date pregnancies to determine treatments and interventions.,0.0
-Assess the suitability of penitentiary inmates for release under parole and statutory release programs and submit recommendations to parole boards.,0.0
-Assess the usefulness of pre-developed application packages and adapt them to a user environment.,0.8829
-Assess the user-interface or usability characteristics of products.,0.0
-Assess training needs of staff and arrange for or provide appropriate instruction.,0.0
-"Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives.",1.0
-"Assess urgent and emergent health conditions, using both physiologically and technologically derived data.",0.0
-"Assess, sort, characterize, or pack known or unknown materials.",0.0
-Assign and grade class work and homework.,0.0
-Assign and record or stamp identification numbers or codes to index materials for filing.,0.0
-"Assign and review staff work in such areas as scoring, arranging, and copying music, and vocal coaching.",0.0
-Assign and review the work of subordinates.,0.0
-"Assign and review the work of systems analysts, programmers, and other computer-related workers.",0.0
-"Assign appropriate chores and praise targeted behaviors to encourage development of self-control, self-confidence, and responsibility.",0.0
-Assign cases for students to hear and try.,0.0
-"Assign dressing room facilities, locker space, or clothing containers to patrons of athletic or bathing establishments.",0.0
-Assign duties or responsibilities to project personnel.,0.0
-"Assign duties to inmates, providing instructions as needed.",0.0
-Assign duties to other staff and give instructions regarding work methods and routines.,0.0
-Assign duties to radiologic staff to maintain patient flows and achieve production goals.,0.0
-"Assign duties to workers, and schedule shifts.",0.0
-"Assign duties, responsibilities, and spans of authority to project personnel.",0.0
-"Assign duties, responsibilities, and work stations to employees in accordance with work requirements.",0.0
-Assign employees to specific duties.,0.0
-Assign firefighters to jobs at strategic locations to facilitate rescue of persons and maximize application of extinguishing agents.,0.0
-Assign lessons and correct homework.,0.0
-"Assign lockers to employees and maintain locker rooms, dressing rooms, wig rooms, or costume storage or laundry areas.",0.0
-Assign or schedule tasks to meet work priorities and goals.,1.0
-Assign patrons to tables suitable for their needs and according to rotation so that servers receive an appropriate number of seatings.,0.0
-"Assign polish, symmetry, and clarity grades to stones, according to established grading systems.",0.0
-Assign rooms to students.,0.0
-Assign schedules to work crews.,0.0
-Assign security personnel to posts or patrols.,0.0
-"Assign staff to complete design ideas and prepare sketches, illustrations, and detailed drawings of sets, or graphics and animation.",0.0
-Assign stories to other reporters or duties to production staff.,0.0
-Assign tasks and work hours to staff.,0.0
-Assign tasks or coordinate task assignments to ensure adequate performance of laboratory activities.,0.0
-"Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters.",0.0
-"Assign the patient to diagnosis-related groups (DRGs), using appropriate computer software.",0.0
-"Assign topics, events and stories to individual writers or reporters for coverage.",0.0
-Assign truck drivers or recycling technicians to routes.,0.0
-Assign watches or living quarters to crew members.,0.0
-"Assign work schedules, following work requirements, to ensure quality and timely delivery of service.",0.0
-Assign work to biostatistical assistants or programmers.,0.0
-"Assign work to employees, based on material or worker requirements of specific jobs.",0.0
-Assign work to staff to obtain maximum utilization of personnel.,0.0
-"Assign, coordinate, and review work and activities of programming personnel.",0.0
-"Assign, supervise, and review the activities of fundraising staff.",0.0
-"Assign, supervise, and review the activities of public relations staff.",0.0
-"Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them.",0.0
-"Assist anesthesiologists in monitoring of patients, including electrocardiogram (EKG), direct arterial pressure, central venous pressure, arterial blood gas, hematocrit, or routine measurement of temperature, respiration, blood pressure or heart rate.",0.0
-"Assist anesthesiologists in performing anesthetic procedures, such as epidural or spinal injections.",0.0
-"Assist attorneys in collecting information such as employment, medical, and other records.",0.0
-"Assist audiologists in performing aural procedures, such as real ear measurements, speech audiometry, auditory brainstem responses, electronystagmography, and cochlear implant mapping.",0.0
-"Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.",0.0
-Assist clients in obtaining insurance reimbursements.,0.0
-"Assist clients in selecting frames according to style and color, and ensure that frames are coordinated with facial and eye measurements and optical prescriptions.",0.0
-"Assist clients with preparation of forms, such as tax or rent forms.",0.0
-"Assist cooks and kitchen staff with various tasks as needed, and provide cooks with needed items.",0.0
-"Assist coroners at death scenes or at autopsies, file police reports, and testify at inquests or in court, if employed by a coroner.",0.0
-"Assist customers by answering simple questions, locating items, or referring them to the pharmacist for medication information.",0.0
-Assist customers by providing information and resolving their complaints.,0.8856
-Assist customers in selection of tile and grout.,0.0
-"Assist customers, such as responding to customer complaints and updating them about back-ordered parts.",0.0
-Assist dentist in management of medical or dental emergencies.,0.0
-"Assist disabled children or children with psychological, emotional, or behavioral issues with boarding and exiting the school bus.",0.0
-"Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.",0.0
-Assist educational specialists or clinical psychologists in administering situational or diagnostic tests to measure client's abilities or progress.,0.0
-Assist engineering and other personnel to solve operating problems.,0.0
-"Assist engineers in developing, building, or testing prototypes or new products, processes, or procedures.",0.0
-"Assist engineers in the design, configuration, or application of robotic systems.",0.0
-"Assist engineers in the development of new products, fixtures, tools, or processes.",0.0
-"Assist engineers to design, develop, test, or manufacture industrial machinery, consumer products, or other equipment.",0.0
-Assist engineers to implement electromechanical designs in industrial or other settings.,0.0
-Assist faculty members or staff with student conferences.,0.0
-"Assist families to apply for social services, including Medicaid or Women, Infants, and Children (WIC).",0.0
-"Assist hospital staff with patient care duties, such as providing transportation or setting up traction.",0.0
-"Assist host or hostess by answering phones to take reservations or to-go orders, and by greeting, seating, and thanking guests.",0.0
-"Assist in applying casts, splints, braces, or similar devices.",0.0
-Assist in assembly of individual wind generators or construction of wind farms.,0.0
-"Assist in budget implementation, forecasts, or administration.",0.0
-Assist in bus loading and unloading.,0.0
-"Assist in delivery, care, or feeding of infants.",0.0
-Assist in designing programs to ensure the proper sealing of abandoned wells.,0.0
-"Assist in determining document management policies to facilitate efficient, legal, and secure access to electronic content.",0.0
-Assist in developing capital project programs for new equipment or major repairs.,0.0
-Assist in laying out material for publication.,0.9019
-Assist in locating housing for displaced individuals.,0.0
-"Assist in planning food budgets, using charts or sample budgets.",0.0
-Assist in preparing and maintaining personnel records and handbooks.,0.0
-Assist in preparing food and serving meals and refreshments to children.,0.0
-Assist in responding to aircraft and medical emergencies.,0.0
-Assist in screening or placement of students in adapted physical education programs.,0.0
-Assist in selection of financial award candidates using electronic databases to certify loan eligibility.,0.0
-Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.,0.0
-"Assist in the application of monitoring techniques, such as pulmonary artery catheterization, electroencephalographic spectral analysis, echocardiography, or evoked potentials.",0.0
-"Assist in the assessment, acquisition, or deployment of new electronic document management systems.",1.0
-Assist in the cleanup of hazardous material spills.,0.0
-"Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.",0.0
-Assist in the development of online transaction or security policies.,0.0
-Assist in the evaluation or negotiation of contracts with vendors or online partners.,0.0
-"Assist in the insertion, positioning, or suturing of closed-wound drainage systems.",0.0
-Assist in the preparation of book displays.,0.0
-"Assist in the preparation of sealed radioactive materials, such as cobalt, radium, cesium, or isotopes, for use in radiation treatments.",0.0
-Assist in the provision of advanced life support techniques including those procedures using high frequency ventilation or intra-arterial cardiovascular assistance devices.,0.0
-Assist in the transition of photonic prototypes to production.,0.0
-Assist in training equipment operators or other staff on validation protocols and standard operating procedures.,0.0
-"Assist in training technicians, medical students, residents, or other staff members.",0.0
-Assist in volume replacement or autotransfusion techniques.,0.0
-Assist individuals in filling out applications or questionnaires.,0.0
-Assist librarians in school libraries.,0.0
-Assist maternal patients to find physical positions that will facilitate childbirth.,0.0
-Assist mechanical engineers in product testing through activities such as setting up instrumentation for automobile crash tests.,0.0
-"Assist mechanics and perform various mechanical duties, such as changing oil or checking and replacing batteries.",0.0
-Assist members of surgical team with gowning or gloving.,0.0
-Assist nanoscientists or engineers in processing or characterizing materials according to physical or chemical properties.,0.0
-Assist nanoscientists or engineers in writing process specifications or documentation.,0.0
-Assist nurses or physicians in the operation of medical equipment or provision of patient care.,0.0
-"Assist occupational therapists in planning, implementing, and administering therapy programs to restore, reinforce, and enhance performance, using selected activities and special equipment.",0.0
-"Assist ophthalmologists in diagnostic ophthalmic procedures, such as ultrasonography, fundus photography, and tonometry.",0.0
-"Assist other restaurant workers by serving food and beverages, or by bussing tables.",0.0
-Assist passengers entering or disembarking the aircraft.,0.0
-"Assist passengers in placing carry-on luggage in overhead, garment, or under-seat storage.",0.0
-"Assist passengers, such as elderly or disabled individuals, on and off bus, ensure they are seated properly, help carry baggage, and answer questions about bus schedules or routes.",0.0
-Assist pathologists or other physicians to collect cell samples by fine needle aspiration (FNA) biopsy or other method.,0.0
-Assist patients in organizing their health care system activities.,1.0
-"Assist patients to dress, undress, or put on and remove supportive devices, such as braces, splints, or slings.",0.0
-Assist patients to insert or remove contact lenses.,0.0
-Assist patients to select eyewear.,0.0
-Assist patrons by giving directions to points in or outside of the facility or providing information about local attractions.,0.0
-"Assist patrons in finding seats, lighting the way with flashlights, if necessary.",0.0
-Assist physically challenged travelers and other guests with special needs.,0.0
-"Assist physicians in performing ophthalmic procedures, including surgery.",0.0
-"Assist physicians in the diagnosis and treatment of cardiac or peripheral vascular treatments, such as implanting pacemakers or assisting with balloon angioplasties to treat blood vessel blockages.",0.0
-Assist physicians or registered nurses in the conduct of endoscopic procedures.,0.0
-"Assist physicians with procedures such as bronchoscopy, endoscopy, endotracheal intubation, or elective cardioversion.",0.0
-"Assist pipe fitters in the layout, assembly, and installation of piping for air, ammonia, gas, and water systems.",0.0
-Assist scientists or engineers in the conduct of photonic experiments.,0.0
-"Assist speech-language pathologists in the conduct of client screenings or assessments of language, voice, fluency, articulation, or hearing.",0.0
-Assist speech-language pathologists in the conduct of speech-language research projects.,0.0
-Assist speech-language pathologists in the remediation or development of speech and language skills.,0.0
-Assist students who need extra help with their coursework outside of class.,0.9421
-"Assist students who need extra help, such as by tutoring and preparing and implementing remedial programs.",1.0
-Assist students with boarding or exiting school buses.,0.0
-"Assist surgeons with vascular procedures, such as preparing balloons and stents.",0.0
-Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.,0.0
-Assist veterinarians in examining animals to determine the nature of illnesses or injuries.,0.0
-Assist with cremations and the processing and packaging of cremated remains.,0.0
-"Assist with duties in other areas of the store, such as monitoring fitting rooms or bagging and carrying out customers' items.",0.0
-Assist with on-the-job training of new employees or students or provide input to supervisors regarding training performance.,0.0
-"Assist with operations of general facilities, such as visitor centers.",0.0
-Assist with patient resuscitation during cardiac arrest or other life-threatening events.,0.0
-Assist with placing caskets in hearses and organize cemetery processions.,0.0
-"Assist workers in tasks, such as loading vehicles.",0.0
-"Attach ""out of order"" signs to malfunctioning machines, and notify technicians when machines need to be repaired or removed.",0.0
-Attach accessories or ornamentation to decorate or protect products.,0.0
-"Attach address labels, identification codes, and shipping instructions to containers.",0.0
-"Attach air hoses to meter inlets, plug outlets, and observe gauges for pressure losses to test internal seams for leaks.",0.0
-"Attach ampoule to diffusion pump to remove air from ampoule, and seal ampoule, using blowtorch.",0.0
-"Attach and adjust guides, stops, clamps, chucks, or feed mechanisms, using hand tools.",0.0
-Attach bindings or apply solutions to edges of cut material to prevent raveling.,0.0
-"Attach brackets, hinges, or clips to secure or support components or subassemblies, using bolts, screws, rivets, chemical bonding, or welding.",0.0
-"Attach buttons, hooks, zippers, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders.",0.0
-"Attach cross-arms, insulators, and auxiliary equipment to poles prior to installing them.",0.0
-"Attach electrodes to patients, using adhesives.",0.0
-"Attach electrodes to the patients' chests, arms, and legs, connect electrodes to leads from the electrocardiogram (EKG) machine, and operate the EKG machine to obtain a reading.",0.0
-"Attach farm implements such as plows, discs, sprayers, or harvesters to tractors, using bolts and hand tools.",0.0
-"Attach fasteners, grommets, buttons, buckles, ornamental trim, and other accessories to covers or frames, using hand tools.",0.0
-"Attach fence rail supports to posts, using hammers and pliers.",0.0
-Attach guide shoes and rollers to minimize the lateral motion of cars as they travel through shafts.,0.0
-Attach handles to pottery pieces.,0.0
-Attach hoses and operate pumps to transfer substances to and from liquid cargo tanks.,0.0
-"Attach hoses or nozzles to machines, using wrenches and pliers, and make adjustments to obtain the proper dispersion of spray.",0.0
-"Attach identification labels to finished packaged items, or cut stencils and stencil information on containers, such as lot numbers or shipping destinations.",0.0
-Attach identifying tags to containers or mark them with identifying information.,0.0
-"Attach insoles to shoe lasts, affix shoe uppers, and apply heels and outsoles.",0.0
-"Attach loads to rigging to provide support or prepare them for moving, using hand and power tools.",0.0
-"Attach moving parts and subassemblies to basic assembly unit, using hand tools and power tools.",0.0
-Attach name plates and mark identifying information on parts.,0.0
-"Attach nets, slings, hooks, blades, or lifting devices to cables, booms, hoists, or dredges.",0.0
-"Attach nozzles, position guns, connect hoses, and thread wire to set up metal-spraying machines.",0.0
-Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections.,0.0
-"Attach parts or subassemblies together to form completed units, using glue, dowels, nails, screws, or clamps.",0.0
-"Attach physiological monitoring leads to patient's finger, chest, waist, or other body parts.",0.0
-"Attach pipes to walls, structures, or fixtures, such as radiators or tanks, using brackets, clamps, tools, or welding equipment.",0.0
-"Attach pressurized meters to fixtures which submerge them in water, and observe meters for leaks.",0.0
-"Attach prostheses to performers and apply makeup to create special features or effects, such as scars, aging, or illness.",0.0
-"Attach pulleys and blocks to fixed overhead structures, such as beams, ceilings, and gin pole booms, using bolts and clamps.",0.0
-Attach pumps and hoses to wellheads.,0.0
-Attach rails or tension wire along bottoms of posts to form fencing frames.,0.0
-Attach rigging and signal crane or hoist operators to lift heavy frame and plate sections or other parts into place.,0.0
-"Attach roofing paper and composition shingles, using nails.",0.0
-Attach roofing paper to roofs in overlapping strips to form bases for other materials.,0.0
-Attach ropes or cable lines to bitts on lock decks or wharfs to secure vessels.,0.0
-Attach rubber collecting sheaths to genitals of tethered bull and stimulate animal's organ to induce ejaculation.,0.0
-Attach sandpaper to rollers of sanding machines.,0.0
-Attach sheets of metal to roof boards or building frameworks when installing metal roofs.,0.0
-"Attach slings, hooks, or other devices to lift cargo and guide loads.",0.0
-"Attach slings, ropes, or cables to objects such as pipes, hoses, or bundles.",0.0
-"Attach solar panels to existing roofs, according to specifications and without damaging roofing materials or the structural integrity of buildings.",0.0
-"Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications.",0.0
-"Attach test instruments to equipment, and read dials and gauges to diagnose malfunctions.",0.0
-"Attach trimmings and labels to articles with cement, using brushes or cement guns.",0.0
-"Attach trocar to pump-tube, start pump, and repeat probing to force embalming fluid into organs.",0.0
-"Attach wigs or hairpieces to model heads and dress wigs and hairpieces according to instructions, samples, sketches or photographs.",0.0
-Attach wires between controllers.,0.0
-Attach wires from planted trees to support stakes.,0.0
-"Attach workpieces to grinding machines and form specified sections and repair cracks, using welding or brazing equipment.",0.0
-"Attach, alter, and trim materials such as wire, insulation, and coils, using hand tools.",0.0
-"Attach, fasten, and disconnect cables or lines to loads, materials, and equipment, using hand tools.",0.0
-"Attempt to limit problems and liability related to customers' excessive drinking by taking steps such as persuading customers to stop drinking, or ordering taxis or other transportation for intoxicated patrons.",0.0
-Attempt to sell additional merchandise or services to prospective or current customers by telephone or through visits.,0.0
-Attend and participate in meetings of municipal councils or council committees.,0.0
-Attend auditions and casting calls to audition for roles.,0.0
-"Attend book launches and publicity events, or conduct public readings.",0.0
-Attend care plan meetings to review patient progress and update care plans.,0.0
-Attend clinical and research conferences and read scientific literature to keep abreast of technological advances and current genetic research findings.,0.0
-"Attend community events, meetings, or conferences to promote organizational goals or solicit donations or sponsorships.",0.0
-Attend community meetings or health fairs to understand community issues or build relationships with community members.,0.0
-Attend company meetings to exchange product information and coordinate work activities with other departments.,0.0
-Attend company training seminars to become familiar with product lines.,0.0
-"Attend conferences, workshops, or other training sessions to learn about new tools or methods.",0.0
-Attend continuing education classes.,0.0
-Attend continuing education courses to maintain or update skills.,0.0
-Attend continuing education programs that address laboratory issues.,0.0
-"Attend costume fittings, photography sessions, and makeup calls associated with dance performances.",0.0
-Attend court sessions to hear oral arguments or record necessary case information.,0.0
-Attend fashion shows and review garment magazines and manuals to gather information about fashion trends and consumer preferences.,0.0
-Attend games and competitions to provide evaluation and treatment of activity-related injuries or medical conditions.,0.0
-Attend hospital in-service programs related to areas of work specialization.,0.0
-Attend in-service training to validate or refresh basic professional skills.,0.0
-"Attend in-service training, workshops, or meetings to keep abreast of current practices or trends in adapted physical education.",0.0
-Attend inpatient consultations in areas of specialty.,0.0
-Attend interdisciplinary meetings with other health care professionals to discuss patient care.,0.0
-Attend investment briefings or consult financial media to stay abreast of relevant investment markets.,0.0
-Attend lectures given by the supervising instructor.,0.0
-"Attend lectures, conferences, or continuing education courses.",0.0
-"Attend legal meetings, such as client interviews, hearings, or depositions, and take notes.",0.0
-Attend mediations or trials.,0.0
-Attend meetings on driver and passenger safety to learn ways in which job performance might be affected.,0.0
-Attend meetings or seminars or read current literature to maintain knowledge of developments in the field of remote sensing.,0.0
-Attend meetings or seminars to obtain information for use in training programs or to inform management of training program status.,0.0
-Attend meetings to record minutes.,0.0
-"Attend meetings, conferences, and workshops related to emergency management to learn new information and to develop working relationships with other emergency management specialists.",0.0
-"Attend meetings, conventions, and civic events to promote use of institution's services, to seek financing, and to maintain community alliances.",0.0
-"Attend meetings, educational conferences, and training workshops, and serve on committees.",0.0
-"Attend meetings, professional seminars, or conferences to keep abreast of changes in executive legislative directives or new technologies impacting security operations.",0.0
-"Attend meetings, seminars, and programs to learn about new products and services, learn new skills, and receive technical assistance in developing new accounts.",0.0
-"Attend meetings, trade shows, conferences, conventions, and seminars to network with people in other purchasing departments.",0.0
-"Attend or conduct continuing education courses, seminars, or in-service activities.",0.0
-Attend or make presentations at community events to promote funeral home services or build community relationships.,0.0
-"Attend or participate in conferences, community events, and promotional events related to products or technologies.",0.0
-Attend or view productions to maintain knowledge of available actors.,0.0
-Attend photo shoots and printing sessions to ensure that the products needed are obtained.,0.0
-"Attend preflight briefings concerning weather, altitudes, routes, emergency procedures, crew coordination, lengths of flights, food and beverage services offered, and numbers of passengers.",0.0
-Attend press conferences to gather information for broadcast.,0.0
-"Attend professional meetings, conferences, and workshops to maintain and improve professional competence.",0.0
-"Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.",0.0
-"Attend professional meetings, educational conferences, or teacher training workshops to improve professional competence.",0.0
-"Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.",0.0
-"Attend professional meetings, read literature, and participate in training or other educational offerings to keep abreast of new developments and technologies related to disaster recovery and business continuity.",0.0
-"Attend receptions, dinners, and conferences to meet people, exchange views and information, and develop working relationships.",0.0
-Attend rehearsals and production meetings to obtain and share information related to sets.,0.0
-"Attend sales meetings, industry trade shows, and training seminars to gather information, promote products, expand network of contacts, and increase knowledge.",0.0
-"Attend sales or trade meetings or read related publications to obtain information about market conditions, business trends, environmental regulations, or industry developments.",0.9312
-"Attend sales or trade meetings or read related publications to obtain information about market conditions, business trends, regulations, or industry developments.",0.7239
-Attend scheduled practice or training sessions.,0.0
-"Attend staff conferences to provide management with information and proposals concerning the promotion, distribution, design, and pricing of company products or services.",0.0
-Attend staff meetings and serve on committees as required.,0.0
-"Attend staff meetings and serve on committees, as required.",0.0
-"Attend staff meetings and serve on staff committees, as required.",0.0
-"Attend to children's basic needs by feeding them, dressing them, and changing their diapers.",0.0
-"Attend to children's basic needs by feeding them, dressing them, or changing their diapers.",0.0
-Attend to needs of athletic teams in clubhouses.,0.0
-Attend to special needs of tour participants.,0.0
-"Attend to the needs of the bereaved, such as by offering comfort, counseling, or after-care programs.",0.0
-Attend trade shows and seminars to promote products or to learn about industry developments.,0.0
-"Attend training classes to maintain certification licensure, keep abreast of new developments in the field, or maintain existing knowledge.",0.0
-"Attend training classes to maintain current knowledge of fire prevention, safety, and firefighting procedures.",0.0
-Attend training sessions or corporate planning meetings to obtain new ideas for product launches.,0.0
-Attend training sessions to increase knowledge and skills.,0.0
-"Attend workshops, seminars, or conferences to obtain program ideas, information, or resources.",0.0
-"Attend workshops, seminars, or conferences to present or obtain information regarding fire prevention and protection.",0.0
-"Attend workshops, seminars, or professional meetings to remain informed of new developments in school psychology.",0.0
-Audit and inspect subcontractor facilities including external laboratories.,0.0
-"Audit payroll and personnel records to determine unemployment insurance premiums, workers' compensation coverage, liabilities, and compliance with tax laws.",0.0
-Audit the financial status of student organizations and facility accounts.,0.0
-Audition and interview performers to match their attributes to specific roles or to increase the pool of available acting talent.,0.0
-Audition and select performers for musical presentations.,0.0
-Audition for dance roles or for membership in dance companies.,0.0
-"Audition for orchestras, bands, or other musical groups.",0.0
-Audition performers for one or more dance parts.,0.0
-Authenticate and appraise historical documents and archival materials.,0.0
-Authorize actions to correct identified operational inefficiencies or hazards so that operating efficiency is maximized and potential environmental issues are minimized.,0.0
-Authorize drug refills and provide prescription information to pharmacies.,0.0
-Authorize maintenance activities on units or changes in equipment or system operational status.,0.0
-Authorize or sign mail collection letters.,0.0
-Authorize payment of invoices or return of merchandise.,0.0
-Authorize payment of valid claims and determine method of payment.,0.0
-Authorize payment of valid claims.,0.0
-Authorize reinsurance of policy when risk is high.,0.0
-"Authorize release of fuel cell parts, components, or subsystems for production.",0.0
-Automate assays on laboratory robotics.,0.0
-Automate the deployment of software updates over geographically distributed network nodes.,0.0
-Award compensation for damages to litigants in civil cases in relation to findings by juries or by the court.,0.0
-Back up files from Web sites to local directories for instant recovery in case of problems.,0.0
-Back up network data.,0.0
-Back up or modify applications and related data to provide for disaster recovery.,0.0
-Backfill piping trenches to protect pipes from damage.,0.0
-Bag or package purchases and wrap gifts.,0.0
-"Bag, box, wrap, or gift-wrap merchandise, and prepare packages for shipment.",0.0
-"Bake breads, rolls, cakes, and pastries.",0.0
-"Bake breads, rolls, or other pastries.",0.0
-"Bake finishes on painted or enameled articles, using baking ovens.",0.0
-"Bake, roast, broil, and steam meats, fish, vegetables, and other foods.",0.0
-Balance and adjust gameplay experiences to ensure the critical and commercial success of the product.,0.0
-Balance cash and payroll accounts.,0.0
-Balance cash receipts.,0.0
-"Balance currency, coin, and checks in cash drawers at ends of shifts and calculate daily transactions, using computers, calculators, or adding machines.",0.0
-Balance receipts and payments in cash registers.,0.0
-Baste edges of material to align and temporarily secure parts for final assembly.,0.0
-Bathe and groom animals.,0.0
-"Bathe animals, clip nails or claws, and brush or cut animals' hair.",0.0
-Bathe patients.,0.0
-"Become familiar with digging plans, machine capabilities and limitations, and efficient and safe digging procedures in a given application.",0.0
-"Bell, bead with power hammers, or weld pressure vessel tube ends to ensure leakproof joints.",0.0
-"Bend inner coils of springs away from or toward collets, using tweezers, to locate centers of collets in centers of springs, and to correct errors resulting from faulty colleting of coils.",0.0
-"Bend parts, such as hairsprings, pallets, barrel covers, and bridges, to correct deficiencies in truing or endshake, using tweezers.",0.0
-Bend steel rods with hand tools or rod-bending machines and weld them with arc-welding equipment.,0.0
-"Bend, form, and shape fabric or material to conform to prescribed contours of structural components.",0.0
-"Bill customers for repair work, and collect payment.",0.0
-"Bind new books, using hand tools such as bone folders, knives, hammers, or brass binding tools.",0.0
-Blast rock formations and rocky areas with dynamite to facilitate posthole digging.,0.0
-Bleach discolored teeth to brighten and whiten them.,0.0
-"Bleach, clean, or polish teeth to restore natural color.",0.0
-"Bleach, dye, or tint hair, using applicator or brush.",0.0
-Blend compounds to form adhesive mixtures used for marker installation.,0.0
-"Blend marble chip mixtures, place into panels, and push a roller over the surface to embed the chips.",0.0
-Block or rope off scene and check perimeter to ensure that entire scene is secured.,0.0
-Block or shape knitted garments after cleaning.,0.0
-"Blow tubing into specified shapes to prevent glass from collapsing, using compressed air or own breath, or blow and rotate gathers in molds or on boards to obtain final shapes.",0.0
-"Bolt aligned structural steel members in position for permanent riveting, bolting, or welding into place.",0.0
-"Bolt component parts together to form tower assemblies, using hand tools.",0.0
-"Bolt equipment into place, using hand or power tools.",0.0
-"Bolt or arc weld pressure vessel structures and parts together, using wrenches or welding equipment.",0.0
-Bolt or nail together wood or steel framework to erect derricks.,0.0
-"Bolt or weld steel rails to the walls of shafts to guide elevators, working from scaffolding or platforms.",0.0
-"Bolt parts, such as side and deck plates, jaw plates, and journals, to basic assembly unit.",0.0
-Bolt porcelain insulators to wood parts to assemble hot stools.,0.0
-"Bolt together pump and engine parts, and connect tanks and flow lines.",0.0
-Bolt together pump and engine parts.,0.0
-"Bond wood reinforcing strips to decks and cabin structures of watercraft, using resin-saturated fiberglass.",0.0
-Book tickets for guests for local tours and attractions.,0.0
-"Book transportation and hotel reservations, using computer or telephone.",0.0
-"Bore boltholes in timber, masonry or concrete walls, using power drill.",0.0
-"Bore holes for insertion of screws or dowels, by hand or using boring machines.",0.0
-"Bore holes or cut grates, risers, or pouring spouts in molds, using power tools.",0.0
-"Bore or cut holes in flooring as required for installation, using hand or power tools.",0.0
-Brace parts in position within hulls or ships for riveting or welding.,0.0
-"Brand, tattoo, or tag animals to allow animal identification.",0.0
-Braze or solder parts to repair defective joints and leaks.,0.0
-"Break asphalt and other pavement so that pipes can be accessed, using airhammers, picks, and shovels.",0.0
-"Break mixtures to size, using picks.",0.0
-"Break or cut bricks, tiles, or blocks to size, using trowel edge, hammer, or power saw.",0.0
-"Break out, rig, and stow cargo-handling gear, stationary rigging, or running gear.",0.0
-"Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.",0.0
-"Break up concrete, using airhammer, to facilitate installation, construction, or repair of equipment.",0.0
-Break up defective products for reprocessing.,0.0
-"Brew coffee and tea, and fill containers with requested beverages.",0.0
-"Brief crews about flight details, such as destinations, duties, and responsibilities.",0.0
-Brief workers on radiation levels in work areas.,0.0
-"Bring wine selections to tables with appropriate glasses, and pour the wines for customers.",0.0
-"Broadcast weather conditions, forecasts, or severe weather warnings to the public via television, radio, or the Internet or provide this information to the news media.",0.0
-Brush bleaching agents on wood surfaces to restore natural color.,0.0
-"Brush glue onto manila paper on which design has been drawn and position tiles, finished side down, onto paper.",0.0
-"Brush materials made of suede, leather, or felt to remove spots or to raise and smooth naps.",0.0
-"Brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and workpieces.",0.0
-Brush or spray mold surfaces with parting agents or insert paper into molds to ensure smoothness and prevent sticking or seepage.,0.0
-"Brush or spray protective or decorative finishes on completed background panels, informational legends, exhibit accessories, or finished paintings.",0.0
-"Brush or spray solvents onto plies to ensure adhesion, and repeat process as specified, alternating direction of each ply to strengthen tires.",0.0
-Brush or wipe acid over engraving to darken or highlight inscriptions.,0.0
-"Brush, spray, or hand-rub finishing ingredients, such as paint, oil, stain, or wax, onto and into wood grain and apply lacquer or other sealers.",0.0
-Buckle seatbelts or fasten wheelchair tie-down straps to secure passengers for transportation.,0.0
-Budget and schedule security design work.,0.0
-Buff and vacuum floors to ensure their cleanliness prior to the application of finish.,0.0
-Buff and wax the finished paintwork.,0.0
-"Buff defective areas of inner tubes, using scrapers.",0.0
-Buff tires according to specifications for width and undertread depth.,0.0
-"Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.",0.0
-"Build and shape wax teeth, using small hand instruments and information from observations or dentists' specifications.",0.0
-Build and update digital databases.,0.9206
-Build containment areas prior to beginning abatement or decontamination work.,0.0
-"Build fiberglass or wooden enclosures for sound components, and fit them to automobile dimensions.",0.0
-Build forms and mix and pour cement to form garden borders.,0.0
-"Build furniture up with loose fiber stuffing, cotton, felt, or foam padding to form smooth, rounded surfaces.",0.0
-"Build hutches, pens, and fenced yards.",0.0
-Build instrumentation or laboratory test equipment for special purposes.,0.0
-Build jigs that can be used as guides for assembling oversized or special types of box shooks.,0.0
-Build models for algorithm or control feature verification testing.,0.0
-Build or assemble robotic devices or systems.,0.0
-"Build or repair cabinets, doors, frameworks, floors, or other wooden fixtures used in buildings, using woodworking machines, carpenter's hand tools, or power tools.",0.0
-"Build photonics tools to be applied to electrical grids to detect hot spots, such as failing insulators or conductors.",0.0
-"Build prototype optomechanical devices for use in equipment such as aerial cameras, gun sights, or telescopes.",0.0
-Build semi-raw rubber treads onto buffed tire casings to prepare tires for vulcanization in recapping or retreading processes.,0.0
-Build sleds from logs and timbers for use in hauling camp buildings and machinery through wooded areas.,0.0
-"Build underbeds and install anchor bolts, wires, and brackets.",0.0
-Build wheels by cutting and threading new spokes.,0.0
-"Build wooden molds, and clamp molds around area to be repaired, using hand tools.",0.0
-"Build wooden molds, clamping molds around areas to be repaired, or setting up frames to the proper depth and alignment.",0.0
-"Build, configure, or test robots or robotic applications.",0.0
-"Build, repair, and install wooden steps, scaffolds, and walkways to gain access to or permit improved view of exhibited equipment.",0.0
-"Build, test, and modify product prototypes, using working models or theoretical models constructed with computer simulation.",0.0
-"Bundle and band material such as fodder or tobacco leaves, using banding machines.",0.0
-Bundle mail in preparation for delivery or transportation to relay boxes.,0.0
-"Bundle, label, and route sorted mail to designated areas, depending on destinations and according to established procedures and deadlines.",0.0
-"Butcher and clean fowl, fish, poultry, and shellfish to prepare for cooking or serving.",0.0
-"Butcher and dress animals, fowl, or shellfish, or cut and bone meat prior to cooking.",0.0
-"Buy and sell jewelry, or serve as agents between buyers and sellers.",0.0
-Buy merchandise or commodities for resale to wholesale or retail consumers.,0.0
-"Buy or sell stocks, bonds, commodity futures, foreign currencies, or other securities on behalf of investment dealers.",1.0
-Buy products from manufacturers or brokerage firms and distribute them to wholesale and retail clients.,0.0
-"Cable, brace, tie, bolt, stake, and guy trees and branches to provide support.",0.0
-Calculate actual treatment dosages delivered during each session.,0.0
-Calculate amount of claim.,0.0
-Calculate amount of debt and funds available to plan methods of payoff and to estimate time for debt liquidation.,0.0
-"Calculate amount of pollutant in samples or compute air pollution or gas flow in industrial processes, using chemical and mathematical formulas.",0.0
-"Calculate amounts of materials to be loaded into furnaces, adjusting amounts as necessary for specific conditions.",0.0
-"Calculate amounts of required materials and estimate costs, based on surface measurements or work orders.",0.0
-"Calculate and compile order-related statistics, and prepare reports for management.",0.0
-"Calculate and prepare checks for utilities, taxes, and other payments.",0.0
-Calculate and quote charges for services such as long-distance connections.,0.0
-"Calculate and quote rates for tours, stocks, insurance policies, or other products or services.",0.0
-Calculate and record department expenses and revenue.,0.0
-Calculate angles and courses and determine vertical and horizontal alignment of courses.,0.0
-Calculate anticipated drug usage for a prescribed period.,0.0
-Calculate applicable government grain quotas.,0.0
-"Calculate bills according to record of repairs made, labor time, and parts used.",0.0
-Calculate clients' available monthly income to meet debt obligations.,0.0
-Calculate corrections for refractive errors.,0.0
-Calculate costs for billings or commissions.,0.0
-"Calculate costs of materials, overhead, and other expenses, based on estimates, quotations and price lists.",0.0
-"Calculate costs of orders, and charge or forward invoices to appropriate accounts.",0.0
-"Calculate design specifications or cost, material, and resource estimates, and prepare project schedules and budgets.",0.0
-"Calculate dimensions or tolerances, using instruments, such as micrometers or vernier calipers.",0.0
-"Calculate dimensions, square footage, profile and component specifications, and material quantities, using calculator or computer.",0.0
-Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.,0.0
-Calculate duty and tariff payments owed on shipments.,0.0
-"Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.",0.0
-"Calculate equipment operating factors, such as radiation times, dosages, temperatures, gamma intensities, or pressures, using standard formulas and conversion tables.",0.0
-Calculate etching time based on thickness of material to be removed from wafers or crystals.,0.0
-Calculate excavation tonnage and prepare graphs and fill-hauling diagrams for use in earth-moving operations.,0.0
-"Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers.",0.8706
-Calculate form preparation fees according to return complexity and processing time required.,0.0
-"Calculate gas ratios to detect deviations from specifications, using testing apparatus.",0.0
-"Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.",0.0
-"Calculate heat loss and gain of buildings and structures to determine required equipment specifications, following standard procedures.",0.0
-Calculate heat loss and heat gain factors for residential properties to determine heating and cooling required by installed geothermal systems.,0.0
-"Calculate heights, depths, relative positions, property lines, and other characteristics of terrain.",0.0
-"Calculate labor and equipment requirements and production specifications, using standard formulas.",0.0
-"Calculate latitudes, longitudes, angles, areas, or other information for mapmaking, using survey field notes or reference tables.",0.0
-Calculate load estimates or equipment requirements to determine required control settings.,0.0
-"Calculate load weights for different aircraft compartments, using charts and computers.",0.0
-Calculate machine speed and feed ratios and the size and position of cuts.,0.0
-Calculate material requirements or yields according to formulas.,0.0
-"Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure.",0.0
-"Calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies.",0.0
-Calculate potential energy savings by comparing estimated energy consumption of proposed design to baseline standards.,0.0
-Calculate potential for energy savings.,0.0
-"Calculate potential solar resources or solar array production for a particular site considering issues such as climate, shading, and roof orientation.",0.0
-Calculate premiums and establish payment method.,0.0
-"Calculate premiums, refunds, commissions, adjustments, or new reserve requirements, using insurance rate standards.",0.0
-"Calculate purchase subtotals, taxes, and shipping costs for submission to customers.",0.0
-Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval.,0.0
-"Calculate revenue, sales, and expenses, using financial accounting or spreadsheet software.",0.0
-Calculate safe radiation exposure times for personnel using plant contamination readings and prescribed safe levels of radiation.,0.0
-Calculate sample size requirements for clinical studies.,0.0
-"Calculate sightings of land, using electronic sounding devices and following contour lines on charts.",0.0
-Calculate tax bills for properties by multiplying assessed values by jurisdiction tax rates.,0.0
-"Calculate test result values, using standard formulas.",0.0
-"Calculate the delivery of radiation treatment, such as the amount or extent of radiation per session, based on the prescribed course of radiation therapy.",0.0
-Calculate the efficiency or power output of a fuel cell system or process.,0.0
-Calculate the exact horizontal and vertical position of points on the Earth's surface.,0.0
-Calculate the value of chips won or lost by players.,0.0
-"Calculate the value of property based on comparisons to recent sales, estimated cost to reproduce, and anticipated property income streams.",0.0
-"Calculate total board feet, cordage, or other wood measurement units, using conversion tables.",0.0
-"Calculate total payments received during a time period, and reconcile this with total sales.",0.0
-Calculate valve areas from blood flow velocity measurements.,0.0
-"Calculate weight, volume, or cost of goods to be moved.",0.0
-"Calculate weights, volumes, and stress factors and their implications for technical aspects of designs.",0.0
-"Calculate, measure, and record radiation dosage or radiopharmaceuticals received, used, and disposed, using computer and following physician's prescription.",0.0
-"Calculate, measure, load, or mix biomass feedstock for power generation.",0.0
-"Calculate, measure, load, or mix refined feedstock used in biofuels production.",0.0
-"Calculate, measure, or prepare radioisotope dosages.",0.0
-"Calculate, or verify calculations of, prescribed radiation doses.",0.0
-"Calculate, prepare, and issue bills, invoices, account statements, and other financial statements according to established procedures.",0.0
-"Calculate, review, and correct errors on interest, principal, payment, and closing costs, using computers or calculators.",0.0
-"Calibrate and align components, using scales, gauges, and other measuring instruments.",0.0
-"Calibrate and maintain chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools.",0.0
-Calibrate and test anesthesia equipment.,0.0
-"Calibrate and test equipment, and locate circuit and component faults, using hand and power tools and measuring and testing instruments such as resistance meters and oscilloscopes.",0.0
-"Calibrate and verify accuracy of light meters, shutter diaphragm operation, or lens carriers, using timing instruments.",0.0
-Calibrate data collection equipment.,0.0
-"Calibrate devices by comparing measurements of pressure, temperature, humidity, or other environmental conditions to known standards.",0.0
-Calibrate exercise or testing equipment.,0.0
-"Calibrate instrumentation, such as meters, gauges, and regulators, for pressure, temperature, flow, and level.",0.0
-"Calibrate liquid flow devices and meters, including fuel, chemical, and water meters.",0.0
-"Calibrate liquid flow devices or meters, including fuel, chemical, and water meters.",0.0
-Calibrate magnetic resonance imaging (MRI) console or peripheral hardware.,0.0
-Calibrate microscopes or test instruments.,0.0
-"Calibrate nanotechnology equipment, such as weighing, testing, or production equipment.",0.0
-"Calibrate or adjust equipment to ensure quality production, using tools such as calipers, micrometers, height gauges, protractors, or ring gauges.",0.0
-"Calibrate or maintain machines, such as those used for plasma collection.",0.0
-Calibrate testing instruments and installed or repaired equipment to prescribed specifications.,0.0
-Calibrate testing instruments.,0.0
-Calibrate thermostats for specified temperature or pressure settings.,0.0
-"Calibrate vehicle systems, including control algorithms or other software systems.",0.0
-"Calibrate, troubleshoot, or repair equipment and correct malfunctions, as needed.",0.0
-"Calibrate, validate, or maintain laboratory equipment.",0.0
-Call customers to collect payment on delinquent accounts.,0.0
-"Call emergency responders or the proper authorities and provide motorist assistance, such as giving directions or helping jump start a stalled vehicle.",0.0
-"Call on policyholders to deliver and explain policy, to analyze insurance program and suggest additions or changes, or to change beneficiaries.",0.0
-Call on prospective customers to explain company services or to solicit new business.,0.0
-"Call or meet with union, company, government, or other interested parties to discuss labor relations matters, such as contract negotiations or grievances.",0.0
-Call out train signals to assistants to verify meanings.,0.0
-Call patients to inquire about their post-operative status or recovery.,0.0
-"Call police or fire departments in cases of emergency, such as fire or presence of unauthorized persons.",0.0
-"Call police or fire departments in cases of emergency, such as fire, bomb threats, and presence of unauthorized persons.",0.0
-Call upon witnesses to testify at hearing.,0.0
-Cancel letter or parcel post stamps by hand.,0.0
-Cancel orders based on customer requests or inventory or delivery problems.,0.9947
-"Cap wells with packers, or turn valves, to regulate outflow of oil from wells.",0.0
-"Capture and remove stray, uncontrolled, or abused animals from undesirable conditions, using nets, nooses, or tranquilizer darts as necessary.",0.0
-"Capture or segregate waste material, such as aluminum swarf, machine cutting fluid, or solvents, for recycling or environmentally responsible disposal.",0.0
-Care for and monitor the condition of animals recovering from surgery.,0.0
-"Care for and treat women during prenatal, natal, and postnatal periods.",0.0
-"Care for artificial turf fields, periodically removing the turf and replacing cushioning pads or vacuuming and disinfecting the turf after use to prevent the growth of harmful bacteria.",0.0
-"Care for athletic injuries, using physical therapy equipment, techniques, or medication.",0.0
-"Care for children in institutional setting, such as group homes, nursery schools, private businesses, or schools for the handicapped.",0.0
-Care for children who are disabled or who have sick or disabled parents.,0.0
-"Care for established lawns by mulching, aerating, weeding, grubbing, removing thatch, or trimming or edging around flower beds, walks, or walls.",0.0
-"Care for individuals or families during periods of incapacitation, family disruption, or convalescence, providing companionship, personal care, or help in adjusting to new lifestyles.",0.0
-"Care for natural turf fields, making sure the underlying soil has the required composition to allow proper drainage and to support the grasses.",0.0
-"Care for non-clothing items, such as flags, table skirts, or draperies.",0.0
-"Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.",0.0
-Carry flowers to hearses or limousines for transportation to places of interment.,0.0
-"Carry food supplies, equipment, and utensils to and from storage and work areas.",0.0
-"Carry food, dishes, trays, or silverware from kitchens or supply departments to serving counters.",0.0
-"Carry food, silverware, or linen on trays or use carts to carry trays.",0.0
-Carry injured offenders or employees to safety and provide emergency first aid when necessary.,0.0
-Carry linens to or from laundry areas.,0.0
-"Carry linens, towels, toilet items, and cleaning supplies, using wheeled carts.",0.0
-Carry messages or documents between departments.,0.0
-Carry needed tools or supplies from storage or trucks and return them after use.,0.0
-"Carry out environmental assessments in accordance with applicable standards, regulations, or laws.",0.0
-"Carry out general yard duties, such as performing shunting on railway lines.",0.0
-"Carry out non-destructive testing, such as tests for cracks on the legs of oil rigs at sea.",0.0
-"Carry out special services for customers, such as ordering bank cards and checks.",0.0
-"Carry out therapeutic regimens, such as behavior modification and personal development programs, under the supervision of special education instructors, psychologists, or speech-language pathologists.",0.0
-"Carry out unusual requests, such as searching for hard-to-find items or arranging for exotic services, such as hot-air balloon rides.",0.0
-"Carry springs to tops of doors, using ladders or scaffolding, and attach springs to tracks to install spring systems.",0.0
-Carry trays from food counters to tables for cafeteria patrons.,0.0
-"Carve and trim meats such as beef, veal, ham, pork, and lamb for hot or cold service, or for sandwiches.",0.0
-Carve designs and letters onto metal for transfer to other surfaces.,0.0
-"Carve designs or figures in full or bas relief on stone, employing knowledge of stone carving techniques and sense of artistry to produce carvings consistent with designers' plans.",0.0
-"Carve rough designs freehand or by chipping along marks on stone, using mallets and chisels or pneumatic tools.",0.0
-"Cash checks and pay out money after verifying that signatures are correct, that written and numerical amounts agree, and that accounts have sufficient funds.",0.0
-Cash checks and process credit card advances for patrons.,0.0
-Cash checks for customers.,0.0
-Cash money orders.,0.0
-"Catalogue and sort books and other print and non-print materials according to procedure and return them to shelves, files, or other designated storage areas.",0.0
-"Catch hot rivets in buckets and insert rivets in holes, using tongs.",0.0
-Cement or nail flashing strips of metal or shingle over joints to make them watertight.,0.0
-Cement the edges of the paved area.,0.0
-"Cement, nail, or sew soles and heels to shoes.",0.0
-Chain or clamp frames and sections to alignment machines that use hydraulic pressure to align damaged components.,0.0
-Chair nursing departments or committees.,0.0
-"Challenge suspicious people, requesting their badges and asking what their business is in a particular areas.",0.0
-"Change aircraft oil, coolant, or other fluids.",0.0
-"Change alignment and adjustment of sanding, cutting, or boring machine guides to prevent defects in finished products, using hand tools.",0.0
-Change bed linens or make beds.,0.0
-Change charts in recording meters.,0.0
-"Change dies on extruding machines, according to production line changes.",0.0
-Change dressings on wounds.,0.0
-Change dressings.,0.0
-"Change linens, such as bed sheets and pillow cases.",0.0
-"Change machine gears, using wrenches.",0.0
-"Change oil, hydraulic fluid, or other lubricants to maintain condition of hydroelectric plant equipment.",0.0
-"Change or replace saw blades, cables, cutter heads, and grinding wheels, using hand tools.",0.0
-"Change or rotate window displays, interior display areas, or signage to reflect changes in inventory or promotion.",0.0
-"Change press plates, blankets, or cylinders, as required.",0.0
-"Change soiled linens, such as bed linens, drapes, or cubicle curtains.",0.0
-"Change spark plugs, fuel filters, air filters, and batteries in hybrid electric vehicles.",0.0
-Change timing weights on balance wheels to correct deficient timing.,0.0
-Change water filters.,0.0
-"Change worn cutting tools, using wrenches.",0.0
-"Change worn machine accessories, such as cutting tools or brushes, using hand tools.",0.0
-Chaperone group-sponsored trips and social functions.,0.0
-"Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments.",0.0
-Chart conditions of decay and disease for diagnosis and treatment by dentist.,0.0
-Check adhesives to ensure that they will work and will remain durable.,0.0
-"Check aircraft prior to flights to ensure that the engines, controls, instruments, and other systems are functioning properly.",0.0
-"Check all dies, templates, and cutout patterns to be used in the manufacturing process to ensure that they conform to dimensional data, photographs, blueprints, samples, or customer specifications.",0.0
-"Check all layers of maps to ensure accuracy, identifying and marking errors and making corrections.",0.0
-Check all load-related documentation for completeness and accuracy.,0.0
-Check and analyze operating system or application log files regularly to verify proper system performance.,0.0
-Check and approve the quality of diagnostic images before patients are discharged.,0.0
-"Check and maintain diving equipment, such as helmets, masks, air tanks, harnesses, or gauges.",0.0
-Check and maintain equipment to ensure that it is in working order.,0.0
-Check antenna positioning to ensure specified azimuths or mechanical tilts and adjust as necessary.,0.0
-"Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.",0.0
-Check baggage and cargo and direct passengers to designated locations for loading.,0.0
-Check baggage or cargo to ensure that it has been loaded correctly.,0.0
-Check books in and out of the library.,0.0
-Check building codes and zoning bylaws to determine any effects on the properties being appraised.,0.0
-"Check completed products for conformance to specifications and for defects by measuring with rulers or micrometers, by checking them visually, or by tapping them to detect bubbles or dead spots.",0.0
-Check completed program logs for accuracy and conformance with Federal Communications Commission (FCC) rules and regulations and resolve program log inaccuracies.,0.0
-"Check completed work for spelling, grammar, punctuation, and format.",0.7741
-"Check computations of interest accrued, premiums due, and settlement surrender on loan values.",0.0
-Check conditions and traffic at different altitudes in response to pilots' requests for altitude changes.,0.0
-Check conditions and weights of vessels to ensure cleanliness and compliance with loading procedures.,0.0
-Check conditions of trailers after contents have been unloaded to ensure that there has been no damage.,0.0
-"Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.",0.0
-"Check courtroom for security and cleanliness and assure availability of sundry supplies, such as notepads, for use by judge, jurors, and attorneys.",0.0
-"Check data input or verify totals on forms prepared by others to detect errors in arithmetic, data entry, or procedures.",0.903
-Check dimensions of materials to be used and assign numbers to lists of materials.,0.0
-Check dimensions of materials to be used and assign numbers to the materials.,0.0
-"Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations.",0.0
-Check equipment to ensure that it is operating properly.,0.0
-"Check equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary.",0.0
-"Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.",0.0
-"Check finished wallcoverings for proper alignment, pattern matching, and neatness of seams.",0.0
-Check floors of plants to ensure that they are strong enough to support heavy machinery.,0.0
-Check for and remove moisture or contamination in damaged areas and keep areas dry until repairs are complete.,0.0
-"Check for corrosion, distortion, and invisible cracks in the fuselage, wings, and tail, using x-ray and magnetic inspection equipment.",0.0
-"Check for damaged library materials, such as books or audio-visual equipment, and provide replacements or make repairs.",0.0
-"Check for side effects, such as skin irritation, nausea, or hair loss to assess patients' reaction to treatment.",0.0
-"Check for, and ensure compliance with, environmental laws, and notify law enforcement when violations are identified.",0.0
-Check fuel supplies at sites to ensure adequate availability.,0.0
-"Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.",0.0
-"Check hydroelectric operations for compliance with prescribed operating limits, such as loads, voltages, temperatures, lines, or equipment.",0.0
-Check identification of customers to verify age requirements for purchase of alcohol.,0.0
-Check identifications to verify age of players.,0.0
-Check import or export documentation to determine cargo contents and use tariff coding system to classify goods according to fee or tariff group.,0.0
-Check inventory records to determine availability of requested merchandise.,0.0
-"Check items to ensure that addresses are legible and correct, that sufficient postage has been paid or the appropriate documentation is attached, and that items are in a suitable condition for processing.",0.0
-Check mail to ensure correct postage and that packages and letters are in proper condition for mailing.,0.0
-Check military flight plans with civilian agencies.,0.0
-"Check original texts or confer with authors to ensure that translations retain the content, meaning, and feeling of the original material.",0.0
-Check passenger and cargo distributions and fuel amounts to ensure that weight and balance specifications are met.,0.0
-"Check passengers' tickets to ensure that they are valid, and to determine whether passengers have designations that require special handling, such as providing photo identification.",0.0
-"Check patients' pulse, temperature, and respiration.",0.0
-Check patrons' identification to ensure that they meet minimum age requirements for consumption of alcoholic beverages.,0.0
-Check preliminary and final proofs for errors and make necessary corrections.,0.0
-"Check products for quality, and identify damaged or expired goods.",0.0
-Check radiation therapy equipment to ensure proper operation.,0.0
-"Check raw ingredients for maturity or stability for processing, and finished products for safety, quality, and nutritional value.",0.0
-"Check reference materials, such as books, news files, or public records, to obtain relevant facts.",0.8888
-Check road or weather conditions to determine how routes will be affected.,0.0
-Check shipments when they arrive to ensure that orders have been filled correctly and that goods meet specifications.,0.0
-"Check slopes for conformance to requirements, using levels or lasers.",0.0
-Check source data to verify completeness and accuracy.,0.0
-Check spa equipment to ensure proper functioning.,0.0
-Check specifications of materials loaded or unloaded against information contained in work orders.,0.0
-Check sterile supplies to ensure that they are not outdated.,0.0
-Check stock levels and reorder merchandise as necessary.,0.0
-"Check supplies to ensure adequate availability, and order new supplies when necessary.",0.0
-"Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.",0.0
-"Check tax forms to verify that names and taxpayer identification numbers are correct, that computations have been performed correctly, or that amounts match those on supporting documentation.",0.0
-Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo.,0.0
-"Check temperatures of freezers, refrigerators, or heating equipment to ensure proper functioning.",0.0
-Check that bridges are clear of vehicles and pedestrians prior to opening.,0.0
-"Check that safety regulations and building codes are met, and complete service reports verifying conformance to standards.",0.0
-Check the air quality of ventilation systems and make adjustments to ensure compliance with mandated safety codes.,0.0
-Check the appearance of costumes on stage or under lights to determine whether desired effects are being achieved.,0.0
-"Check the condition of a vehicle's tires, brakes, windshield wipers, lights, oil, fuel, water, and safety equipment to ensure that everything is in working order.",0.0
-Check the flight performance of new and experimental planes.,0.0
-Check the forms that hold the concrete to see that they are properly constructed.,0.0
-Check the quality of raw materials to ensure that standards and specifications are met.,0.0
-Check the quality of raw or cooked food products to ensure that standards are met.,0.0
-Check the quantity and quality of received products.,0.0
-Check the stability of roof and rib support systems before mining face areas.,0.0
-"Check the texture, color, and strength of leather to ensure that it is adequate for a particular purpose.",0.0
-"Check tire pressure and levels of fuel, motor oil, transmission, radiator, battery, or other fluids, adding air or fluids as required.",0.0
-Check to ensure that all players have placed bets before play begins.,0.0
-Check to ensure that all players have placed their bets before play begins.,0.0
-Check to ensure that appropriate changes were made to resolve customers' problems.,0.0
-Check to ensure that brake examination tests are conducted at shunting stations.,0.0
-Check to ensure that completed roofs are watertight.,0.0
-"Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.",0.0
-"Check to ensure that food, beverages, blankets, reading material, emergency equipment, and other supplies are aboard and are in adequate supply.",0.0
-Check to ensure that workpieces are properly lubricated and cooled during machine operation.,0.0
-"Check to see that trains are equipped with supplies such as fuel, water, and sand.",0.0
-Check translations of technical terms and terminology to ensure that they are accurate and remain consistent throughout translation revisions.,0.0
-Check value of customer collateral to be held as loan security.,0.0
-"Check vehicles to ensure that mechanical, safety, and emergency equipment is in good working order.",0.0
-"Check victims for signs of life, such as breathing and pulse.",0.0
-"Check with customers to ensure that they are enjoying their meals, and take action to correct any problems.",0.0
-Check with employers or other references to verify answers and obtain further information.,0.0
-Check with home offices after completed deliveries to confirm deliveries and collections and to receive instructions for other deliveries.,0.0
-"Check work completed by loan officers, attorneys, or other professionals to ensure that it is performed properly.",0.0
-Check work pieces to ensure that they are properly lubricated or cooled.,0.0
-"Check, test, and maintain automatic controls and alarm systems.",0.0
-"Check, test, and maintain cardiology equipment, making minor repairs when necessary, to ensure proper operation.",0.0
-"Chip and clean rust spots on decks, superstructures, or sides of ships, using wire brushes and hand or air chipping machines.",0.0
-"Chip or grind off excess weld, slag, or spatter, using hand scrapers or power chippers, portable grinders, or arc-cutting equipment.",0.0
-"Chip slag from linings of ladles or remove linings when beyond repair, using hammers and chisels.",0.0
-"Chip, scrape, and grind high spots, ridges, and rough projections to finish concrete, using pneumatic chisels, power grinders, or hand tools.",0.0
-"Chip, scrape, or grind high spots, ridges, or rough projections to finish concrete, using pneumatic chisel, hand chisel, or other hand tools.",0.0
-"Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris.",0.0
-"Choose routes, altitudes, and speeds that will provide the fastest, safest, and smoothest flights.",0.0
-Choose settings and locations for films and determine how scenes will be shot in these settings.,0.0
-"Choose subject matter and suitable form to express personal feelings and experiences or ideas, or to narrate stories or events.",0.0
-"Choose the music, sound effects, or spoken narrative to accompany a dance.",0.0
-"Chop tar into small pieces, and heat chopped tar in kettles.",0.0
-"Circulate among gaming tables to ensure that operations are conducted properly, that dealers follow house rules, or that players are not cheating.",0.0
-"Circulate among potential customers or travel by foot, truck, automobile, or bicycle to deliver or sell merchandise or services.",0.0
-"Circulate among visitors, patrons, or employees to preserve order and protect property.",0.0
-Claim missing issues of periodicals and journals.,0.0
-Clamp holding fixtures on ends of hoisting cables.,0.0
-Clamp metal and plywood strips around dies or patterns to form molds.,0.0
-"Clamp regulator units into vises on stages above water tanks, and attach compressed air hoses to intake ports.",0.0
-Clamp seals around valves to secure tanks.,0.0
-"Clamp, ligate, or cauterize blood vessels to control bleeding during surgical entry, using hemostatic clamps, suture ligatures, or electrocautery equipment.",0.0
-Classify and assign registration numbers to artifacts and supervise inventory control.,0.0
-Classify and catalog items according to content and purpose.,0.9918
-Classify goods according to tariff coding system.,0.0
-"Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.",0.9664
-"Clean aircraft interiors by picking up waste, wiping down windows, or vacuuming.",0.0
-"Clean aircraft structures, parts, or components, using aqueous, semi-aqueous, aliphatic hydrocarbon, or organic solvent cleaning products or techniques to reduce carbon or other harmful emissions.",0.0
-"Clean and clear debris from culverts, catch basins, drop inlets, ditches, and other drain structures.",0.0
-Clean and disinfect areas in which bodies are prepared and embalmed.,0.0
-Clean and disinfect domestic basements and other areas flooded by sewer stoppages.,0.0
-Clean and disinfect rooms and furnishings to maintain a safe and orderly environment.,0.0
-Clean and disinfect surgical equipment.,0.0
-Clean and dress machine surfaces and component parts.,0.0
-"Clean and drive funeral vehicles, such as cars or hearses, in funeral processions.",0.0
-Clean and file master copies or plates.,0.0
-"Clean and finish patterns or templates, using emery cloths, files, scrapers, and power grinders.",0.0
-"Clean and help maintain equipment or work areas and sterilize glassware, according to prescribed methods.",0.0
-"Clean and inspect galley equipment, kitchen appliances, and work areas to ensure cleanliness and functional operation.",0.0
-Clean and lubricate bicycle parts.,0.0
-"Clean and lubricate boilers and auxiliary equipment and make minor adjustments as needed, using hand tools.",0.0
-"Clean and lubricate cameras and polish camera lenses, using cleaning materials and work aids.",0.0
-"Clean and lubricate cutting machines, conveyors, blades, saws, or knives, using steam hoses, scrapers, brushes, or oil cans.",0.0
-"Clean and lubricate equipment, and make minor repairs and adjustments.",0.0
-Clean and lubricate equipment.,0.0
-Clean and lubricate machines.,0.0
-"Clean and lubricate parts and subassemblies, using grease paddles or oilcans.",0.0
-Clean and lubricate parts.,0.0
-"Clean and lubricate timepiece parts and assemblies, using solvents, buff sticks, and oil.",0.0
-"Clean and maintain equipment, including replacing etching and rinsing solutions and cleaning bath containers and work area.",0.0
-"Clean and maintain equipment, using hand tools.",0.0
-"Clean and maintain equipment, using water hoses and scrapers.",0.0
-"Clean and maintain extruding and forming machines, using hand tools.",0.0
-Clean and maintain fire stations and fire fighting equipment and apparatus.,0.0
-"Clean and maintain gluing and cementing machines, using solutions, lubricants, brushes, and scrapers.",0.0
-"Clean and maintain kennels, animal holding areas, examination or operating rooms, or animal loading or unloading facilities to control the spread of disease.",0.0
-"Clean and maintain lobby and common areas, such as restocking supplies and watering plants.",0.0
-"Clean and maintain machinery, equipment, and work areas to ensure proper functioning and safe working conditions.",0.0
-"Clean and maintain pressing machines, using cleaning solutions and lubricants.",0.0
-Clean and maintain slot machines and surrounding areas.,0.0
-"Clean and maintain supplies, tools, equipment, and storage areas to ensure compliance with safety regulations.",0.0
-"Clean and maintain tanks, filter beds, and other work areas, using hand tools and power tools.",0.0
-"Clean and maintain tools and equipment, using solvents, brushes, and rags.",0.0
-Clean and maintain tools and equipment.,0.0
-"Clean and maintain tools, test equipment, and motor vehicles.",0.0
-Clean and manipulate raw data using statistical software.,0.0
-Clean and oil machine parts.,0.0
-"Clean and oil pulleys, blocks, and cables.",0.0
-"Clean and organize eating, service, and kitchen areas.",0.0
-Clean and organize work area and disinfect equipment after treatment.,0.0
-Clean and paint completed tires.,0.0
-"Clean and polish counters, shelves, walls, furniture, or equipment in food service areas or other areas of restaurants and mop or vacuum floors.",0.0
-Clean and polish engraved areas.,0.0
-"Clean and polish footwear, using brushes, sponges, cleaning fluid, polishes, waxes, liquid or sole dressing, and daubers.",0.0
-Clean and polish furniture and fixtures.,0.0
-"Clean and polish metal items and jewelry pieces, using jewelers' tools, polishing wheels, and chemical baths.",0.0
-Clean and polish removable appliances.,0.0
-Clean and polish shoes.,0.0
-Clean and polish vehicle windows.,0.0
-"Clean and polish wood trim, brass, or other metal parts.",0.0
-Clean and prepare sites for excavation or boring.,0.0
-"Clean and prepare surfaces for applications of plaster, cement, stucco, or similar materials, such as by drywall taping.",0.0
-Clean and press costumes before and after performances and perform any minor repairs.,0.0
-Clean and reinstall parts.,0.0
-"Clean and remove blockages from infested areas to facilitate spraying procedures and provide drainage, using brooms, mops, shovels, or rakes.",0.0
-Clean and remove damaged or otherwise inferior materials to prepare raw products for processing.,0.0
-Clean and renew steam traps.,0.0
-"Clean and repair septic tanks, sewer lines, or related structures such as manholes, culverts, and catch basins.",0.0
-"Clean and restock operating room, gathering and placing equipment and supplies and arranging instruments according to instructions, such as a preference card.",0.0
-"Clean and restore building interiors damaged by fire, smoke, or water, using commercial cleaning equipment.",0.0
-Clean and salt hides.,0.0
-Clean and sanitize athletic training rooms.,0.0
-"Clean and sanitize patient rooms, bathrooms, examination rooms, or other patient areas.",0.0
-Clean and sanitize tools and work environment.,0.0
-"Clean and sanitize work areas, equipment, utensils, dishes, or silverware.",0.0
-"Clean and smooth molds, cores, and core boxes, and repair surface imperfections.",0.0
-Clean and sterilize instruments and dispose of contaminated supplies.,0.0
-"Clean and sterilize instruments, equipment, or materials.",0.0
-"Clean and sterilize scissors, combs, clippers, and other instruments.",0.0
-Clean and sterilize vats and factory processing areas.,0.0
-Clean and tidy hotel lounge.,0.0
-Clean and tidy up the shop.,0.0
-"Clean and wash rigs, ambulances, or equipment.",0.0
-"Clean bars, work areas, and tables.",0.0
-"Clean biofuels processing work area, ensuring compliance with safety regulations.",0.0
-"Clean boats and repair hulls and superstructures, using hand tools, paint, and brushes.",0.0
-Clean brass particles from files by drawing file cards through file grooves.,0.0
-"Clean building floors by sweeping, mopping, scrubbing, or vacuuming.",0.0
-"Clean calcareous deposits, accretions, and stains from teeth and beneath margins of gums, using dental instruments.",0.0
-Clean casino areas.,0.0
-"Clean cells, cell assemblies, glassware, leads, electrical connections, and battery poles, using scrapers, steam, water, emery cloths, power grinders, or acid.",0.0
-"Clean chimneys, flues, and connecting pipes, using power or hand tools.",0.0
-"Clean chipped area, using wire brush, and feel and observe surface to determine if it is rough or uneven.",0.0
-Clean classrooms.,0.0
-"Clean common areas, change light bulbs, and make minor property repairs.",0.0
-"Clean containers, materials, supplies, or work areas, using cleaning solutions and hand tools.",0.0
-"Clean contaminated equipment or areas for reuse, using detergents or solvents, sandblasters, filter pumps, or steam cleaners.",0.0
-"Clean dies, arbors, compression chambers, and molds, using swabs, sponges, or air hoses.",0.0
-"Clean display cases, shelves, and aisles.",0.0
-"Clean door closer parts, using caustic soda, rotary brushes, or grinding wheels.",0.0
-Clean engine parts and keep engine rooms clean.,0.0
-"Clean engines, sediment bulk and screens, and carburetors, adjusting carburetor float levels.",0.0
-"Clean equipment and areas of amusement park, cruise ship, or other recreational facility.",0.0
-Clean equipment and work areas.,0.0
-"Clean equipment with steam, hot water, and hoses.",0.0
-"Clean equipment, such as wheelchairs, hospital beds, or portable medical equipment, documenting needed repairs or maintenance.",0.0
-"Clean excess mortar or grout from surface of marble, stone, or monument, using sponge, brush, water, or acid.",0.0
-"Clean fabrics, using vacuums or air hoses.",0.0
-Clean facilities and equipment such as dog pens and animal control trucks.,0.0
-Clean facilities such as floors or locker rooms.,0.0
-Clean facilities.,0.0
-"Clean finished lenses and eyeglasses, using cloths and solvents.",0.0
-"Clean food preparation areas, cooking surfaces, and utensils.",0.0
-"Clean food preparation equipment, work areas, and counters or tables.",0.0
-Clean funeral home facilities and grounds.,0.0
-Clean funeral parlors or chapels.,0.0
-Clean garbage cans with water or steam.,0.0
-"Clean glasses, utensils, and bar equipment.",0.0
-"Clean hoppers, and clean spillage from tracks, walks, driveways, and conveyor decking.",0.0
-"Clean ink fountains, plates, or printing unit cylinders when press runs are completed.",0.0
-"Clean installation site, mixing and storage areas, tools, machines, and equipment, and store materials and equipment.",0.0
-"Clean installation surfaces, equipment, tools, work sites, or storage areas, using water, chemical solutions, oxygen lances, or polishing machines.",0.0
-Clean instruments to prepare them for sterilization.,0.0
-Clean interiors of processing units by circulating chemicals and solvents within units.,0.0
-"Clean interiors of tank cars or tank trucks, using mechanical spray nozzles.",0.0
-"Clean internal compartments and moving parts, using rags and cleaning compounds.",0.0
-Clean job sites.,0.0
-"Clean kennels, animal holding areas, surgery suites, examination rooms, or animal loading or unloading facilities to control the spread of disease.",0.0
-"Clean laboratory equipment, such as glassware or metal instruments, using solvents, brushes, rags, or power cleaning equipment.",0.0
-Clean laboratory facilities.,0.0
-Clean lenses of lamps with cloths and solvents.,0.0
-"Clean machine filters, and lubricate equipment.",0.0
-"Clean machines and machine parts, using cleaning solvents, cloths, air guns, hoses, vacuums, or other equipment.",0.0
-"Clean machines, perform minor repairs, and report major repair needs.",0.0
-"Clean machines, tooling, or parts, using solvents or solutions and rags.",0.0
-"Clean materials, such as metals, according to recycling requirements.",0.0
-Clean mold-contaminated sites by removing damaged porous materials or thoroughly cleaning all contaminated nonporous materials.,0.0
-"Clean objects, such as paper, textiles, wood, metal, glass, rock, pottery, and furniture, using cleansers, solvents, soap solutions, and polishes.",0.0
-"Clean or degrease parts, using wire brushes, portable grinders, or chemical baths.",0.0
-"Clean or lubricate shafts, bearings, gears, or other parts of machinery.",0.0
-"Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment.",0.0
-"Clean or maintain photoprocessing or darkroom equipment, using ultrasonic equipment or cleaning and rinsing solutions.",0.0
-"Clean or maintain products, machines, or work areas.",0.0
-Clean or maintain tools or test equipment.,0.0
-Clean or make minor repairs to machines or equipment.,0.0
-"Clean or oil presses or make minor repairs, using hand tools.",0.0
-Clean or prepare construction sites to eliminate possible hazards.,0.0
-Clean or prepare various foods for cooking or serving.,0.0
-"Clean or sanitize work areas, utensils, or equipment.",0.0
-"Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools.",0.0
-"Clean or sterilize dishes, kitchen utensils, equipment, or facilities.",0.0
-Clean or sterilize ophthalmic or surgical instruments.,0.0
-"Clean or sterilize tanks, screens, inflow pipes, production areas, or equipment, using hoses, brushes, scrapers, or chemical solutions.",0.0
-"Clean oxides and scales from parts or fittings, using steam sprays or chemical and water baths.",0.0
-"Clean packaging containers, line and pad crates, or assemble cartons to prepare for product packing.",0.0
-"Clean parking areas, offices, restrooms, or equipment, and remove trash.",0.0
-Clean parts by spraying them with grease solvent or immersing them in tanks of solvent.,0.0
-"Clean parts, using cleaning solutions, air hoses, and cloths.",0.0
-"Clean plant growth, scale, paint, soil, or rust from meter housings, using wire brushes, scrapers, buffers, sandblasters, or cleaning compounds.",0.0
-"Clean pressure vessel equipment, using scrapers, wire brushes, and cleaning solvents.",0.0
-"Clean recycling yard by sweeping, raking, picking up broken glass and loose paper debris, or moving barrels and bins.",0.0
-Clean rooms and make beds.,0.0
-"Clean rooms, hallways, lobbies, lounges, restrooms, corridors, elevators, stairways, locker rooms, and other work areas so that health standards are met.",0.0
-"Clean rugs, carpets, upholstered furniture, and draperies, using vacuum cleaners and shampooers.",0.0
-"Clean school bus interiors by picking up waste, wiping down windows, or vacuuming.",0.0
-"Clean semiconductor wafers using cleaning equipment, such as chemical baths, automatic wafer cleaners, or blow-off wands.",0.0
-Clean service or seating areas.,0.0
-"Clean shelves, counters, and tables.",0.0
-"Clean shop, work area, and machines, using solvent and rags.",0.0
-Clean sides of whitewall tires.,0.0
-"Clean sporting equipment, vehicles, rides, booths, facilities, or grounds.",0.0
-"Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.",0.0
-"Clean surfaces of workpieces in preparation for coating, using cleaning fluids, solvents, brushes, scrapers, steam, sandpaper, or cloth.",0.0
-"Clean switches and replace contact points, using vacuum hoses, solvents, and hand tools.",0.0
-Clean tables or counters after patrons have finished dining.,0.0
-"Clean teeth, using dental instruments.",0.0
-"Clean the crematorium, including tables, floors, and equipment.",0.0
-"Clean the plastic work inside cars, using paintbrushes.",0.0
-Clean the projection booth.,0.0
-Clean tracks or clear ice or snow from tracks or switch boxes.,0.0
-Clean trucks or compactor bodies after routes have been completed.,0.0
-"Clean up before and after installation, including vacuuming carpet and discarding remnant pieces.",0.0
-Clean up spilled food or drink or broken dishes and remove empty bottles and trash.,0.0
-Clean up spilled oil by bailing it into barrels.,0.0
-Clean up work areas and remove debris after extraction activities are complete.,0.0
-"Clean windows, glass partitions, or mirrors, using soapy water or other cleaners, sponges, or squeegees.",0.0
-Clean windshields.,0.0
-Clean work area and check and store equipment after treatment.,0.0
-Clean work area and wash parts.,0.0
-Clean work area.,0.0
-Clean work areas and equipment.,0.0
-Clean work areas to ensure compliance with safety regulations.,0.0
-"Clean work areas, and maintain grounds and landscaping.",0.0
-"Clean work areas, machines, or equipment, to maintain a clean and safe job site.",0.0
-"Clean work areas, using air hoses, to remove damaged material and discarded fiberglass strips used in repair procedures.",0.0
-Clean work areas.,0.0
-Clean work site after completion of job.,0.0
-Clean work stations and sweep floors.,0.0
-"Clean working surface to remove scale, dust, soot, or chips of brick and mortar, using broom, wire brush, or scraper.",0.0
-"Clean workpieces, using wire brushes.",0.0
-"Clean, adjust, and maintain equipment, using hand tools.",0.0
-"Clean, check, and maintain sonographic equipment, submitting maintenance requests or performing minor repairs as necessary.",0.0
-"Clean, cut, and cook meat, fish, or poultry.",0.0
-"Clean, disinfect, or calibrate scopes or other endoscopic instruments according to manufacturer recommendations and facility standards.",0.0
-"Clean, finish, and lubricate molds and mold parts.",0.0
-"Clean, fuel, service, and perform safety checks on all equipment, and repair and replace parts as necessary.",0.0
-"Clean, gauge, and lubricate gun ports.",0.0
-"Clean, grade, or level ballast on railroad tracks.",0.0
-"Clean, inspect, or lubricate recyclable collection equipment or perform routine maintenance or minor repairs on recycling equipment, such as star gears, finger sorters, destoners, belts, and grinders.",0.0
-"Clean, lubricate, and adjust equipment, and replace filters and gaskets, using hand tools.",0.0
-"Clean, lubricate, and adjust equipment, using scrapers, solvents, air hoses, oil, and hand tools.",0.0
-"Clean, lubricate, and maintain mechanisms such as cables, pulleys, or grappling devices, making repairs, as necessary.",0.0
-"Clean, lubricate, and perform other routine maintenance work on equipment and vehicles.",0.0
-"Clean, lubricate, and refill equipment.",0.0
-"Clean, lubricate, and repair pumps and vessels, using hand tools and equipment.",0.0
-"Clean, lubricate, and touch up minor defects on newly installed or repaired appliances.",0.0
-"Clean, lubricate, maintain, and adjust equipment to maintain efficient operation, using air hoses, cleaning fluids, and hand tools.",0.0
-"Clean, lubricate, or adjust parts, equipment, or machinery.",0.0
-"Clean, lubricate, or maintain equipment, such as generators, turbines, pumps, or compressors, to prevent failure or deterioration.",0.0
-"Clean, maintain and prepare supplies and work areas.",0.0
-"Clean, maintain, and repair equipment, using hand tools, or request that repair and maintenance work be performed.",0.0
-"Clean, maintain, and sterilize instruments or equipment.",0.0
-"Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.",0.0
-"Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oil cans, or grease guns.",0.0
-"Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oilcans, and grease guns.",0.0
-"Clean, oil, and make minor adjustments or repairs to machinery and equipment, such as opening valves or setting guides.",0.0
-"Clean, oil, or adjust mechanical parts to maintain machines' operating efficiency and to prevent breakdowns.",0.0
-"Clean, oil, or coat system components, as necessary, before assembly or attachment.",0.0
-"Clean, refuel, and change oil in line service aircraft.",0.0
-"Clean, restore, and preserve artifacts.",0.0
-"Clean, rinse, and dry timepiece parts, using solutions and ultrasonic or mechanical watch-cleaning machines.",0.0
-"Clean, rinse, and dry transformer cases, using boiling water, scrapers, solvents, hoses, and cloths.",0.0
-"Clean, sand, and paint parts of percussion instruments to maintain their condition.",0.0
-"Clean, shape, and polish fingernails and toenails, using files and nail polish.",0.0
-"Clean, sharpen, and lubricate tools and equipment.",0.0
-"Clean, sterilize, and maintain equipment, machinery, and work stations, using hand tools, shovels, brooms, chemicals, hoses, and lubricants.",0.0
-"Clean, stock, and restock workstations and display cases.",0.0
-"Clean, strip, prime, and sand structural surfaces and materials to prepare them for bonding.",0.0
-"Clean, tin, and splice corresponding conductors by twisting ends together or by joining ends with metal clamps and soldering connections.",0.0
-"Clean, treat, buff, or polish finished items, using grinders, brushes, chisels, and cleaning solutions and polishing materials.",0.0
-"Clean, trim, slice, and section carcasses for future processing.",0.0
-"Clean, wash, and sterilize equipment and cooking area, using water hoses, cleaning or sterilizing solutions, or rinses.",0.0
-Cleanse and tone the skin to prepare it for makeup application.,0.0
-"Cleanse clients' skin with water, creams, or lotions.",0.0
-"Clear brush from work areas and escape routes, and cut saplings and other trees from direction of falls, using axes, chainsaws, or bulldozers.",0.0
-Clear drains and downspouts and clean gutters.,0.0
-Clear goods through customs and to their destinations for clients.,0.0
-Clear jams in sortation equipment.,0.0
-Clear jams in sorting equipment.,0.0
-"Clear jams, and remove defective or substandard materials or products.",0.0
-"Clear machine jams, using hand tools.",0.0
-"Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets.",0.0
-"Clear sites, streets, and grounds of woody and herbaceous materials, such as tree stumps and fallen trees and limbs.",0.0
-"Climb communication towers to install, replace, or repair antennas or auxiliary equipment used to transmit and receive radio waves.",0.0
-Climb ladders to position and set up vehicle-mounted derricks.,0.0
-Climb ladders to reach aircraft surfaces to be cleaned.,0.0
-Climb ladders to tops of cars to set brakes.,0.0
-"Climb poles and ladders, use truck-mounted booms, and enter areas such as manholes and cable vaults to install, maintain, or inspect equipment.",0.0
-Climb poles or use truck-mounted buckets to access equipment.,0.0
-"Climb scaffolding, carrying hoses, and spray surfaces of cupolas with refractory mixtures, using spray equipment.",0.0
-"Climb towers to access components, using safety equipment, such as full-body harnesses.",0.0
-"Climb trees, using climbing hooks and belts, or climb ladders to gain access to work areas.",0.0
-"Climb wind turbine towers to inspect, maintain, or repair equipment.",0.0
-Clip or shear hair on animals.,0.0
-Close and seal wells no longer in use.,0.0
-Close caskets and lead funeral corteges to churches or burial sites.,0.0
-Close caskets at appropriate point in services.,0.0
-Close entry areas following security breaches or reopen areas after receiving notification that the airport is secure.,0.0
-"Close incisions, using needles and sutures.",0.0
-"Co-pilot aircraft or perform captain's duties, as required.",0.0
-Coach athletic teams.,0.0
-Coach client representatives in effective communication with the public or with employees.,0.6668
-Coach senior executives and managers on leadership and performance.,0.0
-Code data in preparation for computer entry.,0.997
-"Code data prior to computer entry, using lists of codes.",1.0
-Code documents according to company procedures.,0.0
-Code information on license applications for entry into computers.,0.0
-"Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials, based on subject matter or standard library classification systems.",0.0
-"Code, evaluate, or interpret collected study data.",0.9804
-Collaborate in research studies.,0.0
-"Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.",0.0
-"Collaborate on projects with other professionals, such as lawyers, accountants, or public relations experts.",0.0
-"Collaborate with Web developers to create and operate internal and external Web sites, or to manage projects, such as e-marketing campaigns.",0.0
-"Collaborate with Web, multimedia, or art design staffs to create multimedia Web sites or other internet content that conforms to brand and company visual format.",0.8956
-"Collaborate with a manager or agent who handles administrative details, finds work, and negotiates contracts.",0.0
-Collaborate with agricultural workers to apply remote sensing information to efforts to reduce negative environmental impacts of farming practices.,0.0
-Collaborate with architects or related professionals on whole building design to maximize the aesthetic features of structures or surrounding land and to improve energy efficiency.,0.0
-Collaborate with archivists to arrange for the safe storage of historical records and documents.,0.0
-Collaborate with artists to achieve appropriate visual style.,0.9177
-Collaborate with biologists and other professionals to conduct appropriate genetic and biochemical analyses.,0.0
-Collaborate with choreographers to refine or modify dance steps.,0.0
-"Collaborate with clients' families to implement rehabilitation plans, such as behavioral, residential, social, or employment goals.",0.0
-Collaborate with colleagues and community agencies to address teaching and research issues.,0.0
-Collaborate with colleagues to address teaching and research issues.,0.0
-"Collaborate with colleagues to exchange information, such as selling strategies or marketing information.",0.9297
-Collaborate with committees or individuals to address financial or administrative issues pertaining to congregations.,0.0
-Collaborate with community agencies to establish facilities and programs for persons with disabilities.,0.0
-Collaborate with computer manufacturers and other users to develop new programming methods.,0.0
-Collaborate with counselors to develop counseling programs that address the needs of individual students.,0.0
-"Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.",0.0
-"Collaborate with development teams to discuss, analyze, or resolve usability issues.",0.0
-"Collaborate with economic development planners to decide on the implementation of proposed development policies, plans, and programs based on culturally institutionalized barriers and facilitating circumstances.",0.0
-Collaborate with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment.,0.0
-Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.,0.0
-"Collaborate with engineers to research, analyze, or resolve complex transportation design issues.",0.0
-"Collaborate with engineers, mechanics, and other technical experts as necessary to build and install creations.",0.0
-"Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems.",0.0
-"Collaborate with estimators to cost projects, create project plans, or coordinate bids from landscaping contractors.",0.0
-Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.,0.0
-"Collaborate with general dentists, specialists, and other health professionals to develop solutions to dental and oral health concerns.",0.0
-"Collaborate with graphic artists, editors and writers to produce master copies according to design specifications.",0.0
-Collaborate with health specialists and civic groups to determine community health needs and the availability of services and to develop goals for meeting needs.,0.0
-Collaborate with human resources departments to ensure the implementation of consistent disciplinary action strategies in cases of compliance standard violations.,0.0
-Collaborate with hydrogeologists to evaluate groundwater or well circulation.,0.0
-"Collaborate with interdisciplinary team members, including psychiatrists, psychologists, or nursing staff, to develop, implement, or evaluate treatment plans.",0.0
-Collaborate with interior designers to decorate rooms and coordinate furnishing fabrics.,0.0
-"Collaborate with investigators to prepare presentations or reports of clinical study procedures, results, and conclusions.",0.0
-Collaborate with investment bankers to attract new corporate clients.,0.0
-Collaborate with law enforcement agencies to report or investigate crimes.,0.0
-Collaborate with law enforcement to investigate and solve external theft or fraud cases.,0.0
-Collaborate with management or users to develop e-commerce strategies and to integrate these strategies with Web sites.,0.8411
-"Collaborate with manufacturing or quality assurance staff to prepare product specification or safety sheets, standard operating procedures, user manuals, or qualification and validation reports.",0.0
-Collaborate with medical or health researchers to address health problems related to geological materials or processes.,0.0
-"Collaborate with members of multidisciplinary health care teams to plan, manage, or assess patient treatments.",0.0
-"Collaborate with members of the business community to improve programs, to develop new programs, and to provide student access to learning opportunities, such as internships.",0.0
-Collaborate with mental health professionals and other staff members to perform clinical assessments or develop treatment plans.,0.0
-Collaborate with multidisciplinary teams of health professionals to provide optimal patient care.,0.0
-Collaborate with music editors to select appropriate passages of music and develop production scores.,0.0
-"Collaborate with ophthalmologists, optometrists, or other specialists in the diagnosis, treatment, or management of conditions such as glaucoma, cataracts, and retinal diseases.",0.0
-"Collaborate with or assist doctors, psychologists, or rehabilitation therapists in working with mentally ill, emotionally disturbed, or developmentally disabled patients to treat, rehabilitate, and return patients to the community.",0.0
-Collaborate with other actors as part of an ensemble.,0.0
-Collaborate with other astronomers to carry out research projects.,0.0
-"Collaborate with other colleagues, such as copyists, to complete final scores.",0.0
-"Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business.",0.0
-"Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping.",0.0
-Collaborate with other designers to coordinate special products and designs.,0.0
-Collaborate with other educational personnel to provide inclusive activities or programs for children with disabilities.,0.0
-Collaborate with other educational professionals to develop teaching strategies and school programs.,0.0
-Collaborate with other firefighters as a member of a firefighting crew.,0.0
-Collaborate with other health care professionals and service providers to ensure optimal patient care.,0.0
-"Collaborate with other health care professionals to develop and revise treatment plans, based on identified needs and assessment data.",0.0
-"Collaborate with other health care professionals to plan, monitor, review, or evaluate the quality or effectiveness of drugs or drug regimens, providing advice on drug applications or characteristics.",0.0
-Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels.,0.0
-Collaborate with other ministry members to establish goals and objectives for religious education programs or to develop ways to encourage program participation.,0.0
-Collaborate with other offices and agencies to exchange information and coordinate activities.,0.0
-Collaborate with other officials to prepare and analyze damage assessments following disasters or emergencies.,0.0
-Collaborate with other operators to solve unit problems.,0.0
-"Collaborate with other personnel to plan and develop recipes or menus, taking into account such factors as seasonal availability of ingredients or the likely number of customers.",0.0
-"Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.",0.0
-Collaborate with other professionals to evaluate patients' medical or physical condition and to assess client needs.,0.0
-"Collaborate with other professionals, such as restorative dentists and orthodontists, to plan treatment.",0.0
-"Collaborate with other researchers in the planning, implementation, and evaluation of surveys.",0.0
-"Collaborate with other scientists in the design, development, and testing of experimental, industrial, or medical equipment, instrumentation, and procedures.",0.0
-"Collaborate with other teachers and administrators in the development, evaluation, and revision of elementary school programs.",0.7239
-"Collaborate with other teachers and administrators in the development, evaluation, and revision of kindergarten programs.",0.7239
-"Collaborate with other teachers and administrators in the development, evaluation, and revision of middle school programs.",0.7239
-"Collaborate with other teachers and administrators in the development, evaluation, and revision of preschool programs.",0.6829
-"Collaborate with other teachers and administrators in the development, evaluation, and revision of secondary school programs.",0.7239
-Collaborate with other teachers and professionals in the development of instructional programs.,0.0
-"Collaborate with other teachers or administrators to develop, evaluate, or revise elementary school programs.",0.0
-"Collaborate with other teachers or administrators to develop, evaluate, or revise kindergarten programs.",0.0
-"Collaborate with other teachers or administrators to develop, evaluate, or revise preschool programs.",0.0
-Collaborate with other teachers that provide instruction to special education students to ensure that the students receive appropriate support.,0.0
-Collaborate with other workers to locate and correct malfunctions.,0.0
-"Collaborate with other workers to repair or move machines, machine parts, or equipment.",0.0
-Collaborate with other writers on specific projects.,0.0
-Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.,0.0
-Collaborate with others to design or implement interdisciplinary treatment programs.,0.0
-Collaborate with others to obtain products or other display items.,0.0
-Collaborate with others to plan flight schedules and air crew assignments.,0.0
-Collaborate with patients to plan for future health care needs or to coordinate transitions and referrals.,0.0
-Collaborate with physicians to develop and implement comprehensive rehabilitation programs for athletic injuries.,0.0
-"Collaborate with physicians, psychologists, social workers, psychiatric nurses, or other professionals to discuss treatment plans and progress.",0.0
-Collaborate with plastic surgeons and dermatologists to provide patients with preoperative and postoperative skin care.,0.0
-"Collaborate with police to respond to accidents, disasters, and arson investigation calls.",0.0
-Collaborate with producers to diagnose and prevent management and production problems.,0.0
-"Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.",0.0
-"Collaborate with production designers, costume designers, or other production staff to discuss and execute costume design details.",0.0
-"Collaborate with programmers, underwriters, accounts, claims experts, and senior management to help companies develop plans for new lines of business or improvements to existing business.",0.0
-Collaborate with promotions directors to produce on-air station promotions.,0.0
-Collaborate with representatives from other government and intelligence organizations to share information or coordinate intelligence activities.,0.0
-Collaborate with research workers in other disciplines.,0.0
-"Collaborate with sales teams to understand customer requirements, to promote the sale of company products, and to provide sales support.",0.972
-"Collaborate with scientists or engineers to design or conduct experiments for the development of nanotechnology materials, components, devices, or systems.",0.0
-Collaborate with search engine shopping specialists to place marketing content in desired online locations.,0.914
-Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.,0.6703
-"Collaborate with social service and health care professionals to advise individuals and families on home management practices, such as budget planning, meal preparation, and time management.",0.0
-Collaborate with software developers in the development and modification of commercial bioinformatics software.,0.0
-"Collaborate with specialists, such as rehabilitation counselors, speech pathologists, and occupational therapists, to provide client solutions.",0.0
-Collaborate with staff members to plan or develop programs of events or schedules of activities.,0.0
-"Collaborate with students, parents, teachers, school administrators, or counselors to determine student needs, develop tutoring plans, or assess student progress.",0.0
-"Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.",0.7746
-"Collaborate with teachers and administrators in the development, evaluation, and revision of school programs and in the preparation of master schedules for curriculum offerings.",0.7239
-"Collaborate with teachers to develop and maintain curriculum standards, develop mission statements, and set performance goals and objectives.",0.0
-Collaborate with those in charge of lighting and sound so that those production aspects can be coordinated with set designs or exhibit layouts.,0.0
-Collaborate with vendors to obtain or develop desired products.,0.0
-"Collaborate with web development professionals, such as front-end or back-end developers, to complete the full scope of Web development projects.",0.0
-Collaborate with workers and managers to solve work-related problems.,0.0
-"Collaborate with writers who create ideas, stories, or captions that are combined with artists' work.",0.0
-Collate pages of reports and other documents.,0.0
-Collect air samples from planes or ships over land or sea to study atmospheric composition.,0.0
-"Collect air, water, gas or solid samples for testing to determine radioactivity levels or to ensure appropriate radioactive containment.",0.0
-"Collect and analyze Web metrics, such as visits, time on site, page views per visit, transaction volume and revenue, traffic mix, click-through rates, conversion rates, cost per acquisition, or cost per click.",0.9304
-Collect and analyze biological data about relationships among and between organisms and their environment.,0.0
-"Collect and analyze data on customer demographics, preferences, needs, and buying habits to identify potential markets and factors affecting product demand.",0.9548
-Collect and analyze data to compare the environmental implications of economic policy or practice alternatives.,0.0
-"Collect and analyze data to detect deficient controls, duplicated effort, extravagance, fraud, or non-compliance with laws, regulations, and management policies.",0.9099
-Collect and analyze data to determine environmental conditions and restoration needs.,0.0
-"Collect and analyze data to evaluate the effectiveness of academic programs and other services, such as behavioral management systems.",0.9009
-"Collect and analyze data, such as studying old records, tallying the number of outpatients entering each day or week, or participating in federal, state, or local population surveys as a Census Enumerator.",0.9956
-Collect and analyze field data related to energy usage.,0.0
-"Collect and analyze pollution samples, such as air or ground water.",0.0
-Collect and analyze production samples to evaluate quality.,0.0
-Collect and analyze relevant data to identify real estate market trends.,0.0
-"Collect and analyze survey data, regulatory information, and data on demographic and employment trends to forecast enrollment patterns and curriculum change needs.",0.8767
-"Collect and analyze survey data, regulatory information, and demographic and employment trends to forecast enrollment patterns and the need for curriculum changes.",1.0
-Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.,0.0
-Collect and compile data to document clients' performance or assess program quality.,0.0
-Collect and deliver sample solutions for laboratory analysis.,0.0
-"Collect and deposit money into accounts, disburse funds from cash accounts to pay bills or invoices, keep records of collections and disbursements, and ensure accounts are balanced.",0.0
-Collect and discard worn machine parts and other refuse to maintain machinery and work areas.,0.0
-Collect and dissect animal specimens and examine specimens under microscope.,0.0
-Collect and document any pertinent medical history information.,0.7239
-Collect and document patients' pre-anesthetic health histories.,0.0
-Collect and evaluate data to determine community program needs.,0.0
-"Collect and examine geological matter, using hand tools and testing devices.",0.0
-"Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity.",0.0
-Collect and inspect random samples during print runs to identify any necessary adjustments.,0.0
-"Collect and record animal information, such as weight, size, physical condition, treatments received, medications given, and food intake.",0.0
-"Collect and record customer deposits and fees and issue receipts, using computers.",0.0
-Collect and record data associated with operating geothermal power plants or well fields.,0.0
-"Collect and record growth, production, and environmental data.",0.0
-"Collect and record patient information, such as medical history or examination results, in electronic or handwritten medical records.",0.0
-"Collect and report data on topics, such as patient encounters or inter-institutional problems, making recommendations for change when appropriate.",0.0
-"Collect and report information on populations or conditions of fish and wildlife in their habitats, availability of game food or cover, or suspected pollution.",0.0
-Collect and return dirty dishes to the kitchen for washing.,0.0
-"Collect and sort recyclable construction materials, such as concrete, drywall, plastics, or wood, into containers.",0.0
-Collect and store patterns and lumber.,0.0
-"Collect and study blood samples to determine the number of cells, their morphology, or their blood group, blood type, or compatibility for transfusion purposes, using microscopic techniques.",0.0
-Collect and test samples of cleaning solutions or vapors.,0.0
-"Collect and test water and sewage samples, using test equipment and color analysis standards.",0.0
-"Collect and transport infectious or hazardous waste in closed containers for sterilization or disposal, in accordance with applicable law, standards, or policies.",0.0
-Collect animal or crop samples.,0.0
-"Collect artifacts made of stone, bone, metal, and other materials, placing them in bags and marking them to show where they were found.",0.0
-"Collect bets in the form of cash or chips, verifying and recording amounts.",0.0
-Collect biofuels samples and perform routine laboratory tests or analyses to assess biofuels quality.,0.0
-"Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.",0.0
-"Collect blood, tissue, or other laboratory specimens, log the specimens, and prepare them for testing.",0.0
-"Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.",0.0
-"Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.",0.974
-Collect cards or tickets from players.,0.0
-"Collect cash payments from customers, and make change or charge purchases to customers' credit cards, providing customers with receipts.",0.0
-"Collect coins and bills from machines, prepare invoices, and settle accounts with concessionaires.",0.0
-Collect coins deposited in meters.,0.0
-"Collect coins from vending machines, refill machines, and remove aged merchandise.",0.0
-"Collect data about existing client hardware, software, networking, or key business processes to inform implementation of radio frequency identification device (RFID) technology.",0.0
-"Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents.",1.0
-"Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering.",0.0
-"Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment.",0.0
-"Collect data on underground areas, such as reservoirs, that could be used in carbon sequestration operations.",0.0
-Collect data regarding potential hazards from new equipment or products linked to green practices.,0.0
-Collect data related to ecological or human health risks at brownfield sites.,0.0
-"Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems.",1.0
-Collect data through direct observation of work activities or witnessing the conduct of tests.,0.0
-Collect data through surveys or experimentation.,1.0
-"Collect debris and refuse from tree trimming and removal operations into piles, using shovels, rakes, or other tools.",0.0
-"Collect delivery instructions from appropriate sources, verifying instructions and routes.",0.0
-Collect detailed information on individuals for use in biographies.,0.0
-"Collect evidence from crime scenes, storing it in conditions that preserve its integrity.",0.0
-Collect evidence to support contested claims in court.,0.0
-"Collect fares from passengers, and issue change and transfers.",0.0
-"Collect fares or vouchers from passengers, and make change or issue receipts as necessary.",0.0
-Collect fees and tickets from group members.,0.0
-Collect fees for licenses.,0.0
-"Collect fees, commissions, or other payments, according to contract terms.",0.0
-Collect fines and respond to complaints about fines.,0.0
-"Collect fluid or tissue samples, using appropriate collection procedures.",0.0
-"Collect for, or share with, research projects patient data on specific genetic disorders or syndromes.",0.0
-Collect geological data from potential geothermal energy plant sites.,0.0
-"Collect geospatial data, using technologies such as aerial photography, light and radio wave detection systems, digital satellites, or thermal energy systems.",0.0
-Collect historical cost data to estimate costs for current or future products.,0.0
-Collect impressions of dust from surfaces to obtain and identify fingerprints.,0.0
-"Collect information about clients through interviews, observation, or tests.",0.9251
-"Collect information about clients, using techniques such as testing, interviewing, discussion, or observation.",0.0
-"Collect information about individuals or clients, using interviews, case histories, observational techniques, and other assessment methods.",0.9375
-"Collect information about soil or field attributes, yield data, or field boundaries, using field data recorders and basic geographic information systems (GIS).",0.0
-"Collect information about specific features of the Earth, using aerial photography and other digital remote sensing techniques.",0.0
-Collect information about waste stream management or green building practices to inform decision makers.,0.0
-"Collect information and make judgments through observation, interviews, and review of documents.",0.0
-Collect information from individuals to compile vital statistics about the general health of community members.,0.0
-"Collect information needed to carry out new surveys, using source maps, previous survey data, photographs, computer records, or other relevant information.",0.0
-Collect initial premiums and issue receipts.,0.0
-"Collect laboratory specimens, such as blood, urine, or feces, for testing.",0.0
-Collect medical histories and general health and lifestyle information from patients.,0.7239
-Collect money due on delinquent accounts.,0.0
-Collect money for drinks served.,0.0
-Collect money for meals and beverages.,0.0
-"Collect money from customers, make change, and record transactions on customer receipts.",0.0
-Collect money from students for school-related projects.,0.0
-"Collect oil, water, or electrolyte samples for laboratory analysis.",0.0
-"Collect ophthalmic measurements or other diagnostic information, using ultrasound equipment, such as A-scan ultrasound biometry or B-scan ultrasonography equipment.",0.0
-Collect or compile nanotechnology research or engineering data.,0.0
-"Collect or prepare measurement, weight, or identification labels and attach them to products.",0.0
-Collect or prepare solid or fluid samples for analysis.,0.0
-Collect or select samples for testing or for use as models.,0.0
-Collect past-due bills.,0.0
-Collect patients' medical information needed to customize tests.,0.0
-"Collect payment for merchandise, record transactions, and send items, such as checks or money orders for further processing.",0.0
-Collect payment for transportation and accommodations from customer.,0.0
-Collect payment upon job completion.,0.0
-Collect payments and record data pertaining to funds and expenditures.,0.0
-Collect payments from customers.,0.0
-Collect product samples and prepare them for laboratory analysis or testing.,0.0
-"Collect product samples by turning bleeder valves, or by lowering containers into tanks to obtain oil samples.",0.0
-Collect recyclable materials from curbside for delivery to designated facilities.,0.0
-Collect remote sensing data for forest or carbon tracking activities involved in assessing the impact of environmental change.,0.0
-Collect rents for post office boxes.,0.0
-"Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing.",0.0
-"Collect samples of air, water, gases, or solids to determine radioactivity levels of contamination.",0.0
-"Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis.",0.0
-"Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution.",0.0
-Collect samples of hazardous materials or arrange for sample collection.,0.0
-Collect samples of materials or products for laboratory analysis.,0.0
-Collect samples of materials or products for laboratory testing.,0.0
-"Collect samples of materials or products, checking them to ensure conformance to specifications or sending them to laboratories for analysis.",0.0
-"Collect samples of merchandise for examination, appraisal, or testing.",0.0
-Collect samples or specimens for diagnostic testing.,0.0
-"Collect samples, or signal workers to sample metal for analysis.",0.0
-"Collect samples, such as blood, urine, or sputum from patients, and perform routine laboratory tests on samples.",0.0
-"Collect shoe parts from conveyer belts or racks and place them in machinery such as ovens or on molds for dressing, returning them to conveyers or racks to send them to the next work station.",0.0
-Collect soiled linen or clothing for laundering.,0.0
-Collect soiled linen or trash.,0.0
-"Collect specimens at specific time intervals for tests, such as those assessing therapeutic drug levels.",0.0
-Collect specimens for laboratory tests.,0.0
-Collect specimens for use in laboratory tests.,0.0
-"Collect specimens from patients, using standard medical procedures.",0.0
-"Collect specimens such as blood samples, as required by research projects.",0.0
-"Collect specimens, such as urine, feces, or sputum.",0.0
-Collect stakeholder data to evaluate risk and to develop mitigation strategies.,0.0
-"Collect supplementary information needed to assist client, such as employment records, medical records, or school reports.",0.0
-"Collect supporting data, such as climatic or field survey data, to corroborate remote sensing data analyses.",0.0
-Collect taxes from individuals or businesses according to prescribed laws and regulations.,0.0
-Collect tickets or cash fares from passengers.,0.0
-"Collect tickets, fares, or passes from passengers.",0.0
-Collect turbine data for testing or research and analysis.,0.0
-"Collect verification data on the ground, using equipment such as global positioning receivers, digital cameras, or notebook computers.",0.0
-"Collect water and soil samples to test for physical, chemical, or biological properties, such as pH, oxygen level, temperature, and pollution.",0.0
-"Collect wills, burial instructions, and other documentation needed for investigations and for handling of the remains.",0.0
-"Collect, analyze, and interpret data, such as election results and public opinion surveys, reporting on findings, recommendations, and conclusions.",0.0
-"Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.",0.0
-"Collect, count, and disburse money, do basic bookkeeping, and complete banking transactions.",0.0
-"Collect, identify, evaluate, or preserve case evidence.",0.0
-"Collect, inspect, and place eggs in incubators, operate machines for egg washing, candling, and grading, and pack eggs in cartons.",0.0
-"Collect, prepare, and label samples for laboratory testing, culture, or microscopic examination.",0.0
-"Collect, record, and maintain patient information, such as medical histories, reports, or examination results.",0.7239
-"Collect, record, and maintain patient information, such as medical history, reports, or examination results.",0.7239
-"Collect, seal, and stamp outgoing mail, using postage meters and envelope sealers.",0.0
-"Collect, sort, distribute, or prepare mail, messages, or courier deliveries.",0.0
-"Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples.",0.9407
-"Comb, brush, and spray hair or wigs to set style.",0.0
-"Combine measured ingredients in bowls of mixing, blending, or cooking machinery.",0.0
-Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.,0.0
-Comfort and reassure patients.,0.0
-"Comment on music and other matters, such as weather or traffic conditions.",0.0
-"Communicate and collaborate with merchants, Webmasters, bloggers, or online editors to strategically place hyperlinks.",0.0
-Communicate and collaborate with other healthcare professionals involved with the care of a patient.,0.0
-"Communicate behavioral observations and student progress reports to students, parents, teachers, or administrators.",0.0
-"Communicate client assessment findings and recommendations in oral, written, audio, video, or other forms.",0.8156
-"Communicate examination results or diagnostic information to referring physicians, patients, or families.",0.0
-Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.,0.0
-"Communicate fire details to superiors, subordinates, or interagency dispatch centers, using two-way radios.",0.0
-"Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.",0.0
-Communicate geothermal plant conditions to employees.,0.0
-Communicate likely outcomes of medical diseases or traumatic conditions to patients or their representatives.,0.0
-"Communicate manufacturing capabilities, production schedules, or other information to facilitate production processes.",0.0
-"Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.",0.0
-Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.,0.0
-Communicate pathologic findings to surgeons or other physicians.,0.0
-Communicate processing instructions to other workers.,0.0
-"Communicate project information through presentations, technical reports, or white papers.",0.0
-"Communicate quality control information to all relevant organizational departments, outside vendors, or contractors.",0.0
-Communicate regulatory information to multiple departments and ensure that information is interpreted correctly.,0.0
-"Communicate research findings on various types of diseases to health practitioners, policy makers, and the public.",0.0
-"Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.",0.7451
-"Communicate research results through conference presentations, scientific publications, or project reports.",0.0
-"Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.",0.0
-"Communicate security status, updates, and actual or potential problems, using established protocols.",0.0
-Communicate status of hydroelectric operating equipment to dispatchers or supervisors.,0.0
-"Communicate students' progress to students, parents, or teachers in written progress reports, in person, by phone, or by email.",0.0
-"Communicate test results or technical information to patients, physicians, family members, or researchers.",0.0
-Communicate test results to state and federal representatives and general public.,0.0
-"Communicate to actors the approach, characterization, and movement needed for each scene in such a way that rehearsals and takes are minimized.",0.0
-Communicate to responsible parties unacceptable specimens and suggest remediation for future submissions.,0.0
-Communicate traffic and crossing rules and other information to students and adults.,0.0
-"Communicate with accelerator maintenance personnel to ensure readiness of support systems, such as vacuum, water cooling, or radio frequency power sources.",0.0
-"Communicate with and provide guidance for external vendors and service providers to ensure the organization, department, or work unit's business needs are met.",0.0
-"Communicate with bases, using telephones or two-way radios to receive instructions or technical advice, or to report equipment status.",0.0
-Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.,0.0
-"Communicate with children's parents or guardians about daily activities, behaviors, and related issues.",0.0
-"Communicate with clients or venue owners to determine event information, such as music preferences, scheduling, and anticipated attendance.",0.0
-"Communicate with clients to build rapport, acknowledge their progress, or reflect upon their reactions to musical experiences.",0.0
-Communicate with counsel regarding case management or procedural requirements.,0.0
-Communicate with coworkers by signals to direct log movement.,0.0
-"Communicate with customers and vendors to exchange information regarding products, materials, and services.",0.0
-"Communicate with customers regarding orders, comments, and complaints.",0.0
-"Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.",0.0
-"Communicate with customers, employees, and other individuals to answer questions, disseminate or explain information, take orders, and address complaints.",0.9667
-"Communicate with customers, sales staff, or marketing staff to determine customer needs.",0.0
-"Communicate with dispatchers by radio, telephone, or computer to exchange information and receive requests for passenger service.",0.0
-"Communicate with dispatchers concerning delays, unsafe sites, accidents, equipment breakdowns, or other maintenance problems.",0.0
-"Communicate with dispatchers or treatment center personnel to provide information about situation, to arrange reception of victims, or to receive instructions for further treatment.",0.0
-"Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules.",0.0
-Communicate with former associates to verify employment record or to obtain background information regarding persons or businesses applying for credit.,0.0
-Communicate with key stakeholders to determine project requirements and objectives.,0.0
-Communicate with laboratories or investigators regarding laboratory findings.,0.0
-Communicate with management and user personnel to develop production and design standards.,0.0
-Communicate with network personnel or Web site hosting agencies to address hardware or software issues affecting Web sites.,0.0
-"Communicate with non-speaking students, using sign language or computer technology.",0.0
-Communicate with or instruct caregivers or family members on patient therapeutic activities or treatment plans.,0.0
-"Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.",0.0
-Communicate with other health care professionals regarding patients' conditions and care.,0.0
-Communicate with other staff to resolve problems with individual students.,0.0
-"Communicate with other workers to coordinate fitting and alignment of heavy parts, or to facilitate processing of repair parts.",0.0
-"Communicate with other workers, using signals, radios, or telephones, to start and stop flows of materials or substances.",0.0
-Communicate with patients to ascertain feelings or need for assistance or social and emotional support.,0.0
-"Communicate with patients' primary care physicians upon admission, when treatment plans change, or at discharge to maintain continuity and quality of care.",0.0
-"Communicate with readers, viewers, advertisers, or the general public via mail, email, or telephone.",0.0
-Communicate with regulatory agencies regarding compliance documentation or validation results.,0.0
-"Communicate with regulatory agencies regarding pre-submission strategies, potential regulatory pathways, compliance test requirements, or clarification and follow-up of submissions under review.",0.0
-Communicate with reinsurance brokers to obtain information necessary for processing claims.,0.0
-Communicate with staff or clients to understand specific system requirements.,0.0
-Communicate with stockholders or other investors to provide information or to raise capital.,0.0
-"Communicate with supervisors and other workers, using equipment such as wireless phones, pagers, or radio telephones.",0.0
-"Communicate with suppliers regarding the design or specifications of bioproduction equipment, instrumentation, or materials.",0.0
-Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.,0.0
-Communicate with systems operators to regulate and coordinate line voltages and transmission loads and frequencies.,0.0
-"Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services.",0.0
-"Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.",0.7788
-"Communicate with workers on the surface while underwater, using signal lines or telephones.",0.0
-"Compact bedding sand and pavers to finish the paved area, using a plate compactor.",0.0
-Compare a property with similar properties that have recently sold to determine its competitive market price.,0.0
-"Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.",0.0
-Compare computer printouts to manually maintained journals to determine if they match.,0.0
-"Compare crop yield maps with maps of soil test data, chemical application patterns, or other information to develop site-specific crop management plans.",0.0
-"Compare data with source documents, or re-enter data in verification format to detect errors.",0.0
-Compare disputed merchandise with original requisitions and information from invoices and prepare invoices for returned goods.,0.0
-Compare emissions findings with applicable emissions standards.,0.0
-Compare encoded tapes or computer printouts with original part specifications and blueprints to verify accuracy of instructions.,0.0
-Compare existing energy consumption levels to normative data.,0.0
-Compare findings from one site with archeological data from other sites to find similarities or differences.,0.0
-"Compare information from application to criteria for policy reinstatement, and approve reinstatement when criteria are met.",0.0
-"Compare information or figures on one record against same data on other records, or with original copy, to detect errors.",0.0
-Compare instrument pitches with tuning tool pitches to tune instruments.,0.0
-"Compare liquidity, profitability, and credit histories of establishments being evaluated with those of similar establishments in the same industries and geographic locations.",0.0
-Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.,0.0
-"Compare logic element configuration on display screen with engineering schematics and calculate figures to convert, redesign, or modify element.",0.0
-Compare measurements of heart wall thickness and chamber sizes to standard norms to identify abnormalities.,0.0
-"Compare measurements of heart wall thickness and chamber sizes to standards to identify abnormalities, using the results of an echocardiogram.",0.0
-Compare merchandise invoices to items actually received to ensure that shipments are correct.,0.0
-"Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.",0.0
-"Compare nuclear medicine procedures with other types of procedures, such as computed tomography, ultrasonography, nuclear magnetic resonance imaging, and angiography.",0.0
-"Compare objects, such as tools, with impression marks to determine whether a specific object is responsible for a specific mark.",0.0
-"Compare patients' progress before and after pharmacologic, surgical, or behavioral interventions.",0.0
-Compare previously prepared bank statements with canceled checks and reconcile discrepancies.,0.0
-"Compare prices, specifications, and delivery dates to determine the best bid among potential suppliers.",0.0
-"Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.",0.0
-Compare product recipes with government-approved formulas or recipes to determine acceptability.,0.0
-Compare shipping routes or methods to determine which have the least environmental impact.,0.0
-Compare suppliers' bills with bids and purchase orders to verify accuracy.,0.0
-Compare survey computations with applicable standards to determine adequacy of data.,0.0
-Compare the house hand with players' hands to determine the winner.,0.0
-"Compare the performance or environmental impact of nanomaterials by nanoparticle size, shape, or organization.",0.0
-"Compare topographical features or contour lines with images from aerial photographs, old maps, or other reference materials to verify the accuracy of their identification.",0.0
-Compare transportation options to determine the most energy-efficient options.,0.0
-Compile and analyze accounting records and other data to determine the financial resources required to implement a program.,0.0
-Compile and analyze credit information gathered by investigation.,0.0
-Compile and analyze data obtained from monitoring or diagnostic tests.,0.982
-Compile and analyze molecular or cellular experimental data and adjust experimental designs as necessary.,0.0
-Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.,0.0
-Compile and balance cash receipts at the end of the day or shift.,0.0
-Compile and evaluate clinical practice statistics.,0.0
-Compile and evaluate hydrologic information to prepare navigational charts and maps and to predict atmospheric conditions.,0.0
-Compile and evaluate statistical data to determine and maintain quality and reliability of products.,0.0
-Compile and format image data to increase its usefulness.,0.9847
-Compile and interpret results of tests and analyses.,0.9795
-"Compile and interpret students' test results, along with information from teachers and parents, to diagnose conditions and to help assess eligibility for special services.",0.0
-Compile and keep gun and explosives records in compliance with local and federal laws.,0.0
-Compile and maintain documentation on the health of a body of water.,0.0
-Compile and maintain non-monetary reports and records.,0.0
-Compile and maintain official park photographic and information files.,0.0
-Compile and maintain patients' medical records to document condition and treatment and to provide data for research or cost control and care improvement efforts.,0.9262
-"Compile and maintain records documenting engineering schematics, installed equipment, installation or operational problems, resources used, repairs, or corrective action performed.",0.0
-Compile and maintain records of food use and expenditures.,0.0
-Compile and maintain records of preventive maintenance and instrument performance checks according to schedule and regulations.,0.0
-"Compile and maintain records relating to circulation, materials, and equipment.",0.0
-Compile and maintain regulatory documentation databases or systems.,0.0
-"Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders.",0.0
-Compile and prepare reports and documents pertaining to personnel activities.,0.7787
-Compile and present evidence for court actions.,0.0
-"Compile and record medical charts, reports, or correspondence, using typewriter or personal computer.",0.8969
-Compile and record operational data on forms or in log books.,0.7239
-"Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.",0.0
-"Compile and study occupational, educational, and economic information to assist counselees in determining and carrying out vocational and educational objectives.",0.8727
-"Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.",0.8916
-Compile bibliographies and prepare abstracts on subjects of interest to particular organizations or groups.,0.9264
-Compile bibliographies of specialized materials for outside reading assignments.,0.8954
-"Compile budget data and documents, based on estimated revenues and expenses and previous budgets.",0.7729
-Compile cost estimates for jobs.,0.0
-Compile court-related statistics.,0.0
-Compile data and create statistical reports on library usage.,0.0
-Compile data and write reports regarding existing or potential electrical engineering studies or projects.,0.0
-"Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics.",0.0
-Compile data from records to prepare periodic reports.,0.0
-Compile data pertinent to manufacture of special products for customers.,0.0
-"Compile data required for map preparation, including aerial photographs, survey notes, records, reports, and original maps.",0.0
-"Compile data used to address environmental issues, such as the suitability of potential landfill sites.",0.0
-"Compile employee time, production, and payroll data from time sheets and other records.",0.0
-"Compile information about flights from flight plans, pilot reports, radar, or observations.",0.0
-"Compile information about new accounts, enter account information into computers, and file related forms or other documents.",0.0
-"Compile information necessary to stake projects for construction, using engineering plans.",0.0
-Compile information on content and context of information to be translated and on intended audience.,0.0
-Compile information such as residents' daily activities and the quantities of supplies used to prepare required reports.,0.0
-"Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.",0.0
-Compile laboratory test data and perform appropriate analyses.,1.0
-Compile lists describing product or service offerings.,0.0
-"Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.",0.0
-"Compile materials for distribution to pathologists, such as surgical working drafts, requisitions, and slides.",0.0
-"Compile medical care and census data for statistical reports on diseases treated, surgery performed, or use of hospital beds.",0.0
-"Compile operational or personnel records, such as time and production records, inventory data, repair or maintenance statistics, or test results.",0.0
-Compile or develop materials to submit to granting or other funding organizations.,0.7548
-Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.,0.0
-"Compile or maintain records of system operation, performance, and maintenance.",0.0
-"Compile reports of cost factors, such as labor, production, storage, and equipment.",0.0
-"Compile reports, charts, or graphs that describe and interpret findings of analyses.",0.9725
-Compile scores and other athletic records.,0.0
-"Compile scripts, program notes, and other material related to productions.",0.8595
-"Compile statistical reports, statements, and summaries related to pay and benefits accounts, and submit them to appropriate departments.",0.0
-"Compile statistical, financial, accounting, or auditing reports and tables pertaining to such matters as cash receipts, expenditures, accounts payable and receivable, and profits and losses.",0.9318
-"Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.",0.0
-"Compile terminology and information to be used in translations, including technical terms such as those for legal or medical material.",0.0
-"Compile water resource data, using geographic information systems (GIS) or global position systems (GPS) software.",0.0
-"Compile, administer, and grade examinations or assign this work to others.",0.9669
-"Compile, administer, and grade examinations, or assign this work to others.",0.9134
-"Compile, analyze, and interpret statistical data related to occupational illnesses and accidents.",0.0
-"Compile, analyze, and report data to explain economic phenomena and forecast market trends, applying mathematical models and statistical techniques.",0.8913
-"Compile, copy, sort, and file records of office activities, business transactions, and other activities.",1.0
-"Compile, log, or record testing or operational data for review and further analysis.",0.9879
-"Compile, record, and code results or data from interview or survey, using computer or specified form.",0.9919
-"Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status.",0.0
-"Compile, sort, and verify the accuracy of data before it is entered.",0.0
-"Compile, transcribe, and distribute minutes of meetings.",0.0
-Complete accident reports when necessary.,0.0
-"Complete administrative paperwork or supervise the preparation or maintenance of records, forms, or reports.",0.7239
-"Complete administrative responsibilities, such as coordinating paperwork, scheduling case management activities, or writing lesson plans.",0.0
-"Complete administrative tasks, such as entering orders into computer, answering telephone calls, or maintaining medical or facility information.",0.0
-"Complete and mail bills, contracts, policies, invoices, or checks.",0.0
-"Complete and maintain accurate records or reports regarding the patients' histories and progress, services provided, or other required information.",0.0
-Complete and maintain assessment rolls that show the assessed values and status of all property in a municipality.,0.0
-Complete and maintain necessary records.,0.0
-"Complete and maintain records of weather and beach conditions, emergency medical treatments performed, and other relevant incident information.",0.0
-"Complete and maintain records, such as state-required documents, tracking documents, or product inventories.",0.0
-Complete and maintain time and attendance forms and inventory lists.,0.0
-"Complete and submit tax forms and returns, workers' compensation forms, pension contribution forms, and other government documents.",0.0
-Complete baggage insurance forms.,0.0
-Complete birth certificates.,0.0
-"Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.",0.0
-Complete customs paperwork.,0.0
-Complete daily activity reports and keep records of messages from aircraft.,0.0
-"Complete death certificates, including the assignment of cause and manner of death.",0.0
-Complete detailed source and method notes describing the location of routine or complex land parcels.,0.0
-"Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms.",0.0
-"Complete expense reports, sales reports, or other paperwork.",0.0
-Complete form letters in response to requests or problems identified by correspondence.,0.8419
-Complete forms describing tasks completed.,0.0
-Complete forms for sales orders.,0.0
-Complete forms in accordance with company procedures.,0.0
-"Complete forms regarding changes of address, or theft or loss of mail, or for special services such as registered or priority mail.",0.0
-Complete forms that notify publishers of address changes.,0.0
-"Complete general financial activities, such as processing accounts payable, reviewing invoices, collecting cash payments, or issuing receipts.",0.0
-Complete insurance or other claim forms.,0.0
-Complete laboratory projects prior to assigning them to students so that any needed modifications can be made.,0.0
-"Complete loan applications, including credit analyses and summaries of loan requests, and submit to loan committees for approval.",0.0
-"Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.",0.8869
-Complete order receipts.,0.0
-"Complete orders from steam tables, placing food on plates and serving customers at tables or counters.",0.0
-Complete physical checks and monitor patients to detect unusual or harmful behavior and report observations to professional staff.,0.0
-Complete production reports to communicate team production level to management.,0.0
-"Complete production reports, purchase orders, and material, tool, and equipment lists.",0.0
-"Complete quality control activities, monitor equipment operation, and report malfunctioning equipment to supervisor.",0.0
-"Complete records of production, including work volumes and outputs, materials used, and any backlogs.",0.0
-"Complete repair bills, shop records, time cards, or expense reports.",0.0
-Complete reports and forms required to finalize cases.,0.0
-"Complete reports related to project status, progress, or other work details, using computer software.",0.0
-"Complete reports, including shift summaries and incident or accident reports.",0.0
-"Complete required paperwork, such as work orders, according to services performed or required.",0.0
-Complete sales order tickets and submit for processing of client-requested transactions.,0.0
-Complete time sheets showing employees' arrival and departure times.,0.0
-"Complete top fence rails of metal fences by connecting tube sections, using metal sleeves.",0.0
-"Complete various forms, such as accident reports, trial and courtroom requests, and applications for clients.",0.0
-"Complete work schedules, manage calendars, and arrange appointments.",1.0
-"Complete work tickets, and place them with products.",0.0
-"Complete, review, or maintain production, time, or component waste reports.",0.0
-"Complete, verify, and process forms and documentation for administration of benefits, such as pension plans, and unemployment and medical insurance.",0.0
-"Comply with all applicable standards, policies, or procedures, such as safety procedures or the maintenance of a clean work area.",0.0
-"Comply with federal, state, and company policies, procedures, and regulations.",0.0
-Comply with prescribed safety procedures or federal laws regulating waste disposal methods.,0.0
-Comply with traffic regulations to operate vehicles in a safe and courteous manner.,0.0
-Compose and edit scripts or provide screenwriters with story outlines from which scripts can be written.,0.7635
-"Compose and frame each shot, applying the technical aspects of light, lenses, film, filters, and camera settings to achieve the effects sought by directors.",0.9335
-"Compose business correspondence for supervisors, managers, and professionals.",0.7282
-Compose correspondence requesting medical information and records.,0.0
-"Compose descriptions of merchandise for posting to online storefront, auction sites, or other shopping Web sites.",0.9595
-Compose explanatory summaries of contents of books and other reference materials.,0.9604
-"Compose images of products, using video or still cameras, lighting equipment, props, or photo or video editing software.",0.9442
-"Compose letters in reply to correspondence concerning such items as requests for merchandise, damage claims, credit information requests, delinquent accounts, incorrect billing, or unsatisfactory service.",0.7537
-"Compose original music, such as popular songs, symphonies, or sonatas.",0.0
-Compose songs or create vocal arrangements.,0.0
-"Compose, arrange, or adapt music for music therapy treatments.",0.0
-"Compose, type, and distribute meeting notes, routine correspondence, or reports, such as presentations or expense, statistical, or monthly reports.",0.7412
-"Compose, type, and mail customer statements and other correspondence related to issues such as discrepancies and outstanding unpaid items.",0.0
-"Compound and dispense medications as prescribed by doctors and dentists, by calculating, weighing, measuring, and mixing ingredients, or oversee these activities.",0.0
-"Compound or process ingredients or dyes, according to formulas.",0.0
-"Compound, package, and label pharmaceutical products, under direction of pharmacist.",0.0
-"Compress sewed or glued signatures, using hand presses or smashing machines.",0.0
-"Compress, digitize, duplicate, and store audio and video data.",0.0
-"Compute amounts of players' wins or losses, or scan winning tickets presented by patrons to calculate the amount of money won.",0.0
-"Compute amounts, such as space available, shipping, storage, or demurrage charges, using computer or price list.",0.0
-"Compute and analyze data, using statistical formulas and computers or calculators.",0.9636
-"Compute and authorize amounts of assistance for programs, such as grants, monetary payments, and food stamps.",0.0
-Compute and compare costs of services.,0.0
-Compute and complete charge slips for services rendered and maintain records.,0.0
-"Compute and record settings for new work, applying knowledge of metal properties, principles of welding, and shop mathematics.",0.0
-Compute and record totals of transactions.,0.0
-"Compute and verify amounts won or lost, paying out winnings or referring patrons to workers, such as gaming cashiers, so that winnings can be collected.",0.0
-"Compute and verify totals on report forms, requisitions, or bills, using adding machine or calculator.",0.0
-"Compute bills, collect payments, and make change for guests.",0.0
-Compute charges for medication or equipment dispensed to hospital patients and enter data in computer.,0.0
-Compute charges for merchandise or services and receive payments.,0.0
-Compute cost estimates for labor and materials.,0.0
-"Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.",0.0
-"Compute cost of travel and accommodations, using calculator, computer, carrier tariff books, and hotel rate books, or quote package tour's costs.",0.0
-Compute costs of labor and materials in order to determine production costs of products and articles.,0.0
-"Compute costs of records furnished to requesters, and write letters to obtain payment.",0.0
-"Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents.",0.0
-"Compute customer's installation or production costs and estimate savings from new services, products, or equipment.",0.0
-"Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.",0.0
-Compute deductions for income and social security taxes.,0.0
-"Compute defect percentages or averages, using formulas and calculators.",0.0
-"Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.",0.0
-"Compute dimensions of patterns according to sizes, considering stretching of material.",0.0
-"Compute dimensions, areas, volumes, and weights.",0.9482
-"Compute dimensions, tolerances, and angles of workpieces or machines according to specifications and knowledge of metal properties and shop mathematics.",0.0
-"Compute estimates and actual costs of factors such as materials, labor, or outside contractors.",0.0
-"Compute figures such as balances, totals, or commissions.",0.0
-"Compute final estimation of property values, taking into account such factors as depreciation, replacement costs, value comparisons of similar properties, and income potential.",0.0
-"Compute financial fees, interest, and service charges.",0.0
-"Compute geodetic measurements and interpret survey data to determine positions, shapes, and elevations of geomorphic and topographic features.",0.0
-"Compute horizontal and vertical coordinates of control networks, using direct leveling or other geodetic survey techniques, such as triangulation, trilateration, and traversing, to establish features of the Earth's surface.",0.0
-Compute impedance of wires from poles to houses to determine additional resistance needed for reducing signals to desired levels.,0.0
-"Compute layout dimensions, and determine and mark reference points on metal stock or workpieces for further processing, such as welding and assembly.",0.0
-"Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.",0.0
-Compute machine indexings and settings for specified dimensions and base reference points.,0.0
-"Compute mathematical formulas to develop and design detailed specifications for components or machinery, using computer-assisted equipment.",0.0
-"Compute moisture or salt content, percentages of ingredients, formulas, or other product factors, using mathematical and chemical procedures.",0.9462
-"Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.",0.0
-"Compute or estimate cash, payroll, transportation, or personnel requirements.",0.0
-"Compute or estimate cash, payroll, transportation, personnel, or storage requirements.",0.0
-Compute or record photonic test data.,0.0
-Compute payment schedules.,0.0
-"Compute positions and plot courses on charts to navigate vessels, using instruments such as compasses, sextants, and charts.",0.0
-"Compute power and space requirements for installing medical, dental, or related equipment and install units to manufacturers' specifications.",0.0
-"Compute prices for services and receive payment, or provide supervisors with billing information.",0.9647
-Compute prices of items or groups of items.,0.0
-Compute product totals and charges for shipments.,0.0
-"Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.",0.0
-"Compute sales prices, total purchases, and receive and process cash or credit payment.",0.0
-"Compute taxes owed and prepare tax returns, ensuring compliance with payment, reporting, or other tax requirements.",0.0
-"Compute taxes owed or overpaid, using adding machines or personal computers, and complete entries on forms, following tax form instructions and tax tables.",0.0
-"Compute time settings for traffic signals or speed restrictions, using standard formulas.",0.0
-Compute total charges for merchandise or services and shipping charges.,0.0
-"Compute total holdings, dividends, interest, transfer taxes, brokerage fees, or commissions and allocate appropriate payments to customers.",0.0
-"Compute unspecified dimensions and machine settings, using knowledge of metal properties and shop mathematics.",0.0
-Compute usable amounts of items in shipments.,0.0
-"Compute wages and deductions, and enter data into computers.",0.0
-"Compute, record, and proofread data and other information, such as records or reports.",0.0
-"Compute, retrace, or adjust existing surveys of features such as highway alignments, property boundaries, utilities, control and other surveys to match the ground elevation-dependent grids, geodetic grids, or property boundaries and to ensure accuracy and continuity of data used in engineering, surveying, or construction projects.",0.0
-"Compute, withhold, and account for all payroll deductions.",0.0
-"Conceal blemishes in workpieces, such as nicks and dents, using fillers such as putty.",0.0
-"Conceptualize and help design interfaces for multimedia games, products, and devices.",0.0
-"Conduct ""head counts"" to help predict the outcome of upcoming votes.",0.0
-"Conduct acceptance tests, vendor-qualification protocols, surveys, audits, corrective-action reviews, or performance monitoring of incoming materials or components to ensure conformance to specifications.",0.0
-"Conduct agricultural research, analyze data, and prepare research reports.",0.0
-Conduct an initial assessment of an athlete's injury or illness to provide emergency or continued care and to determine whether they should be referred to physicians for definitive diagnosis and treatment.,0.0
-"Conduct analyses addressing issues such as failure, reliability, or yield improvement.",0.0
-"Conduct analyses of ships, such as stability, structural, weight, and vibration analyses.",0.0
-"Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems.",0.0
-"Conduct analytical, environmental, operational, or performance studies to develop designs for products, such as marine engines, equipment, and structures.",0.0
-"Conduct and administer fiscal operations, including accounting, planning budgets, authorizing expenditures, establishing rates for services, and coordinating financial reporting.",0.0
-"Conduct annual, interim, and special housing reviews and home visits to ensure conformance to regulations.",0.0
-"Conduct application evaluations and analyze results to determine commercial, industrial, scientific, medical, military, or other uses for electro-optical devices.",0.0
-"Conduct applied research aimed at improvements in areas such as disease testing, crop quality, pharmaceuticals, and the harnessing of microbes to recycle waste.",0.9024
-"Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods.",0.0
-"Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.",0.0
-"Conduct art therapy sessions, providing guided self-expression experiences to help clients recover from, or cope with, cognitive, emotional, or physical impairments.",0.0
-Conduct assessments of patients' risk for harm to self or others.,0.0
-Conduct auditions or interviews to evaluate potential clients.,0.0
-Conduct audits at hazardous waste sites or industrial sites or participate in hazardous waste site investigations.,0.0
-Conduct audits of validation or performance qualification processes to ensure compliance with internal or regulatory requirements.,0.0
-Conduct automotive design reviews.,0.0
-Conduct binocular disparity tests to assess depth perception.,0.0
-Conduct blood tests for transfusion purposes and perform blood counts.,0.0
-Conduct brake tests to determine the condition of brakes on trains.,0.0
-"Conduct calibration tests to determine performance or reliability of mechanical, structural, or electromechanical equipment.",0.0
-"Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.",0.0
-"Conduct chemical analyses of substances such as acids, alcohols, and enzymes.",0.0
-"Conduct chemical analysis of body fluids, including blood, urine, or spinal fluid, to determine presence of normal or abnormal components.",0.0
-Conduct chemical dependency program orientation sessions.,0.0
-"Conduct chemical or physical laboratory tests to assist scientists in making qualitative or quantitative analyses of solids, liquids, or gaseous materials.",0.0
-"Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.",0.0
-"Conduct classes or demonstrations, or train other workers.",0.0
-Conduct classes to teach procedures to staff.,0.0
-"Conduct classes, workshops, and demonstrations to teach principles, techniques, or methods in subjects, such as basic English language skills, life skills, and workforce entry skills.",0.0
-"Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.",0.0
-Conduct client or market surveys to obtain information about potential customers.,0.0
-Conduct clinical or basic research.,0.0
-Conduct clinical or laboratory-based research in ophthalmology.,0.0
-"Conduct clinical research on topics such as maternal or infant health care, contraceptive methods, breastfeeding, and gynecological care.",0.0
-Conduct community programs for all ages concerning topics such as drugs and violence.,0.0
-Conduct complete skin examinations.,0.0
-"Conduct cost, material, and efficiency studies for biofuels production plants or operations.",0.0
-"Conduct cost-benefit analyses for the construction of water supply systems, runoff collection networks, water and wastewater treatment plants, or wastewater collection systems.",0.0
-Conduct cost-benefit studies for watershed improvement projects or water management alternatives.,0.0
-"Conduct demonstrations to teach skills, such as sports, dancing, and handicrafts.",0.0
-Conduct dental health clinics for community groups to augment services of dentist.,0.0
-Conduct departure and arrival briefings.,0.0
-Conduct detailed bill reviews to implement sound litigation management and expense control.,0.0
-Conduct discharge planning and discharge patients.,0.0
-Conduct economic or commercial surveys to identify potential markets for products or services.,0.9165
-Conduct educational activities for school children.,0.0
-Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity.,0.0
-"Conduct electrocardiogram (EKG), phonocardiogram, echocardiogram, or other cardiovascular tests to record patients' cardiac activity, using specialized electronic test equipment, recording devices, or laboratory instruments.",0.0
-"Conduct electrocardiogram (EKG), phonocardiogram, echocardiogram, stress testing, or other cardiovascular tests to record patients' cardiac activity, using specialized electronic test equipment, recording devices, or laboratory instruments.",0.0
-Conduct employee background investigations and review reports with operational or human resources managers.,0.0
-"Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.",0.0
-Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures.,0.0
-Conduct engineering research experiments to improve or modify mining and oil machinery and operations.,0.0
-"Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.",0.0
-"Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.",0.0
-Conduct environmental audits or inspections or investigations of violations.,0.0
-Conduct environmental audits to ensure adherence to environmental standards.,0.0
-"Conduct environmental hazard inspections to identify or quantify problems, such as asbestos, poor air quality, water contamination, or other environmental hazards.",0.0
-"Conduct environmental impact studies related to water and wastewater collection, treatment, or distribution.",0.0
-"Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.",0.0
-"Conduct environmental studies on topics such as nuclear power generation, nuclear waste disposal, or nuclear weapon deployment.",0.0
-"Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.",0.0
-"Conduct environmental, operational, or performance tests on marine machinery and equipment.",0.0
-Conduct ethnographic field research.,0.0
-Conduct evaluations of employees' performance.,0.0
-Conduct exercise electrocardiogram tests to monitor cardiovascular activity under stress.,0.0
-Conduct exit interviews and ensure that necessary employment termination paperwork is completed.,0.0
-Conduct exit interviews to identify reasons for employee termination.,0.0
-Conduct experimental or virtual studies to investigate characteristics and processing principles of potential microelectromechanical systems (MEMS) technology.,0.7724
-"Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.",0.0
-Conduct experiments on biomass or pretreatment technologies.,0.0
-Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.,0.0
-"Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.",0.0
-Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.,0.0
-Conduct experiments to test new or alternate feedstock fermentation processes.,0.0
-"Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes.",0.0
-Conduct faculty performance evaluations.,0.0
-"Conduct failure analyses, document results, and recommend corrective actions.",0.0
-Conduct family medical studies to evaluate the genetic basis for traits or diseases.,0.0
-Conduct feasibility and cost-benefit studies for environmental remediation projects.,0.0
-Conduct feasibility or cost-benefit studies for environmental remediation projects.,0.0
-"Conduct feasibility studies for the construction of facilities, such as water supply systems, runoff collection networks, water and wastewater treatment plants, or wastewater collection systems.",0.0
-"Conduct field demonstrations of new products, techniques, or services.",0.0
-"Conduct field inspections of biomass plants, stations, or substations to ensure normal and safe operating conditions.",0.0
-"Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.",0.0
-Conduct field surveillance to gather case-related information.,0.0
-"Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems.",0.8568
-"Conduct field trips to point out scientific, historic, and natural features of parks, forests, historic sites, or other attractions.",0.0
-Conduct field work at outdoor sites.,0.0
-Conduct film screenings for directors and members of production staffs.,0.0
-Conduct financial analyses related to investments in green construction or green retrofitting projects.,0.0
-Conduct financial modeling for online marketing programs or Web site revenue forecasting.,0.0
-Conduct fire code compliance follow-ups to ensure that corrective actions have been taken in cases where violations were found.,0.0
-Conduct fire exit drills to monitor and evaluate evacuation procedures.,0.0
-"Conduct fire, safety, and sanitation inspections.",0.0
-"Conduct flight test programs to test equipment, instruments, and systems under a variety of conditions, using both manual and automatic controls.",0.0
-Conduct follow-up interviews with counselees to determine if their needs have been met.,0.0
-"Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy.",0.0
-"Conduct gambling games, such as dice, roulette, cards, or keno, following all applicable rules and regulations.",0.0
-"Conduct gambling tables or games, such as dice, roulette, cards, or keno, and ensure that game rules are followed.",0.0
-"Conduct general housekeeping of units, including wiping up oil spills and performing general cleaning duties.",0.0
-Conduct genetic analyses of deoxyribonucleic acid (DNA) or chromosomes to diagnose small biopsies and cell samples.,0.0
-"Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.",0.0
-Conduct geophysical surveys of potential sites for wind farms or solar installations to determine their suitability.,0.0
-"Conduct harsh environmental testing, accelerated aging, device characterization, or field trials to validate devices, using inspection tools, testing protocols, peripheral instrumentation, or modeling and simulation software.",0.0
-Conduct head counts to ensure that each prisoner is present.,0.0
-Conduct hearings to obtain information or evidence relative to disposition of claims.,0.0
-"Conduct hearings to review and decide claims regarding issues, such as social program eligibility, environmental protection, or enforcement of health and safety regulations.",0.0
-Conduct hemoglobin tests to ensure donor iron levels are normal.,0.0
-Conduct historical analyses of test results.,0.0
-"Conduct historical research as a basis for the identification, conservation, and reconstruction of historic places and materials.",0.0
-"Conduct historical research, and publish or present findings and theories.",0.0
-"Conduct home visits for pregnant women, newborn infants, or other high-risk individuals to monitor their progress or assess their needs.",0.0
-"Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts.",0.0
-Conduct in-flight tests and evaluations at specified altitudes and in all types of weather to determine the receptivity and other characteristics of equipment and systems.,0.0
-Conduct in-service training sessions to disseminate information regarding equipment or instruments.,0.0
-"Conduct in-service training sessions, or family and community education programs.",0.0
-Conduct independent field audits and investigations of income tax returns to verify information or to amend tax liabilities.,0.0
-"Conduct individual assessments, including interpreting measures and providing feedback for selection, placement, or promotion.",0.0
-Conduct individual in-room visits with residents.,0.0
-"Conduct individual, group, or family psychotherapy for those with chronic or acute mental disorders.",0.0
-"Conduct information sharing sessions, such as in-service workshops for other professionals, potential client groups, or the general community.",0.0
-"Conduct initial meetings with disputants to outline the arbitration process, settle procedural matters, such as fees, or determine details, such as witness numbers or time requirements.",0.0
-Conduct insect or plant disease surveys.,0.0
-Conduct inspections and acceptance testing of newly installed fire protection systems.,0.0
-Conduct inspections of the airport property and perimeter to maintain controlled access to airfields.,0.0
-Conduct inspections or operations outside of control rooms as necessary.,0.0
-Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.,0.0
-"Conduct inspections, using survey instruments, metering devices, tape measures, or test equipment.",0.0
-Conduct internal investigation to determine negligence and violation of laws and regulations by fire department employees.,0.0
-Conduct internet-based and library research.,0.924
-Conduct interviews for broadcasts.,0.0
-"Conduct interviews or surveys of users or customers to collect information on topics, such as requirements, needs, fatigue, ergonomics, or interfaces.",0.0
-"Conduct interviews to arrange for the preparation of obituary notices, to assist with the selection of caskets or urns, and to determine the location and time of burials or cremations.",0.0
-Conduct interviews to obtain information or evidence regarding communicable diseases or violations of health or sanitation regulations.,0.0
-"Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.",0.0
-Conduct inventories to maintain stock of clinical supplies.,0.0
-Conduct investigations of information security breaches to identify vulnerabilities and evaluate the damage.,0.0
-Conduct laboratory or clinical research on allergy or immunology topics.,0.0
-"Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.",0.0
-Conduct lessons or direct educational or therapeutic games to assist teachers dealing with speech problems.,0.0
-"Conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer.",0.0
-"Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.",0.8987
-"Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.",0.0
-Conduct low vision blindness tests.,0.0
-"Conduct market research analysis to identify search query trends, real-time search and news media activity, popular social media topics, electronic commerce trends, market opportunities, or competitor performance.",0.9301
-Conduct market research and analyze industry trends.,0.8955
-"Conduct materials test and analysis, using tools and equipment and applying engineering knowledge.",0.0
-"Conduct medical research to aid in controlling and curing disease, to investigate new medications, and to develop and test new medical techniques.",0.0
-Conduct medical research under direction of microbiologist or biochemist.,0.0
-"Conduct meetings and collaborate with other personnel for menu planning, serving arrangements, and related details.",0.0
-Conduct meetings with staff to discuss production progress and to ensure production objectives are attained.,0.0
-"Conduct meteorological research into the processes or determinants of atmospheric phenomena, weather, or climate.",0.0
-Conduct methane gas checks to ensure breathing quality of air.,0.0
-"Conduct most treatment sessions independently, in accordance with the long-term treatment plan and under the general direction of the patient's physician.",0.0
-Conduct needs assessments and strategic learning assessments to develop the basis for curriculum development or to update curricula.,0.0
-"Conduct needs assessments or surveys to determine interest in, or satisfaction with, wellness and fitness programs, events, or services.",0.0
-Conduct needs assessments to identify document management requirements of departments or end users.,0.0
-"Conduct network and security system audits, using established criteria.",0.0
-"Conduct neuropsychological evaluations such as assessments of intelligence, academic ability, attention, concentration, sensorimotor function, language, learning, and memory.",0.0
-Conduct numerical simulations of climate conditions to understand and predict global or regional weather patterns.,0.0
-"Conduct nutritional assessments of individuals, including obtaining and evaluating individuals' dietary histories, to plan nutritional programs.",0.9584
-Conduct ocular motility tests to measure function of eye muscles.,0.0
-"Conduct office automation feasibility studies, including workflow analysis, space design, or cost comparison analysis.",0.0
-"Conduct on-the-job training classes or training sessions to teach and demonstrate principles, techniques, procedures, or methods of designated subjects.",0.0
-"Conduct ongoing prenatal health assessments, tracking changes in physical and emotional health.",0.0
-"Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites.",0.9302
-Conduct or arrange for ongoing technical training and personal development classes for staff members.,0.0
-"Conduct or arrange for worker training in safety, repair, or maintenance techniques, operational procedures, or equipment use.",0.0
-Conduct or coordinate audits of company accounts and financial transactions to ensure compliance with state and federal requirements and statutes.,0.0
-Conduct or coordinate tests to ensure that intelligence is consistent with defined needs.,0.0
-"Conduct or coordinate worker training in areas such as safety laws and regulations, hazardous condition monitoring, and use of safety equipment.",0.0
-"Conduct or direct investigations or hearings to resolve complaints or violations of laws, or testify at such hearings.",0.0
-Conduct or direct mining experiments to test or prove research findings.,0.0
-"Conduct or direct research on hearing or balance topics and report findings to help in the development of procedures, technology, or treatments.",0.0
-"Conduct or direct research on speech or hearing topics and report findings for use in developing procedures, technologies, or treatments.",0.0
-Conduct or direct system-level automotive testing.,0.0
-"Conduct or direct testing of air quality, noise, temperature, or radiation levels to verify compliance with health and safety regulations.",0.0
-Conduct or direct the internal investigation of compliance issues.,0.0
-Conduct or facilitate training sessions or seminars for wellness and fitness staff.,0.0
-"Conduct or order diagnostic tests such as chest radiographs (x-rays), microbiologic tests, or endocrinologic tests.",0.0
-"Conduct or oversee collection of corporate intelligence to avoid fraud, financial crime, cyber attack, terrorism, and infrastructure failure.",0.0
-Conduct or oversee contingency plan integration and operation.,0.0
-"Conduct or oversee the conduct of life cycle analyses to determine the environmental impacts of products, processes, or systems.",0.0
-Conduct or oversee the conduct of prototype development or microfabrication activities to ensure compliance to specifications and promote effective production processes.,0.0
-"Conduct or participate in workshops, committees, and conferences designed to promote the intellectual, social, and physical welfare of students.",0.0
-"Conduct or supervise operational programs, such as fish hatcheries, greenhouses and livestock production programs.",0.0
-Conduct or supervise stock examinations to identify diseases or parasites.,0.0
-Conduct or supervise tests on raw materials or finished products to ensure their quality.,0.0
-Conduct or support research and apply research findings to practice.,0.0
-Conduct orientation sessions and arrange on-the-job training for new hires.,0.0
-Conduct own research in field of expertise.,0.9486
-"Conduct participatory action research in communities and organizations to assess how work is done and to design work systems, technologies, and environments.",0.0
-Conduct periodic internal reviews or audits to ensure that compliance procedures are followed.,0.0
-Conduct periodic on-site observations of construction work to monitor compliance with plans.,0.0
-Conduct periodic public health maintenance activities such as immunizations and screenings for diseases and disease risk factors.,0.0
-"Conduct periodic trips through the cabin to ensure passenger comfort and to distribute reading material, headphones, pillows, playing cards, and blankets.",0.0
-"Conduct personal background investigations, such as pre-employment checks, to obtain information about an individual's character, financial status, or personal history.",0.0
-Conduct physical examinations and physiological function tests for diagnostic purposes.,0.0
-Conduct physical examinations of patients.,0.0
-Conduct physical examinations of property to ensure compliance with security policies and regulations.,0.0
-"Conduct physical tests, such as functional capacity evaluations, to determine injured workers' capabilities to perform the physical demands of their jobs.",0.0
-Conduct post-event evaluations to determine how future events could be improved.,0.0
-"Conduct post-service or failure analyses, using electromechanical diagnostic principles or procedures.",0.0
-Conduct postmortem studies and analyses to determine the causes of animals' deaths.,0.0
-"Conduct pre-flight briefings on weather conditions, suggested routes, altitudes, indications of turbulence, or other flight safety information.",0.0
-Conduct pre-implementation audits to determine if systems and programs under development will work as planned.,0.0
-Conduct pre-operational checks on equipment to ensure proper functioning.,0.0
-Conduct predictive or reactive analyses on security measures to support cyber security initiatives.,0.0
-Conduct prehearing and presentencing investigations and testify in court regarding offenders' backgrounds and recommended sentences and sentencing conditions.,0.0
-"Conduct preliminary hearings to decide issues, such as whether there is reasonable and probable cause to hold defendants in felony cases.",0.0
-Conduct presentations of analytic findings.,0.0
-Conduct presentations on research findings for clients or at research meetings.,0.0
-"Conduct preventative maintenance and repair, and lubricate machines and equipment.",0.0
-Conduct primary patient assessments that include information from prior medical care.,0.0
-Conduct private investigations on a paid basis.,0.0
-Conduct public educational programs on forest care and conservation.,0.0
-Conduct pulmonary assessments to identify abnormal respiratory patterns or breathing sounds that indicate problems.,0.0
-Conduct quality analyses of data inputs and resulting analyses or predictions.,0.9892
-Conduct quality control tests.,0.0
-"Conduct quantitative risk assessments for human health, environmental, or other risks.",0.0
-Conduct question-and-answer presentations on astronomy topics with public audiences.,0.0
-"Conduct radiation oncology-related research, such as improving computer treatment planning systems or developing new treatment devices.",0.0
-Conduct raids and order detention of witnesses and suspects for questioning.,0.0
-Conduct reference or background checks on job applicants.,0.0
-"Conduct reference searches, using printed materials and in-house and online databases.",0.9241
-Conduct regular design reviews throughout the game development process.,0.0
-Conduct regular reviews of property within jurisdictions to determine changes in property due to construction or demolition.,0.0
-"Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices.",0.0
-Conduct research and communicate information to promote the conservation and preservation of water resources.,0.0
-Conduct research and interviews to determine which of a product's selling features should be promoted.,0.0
-Conduct research and present scientific findings.,0.0
-"Conduct research concerning animal nutrition, breeding, or management to improve products or processes.",0.0
-"Conduct research in a particular field of knowledge and present findings in professional journals, books, electronic media, or at professional conferences.",0.8971
-"Conduct research in a particular field of knowledge and publish findings in books, professional journals, or electronic media.",1.0
-"Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.",0.9157
-"Conduct research in a particular field of knowledge and publish findings in scholarly journals, books, or electronic media.",1.0
-Conduct research in occupational therapy.,0.0
-"Conduct research in surveying and mapping methods, using knowledge of photogrammetric map compilation and electronic data processing.",0.0
-Conduct research in the prevention or treatment of injuries or medical conditions related to sports and exercise.,0.0
-Conduct research into the application or enhancement of remote sensing technology.,0.0
-"Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.",0.0
-Conduct research into the use of plant species as green fuels or in the production of green fuels.,0.0
-"Conduct research on cell organization and function, including mechanisms of gene expression, cellular bioinformatics, cell signaling, or cell differentiation.",0.0
-"Conduct research on consumer opinions and buying habits, and identify target audiences for products, services, or technologies.",0.0
-"Conduct research on consumer opinions and marketing strategies, collaborating with marketing professionals, statisticians, pollsters, and other professionals.",0.9697
-"Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection.",0.0
-"Conduct research on economic issues, and disseminate research findings through technical reports or scientific articles in journals.",0.0
-Conduct research on fire retardants and the fire safety of materials and devices.,0.0
-Conduct research on hazardous waste management projects to determine the magnitude of problems and treatment or disposal alternatives and costs.,0.0
-Conduct research on neuropsychological disorders.,0.0
-Conduct research on new photonics technologies.,0.0
-Conduct research on robotic technology to create new robotic systems or system capabilities.,0.0
-"Conduct research on the structures and properties of materials, such as metals, alloys, polymers, and ceramics, to obtain information that could be used to develop new products or enhance existing ones.",0.0
-Conduct research or provide instruction on subject matter related to athletic training or sports medicine.,0.0
-Conduct research pertaining to potential environmental impacts of atomic energy-related industrial development to determine licensing qualifications.,0.0
-"Conduct research related to a range of nanotechnology topics, such as packaging, heat transfer, fluorescence detection, nanoparticle dispersion, hybrid systems, liquid systems, nanocomposites, nanofabrication, optoelectronics, or nanolithography.",0.0
-"Conduct research studies of physical work environments, organizational structures, communication systems, group interactions, morale, or motivation to assess organizational functioning.",0.0
-Conduct research studies to develop new concepts in the field of automotive engineering.,0.0
-"Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.",0.0
-"Conduct research to breed or develop energy crops with improved biomass yield, environmental adaptability, pest resistance, production efficiency, bioprocessing characteristics, or reduced environmental impacts.",0.0
-"Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.",0.0
-Conduct research to develop and test surgical techniques that can improve operating procedures and outcomes related to musculoskeletal injuries and diseases.,0.0
-Conduct research to develop and test surgical techniques that can improve operating procedures and outcomes.,0.0
-"Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings to the scientific audience and general public.",0.0
-"Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings.",0.0
-Conduct research to develop new and improved chemical manufacturing processes.,0.0
-Conduct research to develop or improve diagnostic or therapeutic counseling techniques.,0.0
-"Conduct research to develop or test medications, treatments, or procedures that prevent or control disease or injury.",0.0
-"Conduct research to develop or test medications, treatments, or procedures to prevent or control disease or injury.",0.0
-"Conduct research to evaluate potential solutions related to changes in equipment design, procedures, manpower, personnel, or training.",0.0
-Conduct research to evaluate safety levels for products.,0.0
-"Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.",1.0
-Conduct research to gather information about survey topics.,0.938
-Conduct research to generate new knowledge that can be used to address learning and behavior issues.,1.0
-Conduct research to help clients avoid repossessions or foreclosures or remove levies or wage garnishments.,0.0
-"Conduct research to identify the goals, net worth, charitable donation history, or other data related to potential donors, potential investors, or general donor markets.",0.0
-"Conduct research to obtain factual information and authentic detail, using sources such as newspaper accounts, diaries, and interviews.",0.0
-"Conduct research to study anatomy and develop or test medications, treatments, or procedures to prevent or control disease or injury.",0.0
-Conduct research to study the relationships among environmental problems and patterns of economic production and consumption.,0.0
-"Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.",0.8582
-"Conduct research, compile data, and prepare papers for consideration and presentation by executives, committees, and boards of directors.",0.8528
-"Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.",0.0
-"Conduct research, or assist in the conduct of research, including the collection of information and samples, such as blood, water, soil, plants and animals.",0.0
-Conduct risk assessments related to sustainability and the environment.,0.0
-Conduct roll calls of correctional officers.,0.0
-"Conduct routine and non-routine analyses of in-process materials, raw materials, environmental samples, finished goods, or stability samples.",0.0
-Conduct routine and special inspections as required by regulations.,0.0
-Conduct safety drills such as man overboard or fire drills.,0.0
-Conduct safety training or education programs and demonstrate the use of safety equipment.,0.0
-Conduct sales meetings to introduce new merchandise.,0.0
-"Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.",0.0
-"Conduct screening interviews of patients to identify contraindications, such as ferrous objects, pregnancy, prosthetic heart valves, cardiac pacemakers, or tattoos.",0.0
-"Conduct searches to find needed information, using such sources as the Internet.",0.9772
-Conduct security audits to identify potential vulnerabilities related to physical security or staff safety.,0.0
-Conduct seminars and training sessions for sales agents to improve sales techniques.,0.0
-"Conduct seminars or workshops on financial planning topics, such as retirement planning, estate planning, or the evaluation of severance packages.",0.8381
-Conduct short- and long-term climate assessments and study storm occurrences.,0.0
-Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs.,0.0
-Conduct site audits to ensure adherence to safety and environmental regulations.,0.0
-Conduct social research to advance knowledge in the social work field.,0.0
-Conduct social research.,1.0
-"Conduct software compatibility tests with programs, hardware, operating systems, or network environments.",0.0
-Conduct sound checks to ensure equipment is working and appropriate for the venue.,0.0
-"Conduct special ceremonies, such as weddings, funerals, or confirmations.",0.0
-Conduct special studies to develop and establish standard hour and related cost data or to reduce cost.,0.0
-"Conduct specialized procedures, such as animal branding or tattooing or hoof trimming.",0.0
-Conduct specified laboratory tests.,0.0
-"Conduct staff meetings to relay general information or to address specific topics, such as safety.",0.0
-Conduct staff performance evaluations.,0.0
-"Conduct standardized biological, microbiological or biochemical tests and laboratory analyses to evaluate the quantity or quality of physical or chemical substances in food or other products.",0.0
-"Conduct standardized tests on food, beverages, additives, or preservatives to ensure compliance with standards and regulations regarding factors such as color, texture, or nutrients.",0.0
-Conduct standardized tests to ensure materials or supplies used throughout power supply systems meet processing and safety specifications.,0.0
-"Conduct standards tests, such as blood alcohol, blood culture, oral glucose tolerance, glucose screening, blood smears, or peak and trough drug levels tests.",0.0
-"Conduct statistical analyses to quantify risk, using statistical analysis software or econometric models.",0.0
-Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs.,0.0
-Conduct statistical studies to analyze or compare production costs for sustainable or nonsustainable designs.,0.0
-Conduct store audits to identify problem areas or procedural deficiencies.,0.0
-"Conduct stress tests, using electrocardiograph (EKG) machines.",0.0
-Conduct studies of appeals procedures in field agencies to ensure adherence to legal requirements and to facilitate determination of cases.,0.0
-Conduct studies of appeals procedures to ensure adherence to legal requirements or to facilitate disposition of cases.,0.0
-"Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification.",0.0
-Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.,0.0
-Conduct surveillance testing to determine safety of nuclear equipment.,0.0
-"Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.",0.9603
-Conduct surveys and evaluate findings to determine if systematic discrimination exists.,0.0
-"Conduct surveys to ascertain the locations of natural features and man-made structures on the Earth's surface, underground, and underwater, using electronic distance-measuring equipment, such as GPS, and other surveying instruments.",0.0
-"Conduct surveys to determine exact positions, measurement of points, elevations, lines, areas, volumes, contours, or other features of land surfaces.",0.0
-"Conduct surveys to determine the types of emergency-related needs to be addressed in disaster planning, or provide technical support to others conducting such surveys.",0.0
-Conduct taped or filmed interviews or narratives.,0.0
-Conduct technical studies for water resources on topics such as pollutants and water treatment options.,0.0
-"Conduct test runs with completed tools or dies to ensure that parts meet specifications, making adjustments as necessary.",0.0
-Conduct testing to determine functionality or optimization or to establish limits of photonics systems or components.,0.0
-Conduct tests of nuclear fuel behavior and cycles or performance of nuclear machinery and equipment to optimize performance of existing plants.,0.0
-"Conduct tests of pulmonary system, using spirometer or other respiratory testing equipment.",0.0
-"Conduct tests of the pulmonary system, using a spirometer or other respiratory testing equipment.",0.0
-"Conduct tests or studies such as electroencephalography (EEG), polysomnography (PSG), nerve conduction studies (NCS), electromyography (EMG), and intraoperative monitoring (IOM).",0.0
-"Conduct tests to determine cerebral death, the absence of brain activity, or the probability of recovery from a coma.",0.0
-"Conduct tests, such as electrocardiograms (EKGs), stress testing, or lung capacity tests, to evaluate patients' cardiopulmonary functions.",0.0
-"Conduct tests, such as the Amsler Grid test, to measure central visual field used in the early diagnosis of macular degeneration, glaucoma, or diseases of the eye.",0.0
-"Conduct therapeutic, recreational, or athletic activities.",0.0
-Conduct therapy sessions to improve patients' mental and physical well-being.,0.0
-"Conduct threat or vulnerability analyses to determine probable frequency, criticality, consequence, or severity of natural or man-made disasters or criminal activity on the organization's profitability or delivery of products or services.",0.9515
-Conduct tonometry or tonography tests to measure intraocular pressure.,0.0
-"Conduct tours or deliver talks describing features of public facilities, such as a historic site or national park.",0.0
-Conduct training or in-services to educate clinicians and other personnel on proper use of equipment.,0.0
-"Conduct training programs to develop or maintain desired animal behaviors for competition, entertainment, obedience, security, riding, or related purposes.",0.0
-"Conduct training sessions on new material products, applications, or manufacturing methods for customers and their employees.",0.0
-"Conduct training sessions on selection, use, and design of audio-visual materials and on operation of presentation equipment.",0.0
-"Conduct trial runs before welding, soldering, or brazing, and make necessary adjustments to equipment.",0.0
-Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.,0.0
-Conduct user research to determine design requirements and analyze user feedback to improve design quality.,0.0
-"Conduct validation or qualification tests of new or existing processes, equipment, or software in accordance with internal protocols or external standards.",0.0
-"Conduct vehicle or transportation equipment tests, using diagnostic equipment.",0.0
-Conduct verifications of employment.,0.0
-Conduct visual field tests to measure field of vision.,0.0
-"Conduct visual inspections of compressed natural gas fuel systems to identify cracks, gouges, abrasions, discoloration, broken fibers, loose brackets, damaged gaskets, or other problems.",0.0
-Conduct visual inspections of emission control equipment and smoke emitted from gasoline or diesel vehicles.,0.0
-Conduct water quality studies to identify and characterize water pollutant sources.,0.0
-Conduct well field site assessments.,0.0
-Conduct wildland firefighting training.,0.0
-"Conduct wind assessment, integration, or validation studies.",0.0
-Conduct worker studies to determine whether specific instances of disease or illness are job-related.,0.0
-"Conduct, or assist in the conduct of, music therapy research.",0.0
-"Conduct, or oversee the conduct of, chemical, physical, and biological water quality monitoring or sampling to ensure compliance with water quality standards.",0.0
-"Conduct, or oversee the conduct of, investigations on matters such as water storage, wastewater discharge, pollutants, permits, or other compliance and regulatory issues.",0.0
-Confer and cooperate with other managers to ensure coordination of hotel activities.,0.0
-Confer or consult with department heads to plan advertising services and to secure information on equipment and customer specifications.,0.0
-"Confer or correspond with establishment representatives to rectify problems, such as damages, shortages, or nonconformance to specifications.",0.0
-Confer regularly with community association members to ensure their needs are being met.,0.0
-"Confer with ballistics, fingerprinting, handwriting, documents, electronics, medical, chemical, or metallurgical experts concerning evidence and its interpretation.",0.0
-"Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.",0.0
-"Confer with clergy members, congregational officials, or congregational organizations to encourage support of or participation in religious education activities.",0.0
-"Confer with client to determine factors affecting planning of interior environments, such as budget, architectural preferences, purpose, and function.",0.0
-Confer with clients about their medical histories and problems with stress or pain to determine how massage will be most helpful.,0.0
-"Confer with clients and staff to gather information about exhibit space, proposed themes and content, timelines, budgets, materials, or promotion requirements.",0.0
-"Confer with clients regarding price and type of arrangement desired and the date, time, and place of delivery.",0.0
-Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.,0.7448
-"Confer with clients to determine objectives, budget, background information, and presentation approaches, styles, and techniques.",0.7955
-Confer with clients to develop plans for posttreatment activities.,0.0
-"Confer with clients to develop strategies for their careers, and to explain actions taken on their behalf.",0.7081
-Confer with clients to discuss and determine layout design.,0.0
-Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed.,0.0
-Confer with clients to obtain and provide information when claims are made on a policy.,0.9216
-"Confer with clients to restructure debt, refinance debt, or raise new debt.",0.0
-"Confer with clients, editors, publishers, or producers to discuss changes or revisions to written material.",0.0
-"Confer with clients, editors, writers, art directors, and other interested parties regarding the nature and content of artwork to be produced.",0.8662
-"Confer with clients, engineering personnel, or architects on landscape projects.",0.0
-"Confer with clients, vendors, staff, and management personnel regarding purchases, product and production specifications, manufacturing capabilities, or project status.",0.0
-"Confer with co-workers to obtain information about orders, processes, or problems.",0.0
-Confer with coaches to select protective equipment.,0.0
-Confer with colleagues to formulate positions and strategies pertaining to pending issues.,0.0
-Confer with colleagues with specialties in appropriate areas of legal issue to establish and verify bases for legal proceedings.,0.0
-"Confer with colleagues, faculty, and community members and organizations to conduct informational programs, make collection decisions, and determine library services to offer.",0.0
-Confer with company officials about financial and regulatory matters.,0.0
-"Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business.",0.7877
-Confer with company personnel regarding feasibility of complying with writers' requests.,0.0
-Confer with conductors and other workers via radiotelephones or computers to exchange switching information.,0.0
-"Confer with conductors or traffic control center personnel via radiophones to issue or receive information concerning stops, delays, or oncoming trains.",0.0
-"Confer with conservators to determine how to handle an exhibit's environmental aspects, such as lighting, temperature, and humidity, so that objects will be protected and exhibits will be enhanced.",0.0
-"Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.",0.0
-"Confer with coworkers to get information about order details, processing plans, or problems that occur.",0.0
-"Confer with coworkers to obtain information about orders, processes, or problems.",0.0
-"Confer with creative, art, copywriting, or production department heads to discuss client requirements and presentation concepts and to coordinate creative activities.",0.0
-Confer with credit association and other business representatives to exchange credit information.,0.0
-Confer with customer representatives to review schematics and answer questions pertaining to installation of systems.,0.0
-"Confer with customer representatives, vendors, plant executives, or publisher to establish technical specifications and to determine subject material to be developed for publication.",0.0
-Confer with customers and engineers to assess equipment needs and to determine system requirements.,0.7223
-"Confer with customers by telephone or in person to determine reasons for overdue payments and to review the terms of sales, service, or credit contracts.",0.0
-"Confer with customers by telephone or in person to provide information about products or services, take or enter orders, cancel accounts, or obtain details of complaints.",0.991
-Confer with customers or read work orders to determine the nature and extent of damage to units.,0.0
-"Confer with customers or supervising personnel to address questions, problems, or requests for service or equipment.",0.0
-Confer with customers to assess customer needs or obtain feedback.,0.0
-Confer with customers to determine furniture colors or finishes.,0.0
-Confer with customers to determine how to tailor materials to their needs.,0.0
-Confer with customers to determine project requirements or to provide cost estimates.,0.0
-Confer with customers to determine the nature of malfunctions.,0.0
-Confer with customers to determine the nature of problems or to explain repairs.,0.0
-Confer with customers to determine their service requirements and travel preferences.,1.0
-Confer with customers to determine types of material and garment styles desired.,0.0
-Confer with customers to obtain descriptions of vehicle problems and to discuss work to be performed and future repair requirements.,0.0
-"Confer with customers, read work orders, or examine vehicles needing repair to determine the nature and extent of damage.",0.0
-"Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems.",0.0
-Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.,0.0
-Confer with database users about project timelines and changes.,0.0
-"Confer with department heads or staff to discuss topics such as contracts, selection of advertising media, or product to be advertised.",0.0
-"Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.",0.0
-Confer with department supervisors or other personnel to assess progress and discuss needed changes.,0.0
-"Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement.",0.0
-"Confer with design, building, and equipment personnel to plan for construction and remodeling of food service units.",0.0
-"Confer with directors and production staff to discuss issues, such as production and casting problems, budgets, policies, and news coverage.",0.0
-"Confer with directors, sound and lighting technicians, electricians, and other crew members to discuss assignments and determine filming sequences, desired effects, camera movements, and lighting requirements.",0.0
-"Confer with disputants to clarify issues, identify underlying concerns, and develop an understanding of their respective needs and interests.",0.0
-"Confer with end users to define or implement clinical system requirements such as data release formats, delivery schedules, and testing protocols.",0.0
-Confer with engineering personnel regarding details and implications of test procedures and results.,0.0
-Confer with engineering staff and consult specifications to evaluate interface between hardware and software and operational and performance requirements of overall system.,0.0
-Confer with engineering staff and other personnel to resolve problems.,0.0
-"Confer with engineering, marketing, production, or sales departments, or with customers, to establish and evaluate design concepts for manufactured products.",0.0
-"Confer with engineering, supervisory, or manufacturing personnel to exchange technical information.",0.0
-"Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.",0.0
-"Confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions.",0.0
-"Confer with engineers, architects, owners, contractors, and subcontractors on changes and adjustments to cost estimates.",0.0
-"Confer with engineers, customers, or others to discuss existing or potential engineering projects or products.",0.0
-"Confer with engineers, customers, vendors, or others to discuss existing or potential electronics engineering projects or products.",0.0
-"Confer with escrow companies, lenders, home inspectors, and pest control operators to ensure that terms and conditions of purchase agreements are met before closing dates.",0.0
-"Confer with establishment officials, security departments, police, or postal officials to identify problems, provide information, or receive instructions.",0.0
-"Confer with establishment personnel, vendors, or customers to coordinate production or shipping activities and to resolve complaints or eliminate delays.",0.0
-Confer with family members or others close to clients to keep them informed of treatment planning and progress.,0.0
-Confer with flight dispatchers and weather forecasters to keep abreast of flight conditions.,0.0
-Confer with health care professionals to determine the best recruitment practices for studies.,0.0
-"Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs.",0.0
-Confer with individuals or organizations involved in cases to obtain relevant information.,0.0
-Confer with information technology specialists to develop computer applications for genetic data analysis.,0.0
-"Confer with judges concerning legal questions, construction of documents, or granting of orders.",0.0
-Confer with labor relations managers to develop internal communications that keep employees informed of company activities.,0.0
-Confer with leaders of government and community groups to coordinate student training or to find opportunities for students to fulfill curriculum requirements.,0.0
-Confer with legal authorities to ensure that renting and advertising practices are not discriminatory and that properties comply with state and federal regulations.,0.0
-Confer with legal counsel on claims requiring litigation.,0.0
-"Confer with legal staff to resolve problems, such as copyright infringement or royalty sharing with outside producers or distributors.",0.0
-"Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.",0.0
-"Confer with management and conduct surveys to identify training needs based on projected production processes, changes, and other factors.",0.0
-Confer with management and editorial staff members regarding placement and emphasis of developing news stories.,0.0
-"Confer with management or development teams to prioritize needs, resolve conflicts, develop content criteria, or choose solutions.",0.0
-"Confer with management or subordinates to resolve worker problems, complaints, or grievances.",0.0
-Confer with management to develop or implement personnel policies or procedures.,0.0
-Confer with management to discuss and resolve participant complaints.,0.0
-"Confer with management, production, or marketing staff to discuss project specifications or procedures.",0.0
-"Confer with managerial or technical personnel, other departments, or contractors to resolve problems or to coordinate activities.",0.0
-Confer with managers or landscape architects to develop plans or schedules for landscaping maintenance or improvement.,0.0
-"Confer with managers to determine production requirements, conditions of equipment and supplies, and work schedules.",0.0
-"Confer with managers to evaluate weather or soil conditions, to develop plans or procedures, or to discuss issues such as changes in fertilizers, herbicides, or cultivating techniques.",0.0
-Confer with marketing and sales departments to define client requirements and expectations.,1.0
-Confer with medical personnel to better understand the backgrounds and needs of individual residents.,0.0
-Confer with medical professionals regarding image-based diagnoses.,0.0
-Confer with medical professionals to assess health risks and to develop ways to manage health issues and concerns.,0.0
-Confer with members of treatment team to plan and evaluate therapy programs.,0.0
-Confer with network users about solutions to existing system problems.,0.0
-Confer with numerical control programmers to check and ensure that new programs or machinery will function properly and that output will meet specifications.,0.0
-Confer with officials in various agencies to facilitate clearance of goods through customs and quarantine.,0.0
-Confer with officials of public health and law enforcement agencies to coordinate interdepartmental activities.,0.0
-"Confer with officials of real estate, securities, or financial institution industries to exchange views and discuss issues or pending cases.",0.0
-Confer with operations directors to formulate and maintain fair and attainable technical policies for programs.,0.0
-"Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions.",0.0
-Confer with other academic staff to explain and formulate admission requirements and course credit policies.,0.0
-"Confer with other counselors, doctors, and professionals to analyze individual cases and to coordinate counseling services.",0.0
-"Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.",0.0
-Confer with other managers to identify trends or key group interests or concerns or to provide advice on business decisions.,0.0
-Confer with other medical professionals to determine type and method of anesthetic or sedation to render patient insensible to pain.,0.0
-"Confer with other professionals on client's treatment team to develop, coordinate, or integrate treatment plans.",0.0
-"Confer with other sporting officials, coaches, players, and facility managers to provide information, coordinate activities, and discuss problems.",0.0
-"Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.",0.0
-"Confer with other staff members to plan and schedule lessons that promote learning, following approved curricula.",0.0
-"Confer with other staff members to plan or schedule lessons promoting learning, following approved curricula.",0.0
-"Confer with other staff members to plan, schedule, or conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.",0.0
-Confer with other staff to help plan establishments' menus.,0.0
-Confer with other supervisors to coordinate operations and activities within or between departments.,0.0
-Confer with other supervisors to coordinate work activities with those of other departments or units.,0.0
-Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.,0.0
-Confer with other workers about machine setups and operational specifications.,0.0
-"Confer with other workers to discuss issues, such as safety, cutting heights, or work needs.",0.0
-Confer with others to gather information regarding pipe or tool sizes or borehole conditions in wells.,0.0
-"Confer with owners, violators, or authorities to explain regulations or recommend remedial actions.",0.0
-Confer with parents and staff to discuss educational activities and policies and students' behavioral or learning problems.,0.0
-"Confer with parents and staff to discuss educational activities, policies, and student behavior or learning problems.",0.0
-"Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.",0.0
-"Confer with parents or guardians, teachers, administrators, and other professionals to discuss children's progress, resolve behavioral, academic, and other problems, and to determine priorities for students and their resource needs.",0.0
-"Confer with parents or guardians, teachers, counselors, and administrators to resolve students' behavioral and academic problems.",0.0
-"Confer with parents, administrators, testing specialists, social workers, and professionals to develop individual educational plans (IEPs) for students' educational, physical, and social development.",0.0
-"Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).",0.0
-"Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual educational plans (IEPs) for students' educational, physical, and social development.",0.0
-"Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual educational plans (IEPs) for students' educational, physical, or social development.",0.0
-"Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.",0.0
-Confer with park staff to determine subjects and schedules for park programs.,0.0
-Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.,0.0
-"Confer with personnel, such as management, engineering, quality control, customer, or union workers' representatives, to coordinate work activities, resolve employee grievances, or identify and review resource needs.",0.0
-"Confer with physical therapy staff or others to discuss and evaluate patient information for planning, modifying, or coordinating treatment.",0.0
-Confer with physicians to formulate specifications and prescriptions for orthopedic or prosthetic devices.,0.0
-"Confer with physicians, psychologists, occupational therapists, and other professionals to develop and implement client rehabilitation programs.",0.0
-"Confer with potential customers regarding equipment needs, and advise customers on types of equipment to purchase.",0.0
-"Confer with process engineers, plant operators, flavor experts, and packaging and marketing specialists to resolve problems in product development.",0.0
-Confer with producers and directors concerning layout or editing approaches needed to increase dramatic or entertainment value of productions.,0.0
-Confer with producers and directors to define the nature and placement of film or television music.,0.0
-"Confer with producers, performers, and others to determine and achieve the desired sound for a production, such as a musical recording or a film.",0.0
-Confer with production or support personnel to produce or coordinate production of advertisements or promotions.,0.0
-"Confer with production, sales, shipping, warehouse, or common carrier personnel to expedite or trace shipments.",0.0
-"Confer with professionals on client's treatment team to develop, coordinate, or integrate treatment plans.",0.0
-Confer with project personnel to identify and resolve problems.,0.0
-"Confer with realtors, lending institution personnel, buyers, sellers, contractors, surveyors, and courthouse personnel to exchange title-related information or to resolve problems.",0.0
-Confer with research and biomanufacturing personnel to ensure the compatibility of design and production.,0.0
-Confer with research personnel to clarify or resolve problems and to develop or modify designs.,0.0
-"Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.",0.0
-Confer with sales and management executives or with clients to discuss design ideas.,0.0
-"Confer with schools, state authorities, or community groups to develop health standards or programs.",0.0
-"Confer with scientific, engineering, and technical personnel to resolve design, research, and testing problems.",0.0
-Confer with scientists directing projects to determine significant events to monitor during tests.,0.0
-"Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.",0.7721
-"Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.",0.0
-Confer with staff at a chosen event site to coordinate details.,0.0
-"Confer with staff to resolve performance and personnel problems, and to discuss company policies.",0.0
-"Confer with staff, users, and management to establish requirements for new systems or modifications.",0.0
-"Confer with staff, users, and vendors to discuss defective or unacceptable goods or services and determine corrective action.",0.0
-Confer with stage or motion picture officials and performers to determine desired effects.,0.0
-"Confer with supervisor to determine project details such as plan preparation, acceptance testing, and evaluation of field conditions.",0.0
-Confer with supervisors or engineers to plan or review work activities or to resolve production problems.,0.0
-Confer with supervisors or other equipment operators to report equipment malfunctions or to resolve production problems.,0.0
-Confer with supervisors or programmers to resolve machine malfunctions or production errors or to obtain approval to continue production.,0.0
-"Confer with supervisory personnel, owners, contractors, or design professionals to discuss and resolve matters, such as work procedures, complaints, or construction problems.",0.0
-"Confer with suppliers to obtain bids for proposed purchases and to requisition supplies, disbursing funds according to federal regulations.",0.0
-Confer with supply chain planners to forecast demand or create supply plans that ensure availability of materials or products.,0.0
-"Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.",0.0
-"Confer with taxpayers or their representatives to discuss the issues, laws, and regulations involved in returns, and to resolve problems with returns.",0.0
-Confer with teachers to select course materials and to determine which training aids are best suited to particular grade levels.,0.0
-"Confer with technical and supervisory personnel to report or resolve conditions affecting biofuels plant safety, operational efficiency, and product quality.",0.0
-"Confer with technical and supervisory personnel to report or resolve conditions affecting safety, efficiency, or product quality.",0.0
-"Confer with technical directors, managers, crew members, and writers to discuss details of production, such as photography, script, music, sets, and costumes.",0.0
-"Confer with the board of directors to formulate and interpret policies, to determine budget requirements, and to plan overall operations.",0.0
-"Confer with the patient, medical practitioners, or appropriate others to plan, implement, or assess the intervention program.",0.0
-Confer with traders to identify and communicate risks associated with specific trading strategies or positions.,0.0
-Confer with underwriters to resolve mortgage application problems.,0.0
-"Confer with users to analyze, configure, or troubleshoot applications.",0.9569
-"Confer with users to discuss issues such as computer data access needs, security violations, and programming changes.",0.0
-Confer with vendors to evaluate new equipment or reagents or to discuss the customization of product lines to meet user requirements.,0.0
-"Configure and define parameters for installation or testing of local area network (LAN), wide area network (WAN), hubs, routers, switches, controllers, multiplexers, or related networking equipment.",0.0
-Configure information systems to incorporate principles of least functionality and least access.,0.0
-Configure security settings or access permissions for groups or individuals.,0.969
-Configure servers to meet functional specifications.,0.8881
-Configure wide area network (WAN) or local area network (LAN) routers or related equipment.,0.0
-"Configure, monitor, and maintain email applications or virus protection software.",0.0
-Confirm routes and destination information for freight cars.,0.0
-Confiscate dangerous items and hazardous materials found in opened bags and turn them over to airlines for disposal.,0.0
-Conform to laws of health and sanitation and ensure that legal requirements concerning embalming are met.,0.0
-"Connect accessories such as floats, weights, flags, lights, or markers to nets, lines, or traps.",0.0
-"Connect air hoses to cars, using wrenches.",0.0
-Connect and disconnect utility services at specific locations.,0.0
-Connect and turn regulator valves to activate and adjust gas flow and pressure so that desired flames are obtained.,0.0
-"Connect cables, tubes, and wiring, according to specifications.",0.0
-"Connect car frames to counterweights, using steel cables.",0.0
-"Connect columns, beams, and girders with bolts, following blueprints and instructions from supervisors.",0.0
-"Connect components to assemblies such as radio systems, instruments, magnetos, inverters, and in-flight refueling systems, using hand tools and soldering irons.",0.0
-Connect electrical equipment to power sources so that it can be tested before use.,0.0
-Connect electrical systems to outside power sources and activate switches to test the operation of appliances and light fixtures.,0.0
-"Connect electrical systems to outside power sources, and activate switches to test the operation of appliances or light fixtures.",0.0
-"Connect electrical wire to primers, and cover charges or fill blast holes with clay, drill chips, sand, or other material.",0.0
-Connect electrical wiring to control panels and electric motors.,0.0
-Connect ground cables to carry off static electricity when unloading tanker cars.,0.0
-"Connect gun chambers to electric detonating devices, and operate controls at panelboards, in order to detonate charges in guns or to ignite chemical charges.",0.0
-"Connect heating or air conditioning equipment to fuel, water, or refrigerant source to form complete circuit.",0.0
-"Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities.",0.0
-"Connect hoses and pipelines to pumps and vessels prior to material transfer, using hand tools.",0.0
-"Connect hoses from provers to meter inlets and outlets, and raise prover bells until prover gauges register zero.",0.0
-Connect hoses or lines to pumps or other equipment.,0.0
-"Connect hydraulic hoses, belts, mechanical linkages, or power takeoff shafts to tractors.",0.0
-"Connect metal parts or components in hydroelectric plants by welding, soldering, riveting, tapping, bolting, bonding, or screwing.",0.0
-Connect physiological leads to physiological acquisition control (PAC) units.,0.0
-"Connect pipe pieces and seal joints, using welding equipment, cement, or glue.",0.0
-Connect pipelines between pumps and containers that are being filled or emptied.,0.0
-Connect pipes between vats and processing equipment.,0.0
-"Connect power unit to machines or steam piping to equipment, and test unit to evaluate its mechanical operation.",0.0
-"Connect reactor to computer, using hand tools and power tools.",0.0
-"Connect regulators to test stands, and turn screw adjustments until gauges indicate that inlet and outlet pressures meet specifications.",0.0
-"Connect sections of drill pipe, using hand tools and powered wrenches and tongs.",0.0
-"Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators.",0.0
-Connect water heaters and storage tanks to power and water sources.,0.0
-"Connect water hoses to cooling systems of dies, using hand tools.",0.0
-"Connect water hoses to inlet pipes of plumbing systems, and test operation of plumbing fixtures.",0.0
-"Connect water hoses to inlet pipes of plumbing systems, and test operation of toilets or sinks.",0.0
-"Connect wires to circuit breakers, transformers, or other components.",0.0
-"Conserve and preserve manuscripts, records, and other artifacts.",0.0
-"Conserve, recover, and recycle refrigerants used in cooling systems.",0.0
-"Consider Western medical procedures in health assessment, health care team communication, and care referrals.",0.0
-"Consider airport altitudes, outside temperatures, plane weights, and wind speeds and directions to calculate the speed needed to become airborne.",0.0
-Consider environmental issues when proposing product designs involving microelectromechanical systems (MEMS) technology.,0.0
-Consider environmental sustainability factors when determining merchandise packing methods.,0.0
-"Consider such factors as ensemble size and abilities, availability of scores, and the need for musical variety, to select music to be performed.",0.0
-Consolidate loads with a common destination to reduce costs to individual shippers.,0.0
-"Construct and evaluate electrical components for consumer electronics applications such as fuel cells for consumer electronic devices, power saving devices for computers or televisions, or energy efficient power chargers.",0.0
-"Construct and fabricate appliances, or supervise others constructing the appliances.",0.0
-Construct and install prefabricated masonry units.,0.0
-"Construct and maintain test facilities for aircraft parts and systems, according to specifications.",0.0
-"Construct and position properties, sets, lighting equipment, and other equipment.",0.0
-"Construct and repair barriers, retaining walls, trellises, and other types of fences, walls, and gates.",0.0
-Construct components for high-performance wind turbine systems.,0.0
-"Construct controllers and panels, using power drills, drill presses, taps, saws, and punches.",0.0
-"Construct corners by fastening in plumb position a corner pole or building a corner pyramid of bricks, and filling in between the corners using a line from corner to corner to guide each course, or layer, of brick.",0.0
-Construct forms and assist in raising them to the required elevation.,0.0
-Construct forms or chutes for pouring concrete.,0.0
-"Construct foundation for machines, using hand tools and building materials such as wood, cement, and steel.",0.0
-"Construct historical, scientific, and nature visitor-center displays.",0.0
-"Construct or assemble displays or display components from fabric, glass, paper, or plastic, using hand tools or woodworking power tools, according to specifications.",0.0
-"Construct or fabricate parts, using hand tools, according to specifications.",0.0
-"Construct or form molds for use in casting clay or plaster objects, using plaster, fiberglass, rubber, casting machines, patterns, or flasks.",0.0
-Construct or receive casts or impressions of patients' torsos or limbs for use as cutting and fabrication patterns.,0.0
-"Construct platforms, fixtures, and jigs for holding and placing patterns.",0.0
-"Construct preliminary models of wax, metal, clay, or plaster, and form sample castings in molds.",0.0
-"Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.",0.0
-"Construct puppets and ventriloquist dummies, and sew accessory clothing, using hand tools and machines.",0.0
-"Construct skeletal mounts of fossils, replicas of archaeological artifacts, or duplicate specimens, using a variety of materials and hand tools.",0.0
-"Construct wooden models, patterns, templates, full scale mock-ups, and molds for parts of products and production tools.",0.0
-"Construct wooden models, templates, full scale mock-ups, jigs, or molds for shaping parts of products.",0.0
-"Construct, decorate, or repair leather products according to specifications, using sewing machines, needles and thread, leather lacing, glue, clamps, hand tools, or rivets.",0.0
-"Construct, maintain, or repair medical supportive devices.",0.0
-"Construct, test, maintain, and repair substation relay and control systems.",0.0
-Consult and confer with engineering personnel to discuss developmental problems and to recommend product modifications.,0.0
-"Consult and coordinate with healthcare team members to assess, plan, implement, or evaluate patient care plans.",0.0
-"Consult charts to determine charges for pay-telephone calls, requesting coin deposits for calls as necessary.",0.0
-Consult classification manuals to locate information about disease processes.,0.0
-Consult financial literature to ensure use of the latest models or statistical techniques.,0.0
-"Consult manuals, schematics, wiring diagrams, and engineering personnel to troubleshoot and solve equipment problems and to determine optimum equipment functioning.",0.0
-"Consult maps, charts, weather reports, or navigation equipment to determine and direct ship movements.",0.0
-"Consult or coordinate with other rehabilitative professionals, including physical and occupational therapists, rehabilitation nurses, speech pathologists, neuropsychologists, behavioral psychologists, social workers, or medical technicians.",0.0
-Consult or negotiate with clients to prepare project specifications.,0.0
-Consult reference books or secure aid of readers to check references with rules of grammar and composition.,0.0
-"Consult reference material, such as textbooks, manuals, or journals, to identify symptoms, make diagnoses, or develop approaches to treatment.",0.0
-"Consult site reports, existing artifacts, and topographic maps to identify archeological sites.",0.0
-"Consult sources, such as rate books, manuals, or insurance company representatives, to determine specific charges or information such as rules, regulations, or government tax and tariff information.",0.0
-Consult tax law handbooks or bulletins to determine procedures for preparation of atypical returns.,0.0
-Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.,0.0
-Consult with a pathologist to determine a final diagnosis when abnormal cells are found.,0.0
-"Consult with advertising agencies or staff to arrange promotional campaigns in all types of media for products, organizations, or individuals.",0.0
-Consult with advertising or sales staff to determine type of merchandise to be featured and time and place for each display.,0.0
-"Consult with and advise educators or medical staff on speech or hearing topics, such as communication strategies or speech and language stimulation.",0.0
-"Consult with and advise government officials, civic bodies, research agencies, the media, political parties, and others concerned with political issues.",0.0
-"Consult with and advise individuals such as administrators, social workers, and legislators regarding social issues and policies, as well as the implications of research findings.",0.0
-"Consult with and advise physicians, educators, researchers, and others regarding medical applications of physics, biology, and chemistry.",0.7239
-"Consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.",0.6335
-Consult with and assist computer operators or system analysts to define and resolve problems in running computer programs.,0.7729
-Consult with and refer clients to additional medical or educational services.,0.0
-Consult with and refer patients to ophthalmologist or other health care practitioner if additional medical treatment is determined necessary.,0.0
-Consult with authorities to discuss safety regulations and to recommend changes as necessary.,0.0
-Consult with authors and editors regarding manuscript changes and suggestions.,0.0
-Consult with buying personnel to gain advice regarding environmentally sound or sustainable products.,0.0
-Consult with buying personnel to gain advice regarding the types of products or services expected to be in demand.,0.0
-Consult with chemists or biologists to develop or evaluate novel technologies.,0.0
-Consult with clients after sales or contract signings to resolve problems and provide ongoing support.,0.7239
-Consult with clients after sales or contract signings to resolve problems and to provide ongoing support.,1.0
-Consult with clients to assess risks and to determine security requirements.,0.0
-Consult with clients to determine functional or spatial requirements of structures.,0.0
-"Consult with clients to identify survey needs and specific requirements, such as special samples.",0.0
-"Consult with clients, vendors, personnel in other departments, or construction foremen to discuss and formulate estimates and resolve issues.",0.0
-Consult with community representatives to develop technical assistance agreements in accordance with governmental regulations.,0.0
-"Consult with company officials, sales departments, and advertising agencies to develop promotional plans.",0.0
-Consult with construction or renovation clients or other engineers on topics such as Leadership in Energy and Environmental Design (LEED) or Green Buildings.,0.0
-Consult with corporate attorneys as necessary to address difficult legal compliance issues.,0.0
-"Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.",0.6464
-"Consult with customers to determine objectives and requirements for events, such as meetings, conferences, and conventions.",0.0
-Consult with customers to resolve complaints and verify financial and credit transactions.,0.0
-Consult with customers to resolve complaints or verify financial or credit transactions.,0.0
-"Consult with customers, supervisors, or engineers to plan layout of equipment or to resolve problems in system operation or maintenance.",0.0
-Consult with end users regarding problems in accessing electronic content.,0.0
-Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.,0.0
-Consult with engineers regarding technical problems with products.,0.0
-"Consult with engineers to discuss or interpret design concepts, or determine requirements of detailed working drawings.",0.0
-"Consult with families or friends of the deceased to arrange funeral details, such as obituary notice wording, casket selection, or plans for services.",0.0
-Consult with government regulatory and licensing agencies to ensure the institution's conformance with applicable standards.,0.0
-"Consult with hospitalists and other professionals, such as social workers, regarding patients' hospital admission, continued observation, transition of care, or discharge.",0.0
-Consult with institutions or associations regarding issues or concerns relevant to the practice and profession of nursing.,0.0
-Consult with lighting director or production staff to determine lighting requirements.,0.0
-Consult with machinists to ensure that electromechanical equipment or systems meet design specifications.,0.0
-Consult with management to ensure agreement on system principles.,0.0
-"Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.",0.0
-"Consult with managers or other personnel to resolve problems in areas such as equipment performance, output quality, or work schedules.",0.0
-Consult with managers to ensure that budget adjustments are made in accordance with program changes.,0.0
-"Consult with medical, business, and community groups to discuss service problems, respond to community needs, enhance public relations, coordinate activities and plans, and promote health programs.",0.0
-Consult with multiple stakeholders to define requirements and implement online features.,0.725
-"Consult with officials of local and area governments, schools, hospitals, and other institutions to determine their needs and capabilities in the event of a natural disaster or other emergency.",0.0
-"Consult with or provide consultation to other doctors, therapists, or clinicians regarding patient care.",0.0
-Consult with or provide consulting services to other physicians.,0.0
-Consult with or refer patients to appropriate health practitioners when necessary.,0.0
-Consult with or refer patients to appropriate specialists when conditions exceed the scope of practice or expertise.,0.0
-"Consult with other health care professionals, such as physiotherapists, chiropractors, physicians, and psychologists, to develop treatment plans for clients.",0.0
-"Consult with other health professionals to provide optimal patient care, referring patients to traditional health care professionals as necessary.",0.0
-"Consult with other offices, agencies, professionals, or researchers regarding the use and interpretation of climatological information for weather predictions and warnings.",0.0
-Consult with other professionals about patients' neurological conditions.,0.0
-"Consult with other professionals, agencies, or universities to discuss therapies, treatments, counseling resources or techniques, and to share occupational information.",0.0
-Consult with other scientists to determine parameters of experimentation or suitability of analytical models.,0.0
-"Consult with parents, teachers, and other school personnel to determine causes of problems, such as truancy and misbehavior, and to implement solutions.",0.0
-"Consult with patient's other medical care specialists, such as cardiologist and endocrinologist, to determine if surgery is necessary.",0.0
-Consult with physicians about ordering and interpreting tests or providing treatments.,0.0
-Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.,0.0
-"Consult with product development personnel on product specifications, such as design, color, or packaging.",0.0
-Consult with psychiatrists or other professionals when unusual or complex cases are encountered.,0.0
-Consult with rehabilitation team to select activity programs or coordinate occupational therapy with other therapeutic activities.,0.0
-"Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs.",0.0
-"Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.",0.6761
-"Consult with sales, media and marketing representatives to obtain information on product or service and discuss style and length of advertising written material.",0.0
-"Consult with store managers, buyers, sales associates, housekeeping staff, or engineering staff to determine appropriate placement of displays or products.",0.0
-Consult with store or merchandise managers about budgets or goods to be purchased.,0.0
-Consult with supervisor concerning programs for individual families.,0.0
-"Consult with supervisory staff to plan menus, taking into consideration factors such as costs and special event needs.",0.0
-"Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases.",0.0
-"Consult with users, management, vendors, and technicians to assess computing needs and system requirements.",0.7066
-"Consult with users, management, vendors, and technicians to determine computing needs and system requirements.",0.7063
-"Consult with writers, producers, or actors about script changes or ""workshop"" scripts, through rehearsal with writers and actors to create final drafts.",0.7043
-"Consult with, or refer patients to, appropriate specialists when conditions exceed the scope of practice or expertise.",0.0
-"Consult with, or serve as, technical liaison between business, industry, government, and union officials.",0.0
-Contact agents and actors to provide notification of audition and performance opportunities and to set up audition times.,0.0
-Contact animal owners to inform them that their pets are at animal holding facilities.,0.0
-Contact applicants or creditors to resolve questions about applications or to assist with completion of paperwork.,0.0
-Contact borrowers with delinquent accounts to obtain payment in full or to negotiate repayment plans.,0.0
-Contact businesses or civic establishments to arrange to exhibit and sell merchandise.,0.0
-"Contact businesses or private individuals by telephone to solicit sales for goods or services, or to request donations for charitable causes.",1.0
-Contact carrier representatives to make arrangements or to issue instructions for shipping and delivery of materials.,0.0
-Contact carriers for rates or schedules.,0.0
-Contact cemeteries to schedule the opening and closing of graves.,0.0
-"Contact clients in person, by phone, or in writing to ensure they have completed required or recommended actions.",0.0
-Contact clients periodically to determine any changes in their financial status.,0.0
-"Contact control towers for takeoff clearances, arrival instructions, and other information, using radio equipment.",0.0
-"Contact corporate representatives, government officials, or community leaders to increase awareness of organizational causes, activities, or needs.",0.0
-"Contact credit bureaus, employers, and other sources to check applicants' credit and personal references.",0.0
-"Contact customers by mail, telephone, or in person concerning acceptance or rejection of applications.",0.0
-Contact customers or travel agents to advise them of travel conveyance changes or to confirm reservations.,0.0
-Contact customers to collect payments on delinquent accounts.,0.0
-Contact customers to obtain or relay account information.,1.0
-Contact customers to respond to inquiries or to notify them of claim investigation results or any planned adjustments.,0.9913
-Contact delivery or courier services to arrange delivery of letters and parcels.,0.0
-Contact emergency medical personnel in case of serious injury.,0.0
-"Contact equipment manufacturers for technical assistance, as needed.",0.0
-Contact equipment manufacturers or appropriate specialists when necessary to resolve equipment problems.,0.0
-"Contact former employers and other acquaintances to verify applicants' references, employment, health history, or social behavior.",0.0
-Contact housekeeping or maintenance staff when guests report problems.,0.0
-"Contact individuals to be interviewed at home, place of business, or field location, by telephone, mail, or in person.",0.0
-Contact industry representatives to ensure equipment and software specifications necessary for successful study completion.,0.0
-Contact insurance companies to check on status of claims payments and write appeal letters for denial on claims.,0.0
-Contact insurance companies to resolve billing issues.,0.0
-Contact insured or other involved persons to obtain missing information.,0.0
-Contact job applicants to inform them of the status of their applications.,0.91
-Contact leads or supervisors to discuss objects of concern that are not on prohibited object lists.,0.0
-"Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property.",0.0
-Contact maintenance crews when necessary.,0.0
-Contact medical facilities or departments to schedule patients for tests or admission.,0.0
-"Contact motel, hotel, resort, and travel operators to obtain current advertising literature.",0.0
-Contact new or existing customers to discuss how specific products or services can meet their needs.,0.9868
-"Contact or interview claimants, doctors, medical specialists, or employers to get additional information.",0.0
-Contact organizations to explain services and facilities offered.,0.9863
-Contact other repair personnel or make arrangements for the removal of machines in cases where major repairs are required.,0.0
-Contact outside health care providers and communicate with subjects to obtain follow-up information.,0.0
-Contact patients' relatives to arrange family conferences.,0.0
-"Contact pilots by radio to provide meteorological, navigational, or other information.",0.0
-"Contact police directly in cases of urgent security issues, using phones or two-way radios.",0.0
-Contact potential vendors to determine material availability.,0.0
-Contact previous clients for prospecting of referral business.,0.0
-Contact property owners and advertise services to solicit property sales listings.,0.0
-Contact prospective customers to present information and explain available services.,0.9853
-Contact prospective or existing customers to discuss how services can meet their needs.,0.7239
-"Contact regular and prospective customers to demonstrate products, explain product features, and solicit orders.",0.9923
-Contact residents or building owners to schedule appointments.,0.0
-"Contact security staff members when necessary, using radio-telephones.",0.0
-Contact supervisors or offices to receive repair assignments.,0.0
-"Contact suppliers to schedule or expedite deliveries and to resolve shortages, missed or late deliveries, and other problems.",0.0
-Contact suppliers to verify shipment details.,0.0
-Contact taxpayers by mail or telephone to address discrepancies and to request supporting documentation.,0.0
-Contact the parents of players to provide information and answer questions.,0.0
-Contact underwriter and submit forms to obtain binder coverage.,0.0
-Contact utility companies for service hookups to clients' property.,0.0
-Contact vendors or claims adjustment departments to resolve shipment problems or contact service depots to arrange for repairs.,0.0
-"Contact workers in work stations or other departments to request movement of materials, products, or machinery, or to notify them of incoming shipments and their estimated delivery times.",0.0
-"Contract or oversee craft work, such as painting or plumbing.",0.0
-Contract with architectural firms to draw up detailed plans for new structures.,0.0
-Contract with freight forwarders for destination services.,0.0
-"Contract with vendors to provide employee services, such as food service, transportation, or relocation service.",0.0
-"Contract with vendors to provide employee services, such as food services, transportation, or relocation service.",0.0
-Contribute expertise to develop medical maintenance standard operating procedures.,0.0
-Contribute to development of risk management systems.,0.0
-"Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation.",0.8804
-Contribute to the development or implementation of business unit strategic and operating plans.,0.0
-Contribute written material or data for grant or patent applications.,0.0
-Control anesthesia levels during procedures.,0.0
-Control audio equipment to regulate volume and sound quality during radio and television broadcasts.,0.0
-Control conveyors that run the entire length of shuttle cars to distribute loads as loading progresses.,0.0
-Control coolant systems.,0.0
-Control equipment that coats lenses to alter their reflective qualities.,0.0
-"Control equipment to regulate flow and pressure of gas to feedlines of boilers, furnaces, and related steam-generating or heating equipment.",0.0
-"Control fractioning columns, compressors, purifying towers, heat exchangers, and related equipment to extract nitrogen and oxygen from air.",0.0
-"Control generator output to match the phase, frequency, or voltage of electricity supplied to panels.",0.0
-Control hoists to remove parts or products from work stations.,0.0
-"Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.",0.0
-"Control inventories of food, equipment, smallware, and liquor, and report shortages to designated personnel.",0.0
-"Control machinery to open and close canal locks and dams, railroad or highway drawbridges, or horizontally or vertically adjustable bridges.",0.0
-"Control movement of heavy equipment through narrow openings or confined spaces, using chainfalls, gin poles, gallows frames, and other equipment.",0.0
-"Control operation of compressors, scrubbers, evaporators, and refrigeration equipment to liquefy, compress, or regasify natural gas.",0.0
-Control operational budget and expenditures.,0.0
-"Control or maintain auxiliary equipment, such as pumps, fans, compressors, condensers, feedwater heaters, filters, or chlorinators, to supply water, fuel, lubricants, air, or auxiliary power.",0.0
-"Control or operate chemical processes or systems of machines, using panelboards, control boards, or semi-automatic equipment.",0.0
-Control or operate equipment in which chemical changes or reactions take place during the processing of industrial or consumer products.,0.0
-Control or operate manifold and pumping systems to circulate liquids through a petroleum refinery.,0.0
-Control paving machines to push dump trucks and to maintain a constant flow of asphalt or other material into hoppers or screeds.,0.0
-"Control power generating equipment, including boilers, turbines, generators, or reactors, using control boards or semi-automatic equipment.",0.0
-"Control pumping and blending equipment to acidize, cement, or fracture gas or oil wells and permeable rock formations.",0.0
-Control purchasing department budgets.,0.0
-"Control the direction of a tree's fall by scoring cutting lines with axes, sawing undercuts along scored lines with chainsaws, knocking slabs from cuts with single-bit axes, and driving wedges.",0.0
-"Control the inventory or distribution of classroom equipment, materials, or supplies.",0.0
-"Control the lights and sound of events, such as live concerts, before and after performances, and during intermissions.",0.0
-Control the viscosity and weight of the drilling fluid.,0.0
-"Control traffic passing near, in, or around work zones.",0.0
-Control traffic.,0.0
-"Control workflow scheduling or job tracking, using computer database software.",0.0
-"Control, monitor, or operate equipment that regulates or distributes electricity or steam, using data obtained from instruments or computers.",0.0
-"Converse with customer to determine destination, mode of transportation, travel dates, financial considerations, and accommodations required.",1.0
-Converse with customers to determine details of equipment problems.,0.0
-Convert blueprints into shop drawings to be followed in the construction or assembly of sheet metal products.,0.0
-"Convert gaming checks, coupons, tokens, or coins to currency for gaming patrons.",0.0
-"Convert real objects to animated objects through modeling, using techniques such as optical scanning.",0.0
-"Convert various types of files for printing or for the Internet, using computer software.",1.0
-Convert video and audio recordings into digital formats for editing or archiving.,0.0
-Convey correctional officers' or inmates' complaints to superiors.,0.0
-"Cook and package batches of food, such as hamburgers or fried chicken, prepared to order or kept warm until sold.",0.0
-"Cook foodstuffs according to menus, special dietary or nutritional restrictions, or numbers of portions to be served.",0.0
-"Cook the exact number of items ordered by each customer, working on several different orders simultaneously.",0.0
-Cool food product batches on slabs or in water-cooled kettles.,0.0
-Cool or warm glass in the event of temperature extremes.,0.0
-Cool products after processing to prevent distortion.,0.0
-"Cool, package, label, and freeze foods for later consumption and provide instructions for reheating.",0.0
-"Cooperate with court personnel and officials from other law enforcement agencies and testify in court, as necessary.",0.0
-"Coordinate ""right-to-know"" programs regarding hazardous chemicals or other substances.",0.0
-"Coordinate activities between departments, such as news and programming.",0.0
-"Coordinate activities of departments, such as sales, graphic arts, media, finance, and research.",0.0
-Coordinate activities of workers engaged in cataloging and filing materials.,0.0
-"Coordinate activities of workers engaged in cataloging, distributing, and maintaining educational materials and equipment in curriculum libraries and laboratories.",0.0
-"Coordinate activities of workers engaged in research, planning, and development.",0.0
-"Coordinate activities with courts, probation officers, community services, or other post-treatment agencies.",0.0
-Coordinate activities with other departments to ensure that services are provided in an efficient and timely manner.,0.0
-Coordinate activities with other supervisory personnel or with other work units or departments.,0.0
-Coordinate activities with regulatory bodies to ensure repairs and alterations are at minimum cost and consistent with safety.,0.0
-Coordinate administration of anesthetics with surgeons during operation.,0.0
-"Coordinate and direct extracurricular activities and programs, such as after-school events and athletic contests.",0.0
-"Coordinate and direct office services, such as records, departmental finances, budget preparation, personnel issues, and housekeeping, to aid executives.",0.0
-"Coordinate and direct the financial planning, budgeting, procurement, or investment activities of all or part of an organization.",0.0
-"Coordinate and direct work of nurses, medical technicians, and other health care providers.",0.0
-"Coordinate and implement quality control objectives, activities, or procedures to resolve production problems, maximize product reliability, or minimize costs.",0.0
-Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.,0.0
-"Coordinate and organize tours, or hire touring companies to arrange concert dates, venues, accommodations, and transportation for longer tours.",0.0
-Coordinate and serve as an anchor on news broadcast programs.,0.0
-Coordinate and supervise activities of workers engaged in packing and shipping merchandise.,0.0
-"Coordinate and supervise extracurricular activities, such as clubs, student organizations, and academic contests.",0.0
-"Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.",0.0
-Coordinate and supervise work of kitchen staff.,0.0
-Coordinate appointments to show homes to prospective buyers.,0.9916
-Coordinate art showcases to display artwork produced by clients.,0.0
-Coordinate assignments of cooking personnel to ensure economical use of food and timely preparation.,0.0
-Coordinate changes to flight itineraries with appropriate Air Traffic Control (ATC) agencies.,0.0
-"Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.",0.0
-"Coordinate communication between patients, family members, medical staff, administrative staff, or regulatory agencies.",0.0
-Coordinate communications between air traffic control and maintenance personnel.,0.0
-"Coordinate conferences, meetings, or special events, such as luncheons or graduation ceremonies.",0.0
-"Coordinate counseling efforts with mental health professionals or other health professionals, such as doctors, nurses, or social workers.",0.0
-Coordinate dancing with that of partners or dance ensembles.,0.0
-Coordinate diet counseling services.,0.0
-"Coordinate disaster response or crisis management activities, such as ordering evacuations, opening public shelters, and implementing special needs plans and programs.",0.0
-"Coordinate dismantling, moving, and setting up equipment at new work sites.",0.0
-"Coordinate documentation of computer security or emergency measure policies, procedures, or tests.",0.0
-"Coordinate educational and public outreach programs, such as tours, workshops, lectures, and classes.",0.0
-Coordinate efforts associated with the preparation of regulatory documents or submissions.,0.0
-"Coordinate efforts with other organizations, such as law enforcement agencies.",0.0
-Coordinate efforts with other workers involved in installing or maintaining equipment or components.,0.0
-"Coordinate equipment operation with presentation of supplemental material, such as music, oral commentaries, or sound effects.",0.0
-"Coordinate equipment purchases, installations, or transfers.",0.0
-"Coordinate established courses with technical and professional courses provided by community schools, and designate training procedures.",0.0
-"Coordinate exhibit installations, assisting with design, constructing displays, dioramas, display cases, and models, and ensuring the availability of necessary materials.",0.0
-Coordinate facility schedules to maximize usage and efficiency.,0.0
-Coordinate field trips for client groups to museums or other public displays of art.,0.0
-"Coordinate findings with the work of engineering and architectural personnel, clients, and others concerned with projects.",0.0
-Coordinate flight activities with ground crews and air traffic control and inform crew members of flight and test procedures.,0.0
-"Coordinate flight activities with ground crews and air traffic control, and inform crew members of flight and test procedures.",0.0
-"Coordinate front-office activities of hotels or motels, and resolve problems.",0.0
-"Coordinate fuel cell engineering or test schedules with departments outside engineering, such as manufacturing.",0.0
-"Coordinate games, contests, or other on-air competitions, performing such duties as asking questions and awarding prizes.",0.0
-Coordinate implementation of computer system plan with establishment personnel and outside vendors.,0.8791
-Coordinate installation of new equipment.,0.0
-Coordinate installation of software system.,0.0
-Coordinate internal discoveries and depositions with legal department staff.,0.0
-Coordinate investigative efforts with law enforcement officers and attorneys.,0.0
-Coordinate judges' meeting and appointment schedules.,0.0
-"Coordinate machine actions with other activities, positioning or moving loads in response to hand or audio signals from crew members.",0.0
-Coordinate molecular or cellular research activities with scientists specializing in other fields.,0.0
-Coordinate monitoring of networks or systems for security breaches or intrusions.,0.0
-"Coordinate network operations, maintenance, repairs, or upgrades.",0.0
-Coordinate network or design activities with designers of associated networks.,0.0
-Coordinate neurological services with other health care team activities.,0.0
-"Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.",0.0
-"Coordinate or conduct educational programs or in-service training sessions on topics, such as clinical procedures.",0.0
-"Coordinate or conduct instructional classes or in-services, such as citizen police academy classes and crime scene training for other officers.",0.0
-Coordinate or conduct internal investigations of problems such as employee theft and violations of corporate loss prevention policies.,0.0
-"Coordinate or direct activities of workers engaged in cutting, transporting, storing, or milling products and maintaining records.",0.0
-"Coordinate or direct development, energy assessment, engineering, or construction activities to ensure that wind project needs and objectives are met.",0.0
-"Coordinate or direct employee workshops, courses, or training about mental health issues.",0.0
-"Coordinate or implement technical, financial, or administrative assistance programs for local government units to ensure efficient program implementation or timely responses to requests for assistance.",0.0
-"Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health.",0.0
-Coordinate or maintain office tracking systems for correspondence or follow-up actions.,0.0
-"Coordinate or manage environmental protection programs or projects, assigning or evaluating work.",0.0
-"Coordinate or participate in promotional activities or trade shows, working with developers, advertisers, or production managers, to market products or services.",0.0
-"Coordinate or participate in the positioning of patients, using body stabilizing equipment or protective padding to provide appropriate exposure for the procedure or to protect against nerve damage or circulation impairment.",0.0
-"Coordinate or perform activities associated with shipping, receiving, distribution, or transportation.",0.9801
-"Coordinate or recommend procedures for facility or equipment maintenance or modification, including the replacement of machines.",0.0
-Coordinate or schedule building inspections for solar installation projects.,0.0
-"Coordinate or supervise the work of suppliers or vendors in the designing, building, or testing of nanosystem devices, such as lenses or probes.",0.0
-Coordinate orthodontic services with other dental and medical services.,0.0
-Coordinate patient care conferences.,0.0
-Coordinate physical medicine and rehabilitation services with other medical activities.,0.0
-Coordinate placement of students with special needs into mainstream classes.,0.0
-"Coordinate planning, budgeting, or purchasing for all the food operations within establishments such as clubs, hotels, or restaurant chains.",0.0
-Coordinate preventive programs to control the outbreak of wildlife diseases.,0.0
-"Coordinate production activities with other functional units, such as procurement, maintenance, or quality control.",0.0
-Coordinate production music with music directors.,0.0
-"Coordinate property closings, overseeing signing of documents and disbursement of funds.",0.0
-Coordinate public responses to environmental management incidents or conflicts.,0.0
-Coordinate radiological services with other medical activities.,0.0
-Coordinate raw product sourcing or collection.,0.0
-Coordinate recall or market withdrawal activities as necessary.,0.0
-Coordinate recipe development and standardization and develop new menus for independent food service operations.,0.0
-Coordinate recruitment and placement of training program participants.,0.0
-Coordinate recruitment or selection of project personnel.,0.0
-Coordinate recycling collection schedules to optimize service and efficiency.,0.0
-"Coordinate sales or other promotional strategies with merchandising, operations, or inventory control staff to ensure product catalogs are current, accurate, and organized for best findability against user intent.",0.9801
-"Coordinate sales promotion activities, such as preparing merchandise displays and advertising copy.",0.0
-"Coordinate security operations or activities with public law enforcement, fire and other agencies.",0.0
-"Coordinate services for events, such as accommodation and transportation for participants, facilities, catering, signage, displays, special needs requirements, printing and event security.",0.0
-Coordinate shipments of recycling materials with shipping brokers or processing companies.,0.0
-Coordinate shutdowns and major projects.,0.0
-"Coordinate special programs, such as United Way campaigns, that involve payroll deductions.",0.0
-"Coordinate sports care activities with other experts, including specialty physicians and surgeons, athletic trainers, physical therapists, or coaches.",0.0
-"Coordinate structural, electrical, and mechanical designs and determine a method of presentation to graphically represent building plans.",0.0
-Coordinate testing with contract laboratories and vendors.,0.0
-"Coordinate the activities of writers, directors, managers, and other personnel throughout the production process.",1.0
-Coordinate the care of patients with other health care professionals or support staff.,0.0
-"Coordinate the development or implementation of budgetary control systems, recordkeeping systems, or other administrative control processes.",0.0
-Coordinate the disposal of hazardous waste.,0.0
-Coordinate the implementation or scheduling of validation testing with affected departments and personnel.,0.0
-"Coordinate the installation, maintenance, and operation of mining and oil field equipment.",0.0
-Coordinate the look and function of product lines.,0.0
-"Coordinate the production and dissemination of university publications, such as course catalogs and class schedules.",0.0
-Coordinate the release of personal effects to authorized persons and facilitate the disposition of unclaimed corpses and personal effects.,0.0
-"Coordinate the removal of sets, props, and exhibits after productions or events are complete.",0.0
-"Coordinate the selection and implementation of quality control equipment, such as inspection gauges.",0.0
-Coordinate the selection and maintenance of brood stock.,0.0
-"Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements.",0.0
-"Coordinate the transportation of sets that are built off-site, and coordinate their setup at the site of use.",0.0
-Coordinate theft and fraud investigations involving career criminals or organized group activities.,0.0
-"Coordinate training programs with area universities, clinics, hospitals, health agencies, or vocational schools.",0.0
-"Coordinate transportation or delivery of materials, supplies, or donations for fundraising events.",0.0
-Coordinate travel arrangements and travel with team to away contests.,0.0
-Coordinate truck dumping.,0.0
-Coordinate user or third-party testing.,0.0
-Coordinate vulnerability assessments or analysis of information security systems.,0.0
-"Coordinate with agencies to meet aircrew requirements for billeting, messing, refueling, ground transportation, and transient aircraft maintenance.",0.0
-"Coordinate with agencies, such as air traffic control, civil engineers, or command posts, to ensure support of airfield management activities.",0.0
-"Coordinate with and consult other workers to design, lay out, or detail components and systems and to resolve design or other problems.",0.0
-Coordinate with anesthesia personnel to maintain patient temperature.,0.0
-"Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility.",0.8789
-"Coordinate with engineers, planners, field personnel, or other utility workers to provide information such as clearances, switching orders, or distribution process changes.",0.0
-Coordinate with federal land managers and other agencies and organizations to manage and protect rangelands.,0.0
-"Coordinate with marketing team members, graphic artists, and other workers to develop and implement marketing programs.",0.0
-Coordinate with or assist law enforcement agencies in matters of mutual concern.,0.0
-"Coordinate with other professionals, such as contractors, architects, engineers, and plumbers, to ensure job success.",0.0
-"Coordinate with outside staffing agencies to secure temporary employees, based on departmental needs.",0.0
-"Coordinate with risk management, human resources, or other departments to assist in company programs, investigations, or training.",0.0
-Coordinate with the media to disseminate advertising.,0.0
-"Coordinate with treatment center personnel to obtain patients' vital statistics and medical history, to determine the circumstances of the emergency, and to administer emergency treatment.",0.0
-Coordinate with vendors and with company personnel to facilitate purchases.,0.0
-Coordinate work activities with other construction project activities.,0.0
-Coordinate work assignment preparation and completion with other workers.,0.0
-Coordinate work with clerical personnel or other technologists and technicians.,0.0
-Coordinate work with drywall finishers who cover the seams between drywall panels.,0.0
-Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.,0.0
-"Coordinate work with nurses, social workers, rehabilitation therapists, pharmacists, psychologists, and other health care providers.",0.0
-Coordinate work with other emergency medical team members or police or fire department personnel.,0.0
-"Coordinate work with physicians or other healthcare team members, including providing assistance during invasive procedures.",0.0
-"Coordinate work with that of engineers, technicians, and other aircraft maintenance personnel.",0.0
-"Coordinate, monitor, or revise complaint procedures to ensure timely processing and review of complaints.",0.0
-"Coordinate, prepare, or review regulatory submissions for domestic or international projects.",0.0
-Copy and attach load specifications to loaded tanks.,0.0
-Copy and distribute classroom materials.,0.0
-Copy drawings of printed circuit board fabrication using print machine or blueprinting procedure.,0.0
-Copy drawings on rough clay or plaster models.,0.0
-"Copy or summarize recorded documents, such as mortgages, trust deeds, and contracts, that affect property titles.",0.0
-Copy parts from scores for individual performers.,0.0
-Correct deformities by means of plaster casts and strapping.,0.0
-Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.,0.9214
-"Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.",0.0
-"Correct or record omissions, errors, or inconsistencies found.",0.0
-Correct patterns to compensate for defects in castings.,0.0
-Correct problems by adjusting controls or by stopping machines and opening holding devices.,0.0
-Correct raw data for errors due to factors such as skew or atmospheric variation.,0.0
-"Correct surface imperfections or fill chipped, cracked, or broken bricks or tiles, using fillers, adhesives, or grouting materials.",0.0
-"Correct testing-identified problems, or recommend actions for their resolution.",0.0
-"Correlate, interpret, and modify data obtained from topographical surveys, well logs, and geophysical prospecting reports.",0.0
-"Correspond with customers and confer with coworkers to answer inquiries, discuss market fluctuations, or resolve account problems.",0.0
-Correspond with insured or agent to obtain information or to inform them of account status or changes.,0.0
-"Correspond with online customers via electronic mail, telephone, or other electronic messaging to address questions or complaints about products, policies, or shipping methods.",0.0
-Counsel and encourage patients to develop leisure activities.,0.0
-Counsel and instruct patients and their families in techniques to improve hearing and communication related to hearing loss.,0.0
-"Counsel and provide guidance to students regarding personal, academic, vocational, or behavioral issues.",0.0
-Counsel children and families to help solve conflicts and problems in learning and adjustment.,0.0
-Counsel clients about the deaths of their pets or about euthanasia decisions for their pets.,0.0
-"Counsel clients and patients in individual and group sessions to help them overcome dependencies, recover from illness, and adjust to life.",0.0
-"Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.",0.0
-"Counsel clients on concerns, such as unsatisfactory relationships, divorce and separation, child rearing, home management, or financial difficulties.",0.0
-"Counsel clients on personal and family financial problems, such as excessive spending or borrowing of funds.",0.9301
-"Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.",0.0
-Counsel employees about work-related issues and assist employees to correct job-skill deficiencies.,0.7239
-"Counsel employees in work-related activities, personal growth, or career development.",0.0
-"Counsel family members to assist them in understanding, dealing with, and supporting clients or patients.",0.0
-"Counsel family members to assist them in understanding, dealing with, or supporting clients or patients.",0.0
-"Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.",0.8254
-"Counsel individuals or groups concerning their spiritual, emotional, or personal needs.",0.0
-"Counsel individuals regarding interpersonal, health, financial, or religious problems.",0.0
-"Counsel individuals to help them understand and overcome personal, social, or behavioral problems affecting their educational or vocational situations.",0.0
-"Counsel individuals, groups, families, or communities regarding issues including mental health, poverty, unemployment, substance abuse, physical abuse, rehabilitation, social adjustment, child care, or medical care.",0.0
-"Counsel individuals, groups, or families to help them understand problems, deal with crisis situations, define goals, and develop realistic action plans.",0.0
-"Counsel inmates and respond to legitimate questions, concerns, and requests.",0.0
-"Counsel newly hired members of minority or disadvantaged groups, informing them about details of civil rights laws.",0.0
-"Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.",0.0
-Counsel outpatients or other patients during office visits.,0.0
-"Counsel parents with child rearing problems, interviewing the child and family to determine whether further action is required.",0.0
-"Counsel patients about drug regimens and possible side effects or interactions with other substances, such as food supplements, over-the-counter (OTC) medications, or herbal remedies.",0.0
-"Counsel patients about nutrition, exercise, sleeping habits, stress management, or other matters.",0.0
-Counsel patients and families on communication strategies and the effects of hearing loss.,0.0
-"Counsel patients on topics such as the need for annual dermatologic screenings, sun protection, skin cancer awareness, or skin and lymph node self-examinations.",0.0
-"Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.",0.0
-"Counsel student athletes on academic, athletic, and personal issues.",0.0
-"Counsel students in the handling of issues such as family, financial, and educational problems.",0.0
-"Counsel students regarding educational issues, such as course and program selection, class scheduling and registration, school adjustment, truancy, study habits, and career planning.",0.9064
-"Counsel students whose behavior, school progress, or mental or physical impairment indicate a need for assistance, diagnosing students' problems and arranging for needed services.",0.0
-Counsel students with adjustment or academic problems.,0.0
-Counsel women regarding the nutritional requirements of pregnancy.,0.0
-Counsel workers about job and career-related issues.,0.0
-Count and record finished and rejected packaged items.,0.0
-Count and record number of tickets collected.,0.0
-Count and verify tickets and seat reservations and record numbers of passengers boarding and disembarking.,0.0
-"Count cash and review transactions, sales checks, or register tapes to verify amounts or to identify shortages.",0.0
-"Count currency, coins, and checks received, by hand or using currency-counting machine, to prepare them for deposit or shipment to branch banks or the Federal Reserve Bank.",0.0
-Count finished products to determine if product orders are complete.,0.0
-Count funds and reconcile daily summaries of transactions to balance books.,0.0
-Count money and audit money drawers.,0.0
-Count money and make bank deposits.,0.0
-Count money in cash drawers at the beginning of shifts to ensure that amounts are correct and that there is adequate change.,0.0
-"Count numbers of chromosomes and identify the structural abnormalities by viewing culture slides through microscopes, light microscopes, or photomicroscopes.",0.0
-"Count or estimate quantities of materials, parts, or products received or shipped.",0.0
-Count or weigh and bundle items.,0.0
-Count sections of drill rod to determine depths of boreholes.,0.0
-"Count sponges, needles, and instruments before and after operation.",0.0
-"Count, sort, and weigh processed items.",0.0
-"Count, sort, or stack finished workpieces.",0.0
-"Count, verify, and post armored car deposits.",0.0
-"Count, weigh, measure, or organize materials.",0.0
-"Countersink nails or screws below surfaces of walls before applying sealing compounds, using hammers or screwdrivers.",0.0
-Couple air and gas lines to machines to maintain plasticity of material and to regulate solidification of final products.,0.0
-Couple and uncouple air hoses and electrical connections between cars.,0.0
-"Couple or uncouple trailers by changing trailer jack positions, connecting or disconnecting air or electrical lines, or manipulating fifth-wheel locks.",0.0
-"Cover and line structures with blown or rolled forms of materials to insulate against cold, heat, or moisture, using saws, knives, rasps, trowels, blowers, or other tools and implements.",0.0
-"Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions.",0.0
-Cover exposed nailheads with roofing cement or caulking to prevent water leakage or rust.,0.0
-"Cover interior walls and ceilings of rooms with decorative wallpaper or fabric, using hand tools.",0.0
-"Cover or pad metal or plastic structures or devices, using coverings such as rubber, leather, felt, plastic, or fiberglass.",0.0
-Cover patients with surgical drapes to create and maintain a sterile operative field.,0.0
-Cover pipes with earth or other materials.,0.0
-"Cover repaired pipes with dirt, and pack backfilled excavations, using air and gasoline tampers.",0.0
-"Cover roofs or exterior walls of structures with slate, asphalt, aluminum, wood, gravel, gypsum, or related materials, using brushes, knives, punches, hammers, or other tools.",0.0
-"Cover roofs with layers of roofing felt or asphalt strips before installing tile, slate, or composition materials.",0.0
-"Cover subfloors with building paper to keep out moisture and lay hardwood, parquet, or wood-strip-block floors by nailing floors to subfloor or cementing them to mastic or asphalt base.",0.0
-"Cover surfaces such as windows, doors, or sidewalks to protect from splashing.",0.0
-Cover surfaces with dropcloths or masking tape and paper to protect surfaces during painting.,0.0
-Cover surfaces with laminated plastic covering material.,0.0
-"Cover treadles with carpeting or other floor covering materials, and test systems by operating treadles.",0.0
-"Cover, seal, or finish insulated surfaces or access holes with plastic covers, canvas strips, sealants, tape, cement or asphalt mastic.",0.0
-"Cover, seal, or finish insulated surfaces or access holes with plastic covers, canvas strips, sealants, tape, cement, or asphalt mastic.",0.0
-"Crank machines through cycles, stopping to adjust tool positions and machine controls to ensure specified timing, clearances, and tolerances.",0.0
-Crank trailer landing gear up or down to safely secure vehicles.,0.0
-"Create Web models or prototypes that include physical, interface, logical, or data models.",0.0
-"Create a master pattern for each size within a range of garment sizes, using charts, drafting instruments, computers, or grading devices.",0.0
-Create a model of patient's mouth by pouring plaster into a dental impression and allowing plaster to set.,0.0
-Create a paper pattern from which to mass-produce a design concept.,0.0
-Create action plans to assist clients in obtaining permanent housing via rent or mortgage programs.,0.0
-"Create and change in-store and window displays, designs, and looks to enhance a shop's image.",0.0
-Create and enforce database development standards.,0.7943
-Create and explore new cuisines.,0.0
-Create and implement inspection and testing criteria or procedures.,0.0
-"Create and install special effects as required by the script, mixing chemicals and fabricating needed parts from wood, metal, plaster, and clay.",0.0
-Create and lay out designs for drill and blast patterns.,0.0
-Create and maintain a database of completed appraisals.,0.0
-"Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology.",1.0
-"Create and maintain logs, records, or databases of information about fraudulent activity.",0.0
-"Create and maintain sustainability program documents, such as schedules and budgets.",0.0
-"Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff.",0.0
-"Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.",0.0
-"Create and prepare sketches and model drawings of cartoon characters, providing details from memory, live models, manufactured products, or reference materials.",0.0
-"Create and transfer reference images and localization markers for treatment delivery, using image-guided radiation therapy.",0.0
-"Create artificial light, using flashes and reflectors.",0.0
-Create back-ups of robot programs or parameters.,0.0
-Create backup copies of images by transferring images from disk to storage media or workstation.,0.0
-"Create basic designs, drawings, and illustrations for product labels, cartons, direct mail, or television.",0.0
-"Create billing documents, shipping labels, credit memorandums, or credit forms.",0.0
-Create business continuity and disaster recovery budgets.,0.0
-"Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.",0.9223
-"Create character drawings or models, based upon independent research, to augment period production files.",0.0
-Create checklists for review or inspection of completed solar installation projects.,0.0
-Create chromosome images using computer imaging systems.,0.0
-Create client presentations of plan details.,0.7853
-"Create complex and dynamic mathematical models of population, community, or ecological systems.",0.0
-"Create computer models of patterns or parts, using modeling software.",0.0
-Create content strategies for digital media.,0.8333
-"Create core game features, including storylines, role-play mechanics, and character biographies for a new video game or game franchise.",0.0
-Create custom illustrations or other graphic elements.,0.9341
-Create customized energy management packages to satisfy customer needs.,0.0
-Create data management or error-checking procedures and user manuals.,0.7998
-"Create data records for use in describing and analyzing social patterns and processes, using photography, videography, and audio recordings.",1.0
-"Create debt management plans, spending plans, or budgets to assist clients to meet financial goals.",0.9436
-"Create decorative textures in finish coat, using brushes or trowels, sand, pebbles, or stones.",0.0
-"Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency.",0.0
-Create design specifications to provide instructions on garment sewing and assembly.,0.0
-"Create designs or prototypes for nanosystem applications, such as biomedical delivery systems or atomic force microscopes.",0.0
-"Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.",0.0
-Create developmentally appropriate lesson plans.,0.8779
-"Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.",0.0
-Create drink recipes.,0.0
-"Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.",0.0
-Create embedded software design programs.,0.0
-"Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.",0.0
-"Create finished art work as decoration, or to elucidate or substitute for spoken or written messages.",0.958
-Create forms or agreements to complete sales.,0.0
-Create freehand drawings and lettering to accompany drawings.,0.0
-"Create functional or decorative objects by hand, using a variety of methods and materials.",0.0
-Create gameplay prototypes for presentation to creative and technical staff and management.,0.0
-Create gameplay test plans for internal and external test groups.,0.0
-"Create graphics, illustrations, and three-dimensional models to be used in research or in teaching, such as in demonstrating anatomy, pathology, or surgical procedures.",0.0
-"Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.",0.0
-"Create habitat management or restoration plans, such as native tree restoration and weed control.",0.0
-Create itemized invoices to record amounts due for services rendered.,0.0
-"Create jewelry from materials such as gold, silver, platinum, and precious or semiprecious stones.",0.0
-Create landscapes that minimize water consumption such as by incorporating drought-resistant grasses or indigenous plants.,0.0
-"Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.",0.7859
-"Create mechanical design documents for parts, assemblies, or finished products.",0.0
-Create mechanical models to simulate mechatronic design concepts.,0.0
-"Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.",0.0
-Create models to demonstrate or predict the process by which pollutants move through or impact an environment.,0.0
-"Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.",0.0
-"Create musical instrument digital interface programs for music projects, commercials, or film postproduction.",0.0
-"Create new jewelry designs and modify existing designs, using computers as necessary.",0.0
-Create novel computational approaches and analytical tools as required by research goals.,0.0
-"Create openings in buildings for ventilation or entrance, using axes, chisels, crowbars, electric saws, or core cutters.",0.0
-Create or administer training and awareness presentations or materials.,0.0
-"Create or distribute offline promotional material, such as brochures, pamphlets, business cards, stationary, or signage.",0.0
-Create or enforce hydrostation voltage schedules.,0.0
-"Create or enhance mannequin faces by mixing and applying paint or attaching measured eyelash strips, using artist's brush, airbrush, pins, ruler, or scissors.",0.0
-Create or implement metadata processes and frameworks.,0.9444
-"Create or implement security standards, policies, and procedures.",0.0
-"Create or interpret engineering drawings, schematic diagrams, formulas, or blueprints for management or engineering staff.",0.0
-Create or maintain database of customer accounts.,1.0
-Create or maintain databases of known test defects.,0.0
-"Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.",0.0
-Create or maintain inclines or ramps.,0.0
-Create or maintain photonic design histories.,0.0
-Create or maintain plans or other documents related to sustainability projects.,0.0
-"Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.",0.0
-Create or manage recycling operations budgets.,0.0
-Create or modify impressions for earmolds and hearing aid shells.,0.0
-Create or modify web-based bioinformatics tools.,0.8668
-Create or review technical design documentation to ensure the accurate development of reporting solutions.,0.0
-"Create or revise user instructions, procedures, or manuals.",0.7596
-Create or update donor databases.,0.0
-Create or update technical documentation for network installations or changes to existing installations.,0.0
-Create or use statistical models for the analysis of genetic data.,0.0
-"Create original musical forms, or write within circumscribed musical forms such as sonatas, symphonies, or operas.",0.0
-"Create patterns on glass by etching, sandblasting, or painting designs.",0.0
-"Create pen-and-paper images to be scanned, edited, colored, textured, or animated by computer.",0.0
-"Create photographic recordings of information, using equipment.",1.0
-"Create plans for solar energy system development, monitoring, and evaluation activities.",0.0
-"Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.",0.0
-Create prints according to customer specifications and laboratory protocols.,0.0
-Create project status presentations for delivery to customers or project personnel.,0.0
-Create prototypes or models of objects to be crafted.,0.0
-Create sales or service contracts for products or services.,0.0
-Create scenarios to reestablish operations from various types of business disruptions.,0.0
-"Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints.",0.0
-"Create school improvement plans, using student performance data.",0.0
-"Create sculptures, statues, and other three-dimensional artwork by using abrasives and tools to shape, carve, and fabricate materials such as clay, stone, wood, or metal.",0.0
-Create searchable indices for Web page content.,1.0
-Create signs to advertise store products or events.,0.0
-Create simulations or models of radio frequency identification device (RFID) systems to provide information for selection and configuration.,0.0
-"Create sketches and diagrams, by hand or computer software, to depict crime scenes.",0.0
-"Create sketches, profiles, or likenesses of posed subjects or photographs, using any combination of freehand drawing, mechanical assembly kits, and computer imaging.",0.0
-"Create special effects such as vignettes, mosaics, and image combining, and add elements such as sound and animation to electronic publications.",0.0
-Create specialty dishes and develop recipes to be used in dining facilities.,0.0
-"Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.",0.8656
-Create system images or capture network settings from information technology environments to preserve as evidence.,0.0
-Create tailored playlists by aligning music with event functions.,0.0
-"Create three-dimensional images of the eye, using computed tomography (CT).",0.0
-"Create three-dimensional or interactive representations of designs, using computer-assisted design software.",0.0
-"Create two-dimensional and three-dimensional images depicting objects in motion or illustrating a process, using computer animation or modeling programs.",0.0
-"Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.",0.0
-"Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.",0.0
-"Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information.",0.0
-"Create worksheets for dressing lists, show notes, or costume checks.",0.0
-"Create, analyze, report, convert, or transfer data, using specialized applications program software.",0.9958
-"Create, layer, and analyze maps showing precision agricultural data, such as crop yields, soil characteristics, input applications, terrain, drainage patterns, or field management history.",0.0
-"Create, maintain, and enter information into databases.",0.9688
-"Create, manage, or automate orders or invoices, using order management or invoicing software.",0.0
-"Create, populate, or maintain databases for tracking validation activities, test results, or validated systems.",0.9533
-"Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.",0.0
-Creel machines with bobbins or twine.,0.0
-Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics.,0.0
-"Cue announcers, actors, performers, and guests.",0.0
-Cue or signal animals during performances.,0.0
-Cultivate or harvest marine species or perform routine work on fish farms.,0.0
-"Cultivate, isolate, or assist in identifying microbial organisms or perform various tests on these microorganisms.",0.0
-"Cure bonded structures, using portable or stationary curing equipment.",0.0
-Cure freshly plastered surfaces.,0.0
-"Cure materials by letting them set at room temperature, placing them under heat lamps, or baking them in ovens.",0.0
-"Cure, smoke, tenderize, and preserve meat.",0.0
-"Curl, color, or straighten hair, using special chemical solutions and equipment.",0.0
-"Customize art therapy programs for specific client populations, such as those in schools, nursing homes, wellness centers, prisons, shelters, or hospitals.",0.0
-"Customize insurance programs to suit individual customers, often covering a variety of risks.",0.9149
-"Customize treatment programs for specific areas of music therapy, such as intellectual or developmental disabilities, educational settings, geriatrics, medical settings, mental health, physical disabilities, or wellness.",0.0
-"Cut and attach mounting strips, metal or wood moldings, rubber gaskets, or metal clips to surfaces in preparation for mirror installation.",0.0
-Cut and bind material.,0.0
-Cut and edit film or tape to integrate component parts into desired sequences.,0.0
-"Cut and file pieces of jewelry such as rings, brooches, bracelets, and lockets.",0.0
-"Cut and fit wire mesh or fabric, using hooked rods, and position fabric or mesh in concrete to reinforce concrete.",0.0
-"Cut and form insulation, and insert insulation into armature, rotor, or stator slots.",0.0
-Cut and install insulating or sound-absorbing material.,0.0
-Cut and peel lead sheathing and insulation from defective or newly installed cables and conduits prior to splicing.,0.0
-Cut and remove broken glass prior to installing replacement glass.,0.0
-"Cut and screw together metal channels to make floor or ceiling frames, according to plans for the location of rooms or hallways.",0.0
-"Cut and shape tile to fit around obstacles and into odd spaces and corners, using hand and power cutting tools.",0.0
-Cut and tape plastic separating film to outside repair areas to avoid damaging surrounding surfaces during repair procedure and remove tape and wash surfaces after repairs are complete.,0.0
-"Cut and trim carpet to fit along wall edges, openings, and projections, finishing the edges with a wall trimmer.",0.0
-"Cut and trim hair according to clients' instructions or current hairstyles, using clippers, combs, hand-held blow driers, and scissors.",0.0
-Cut and trim meat to prepare for packing.,0.0
-Cut and weld metal sections in reconstruction or renovation of exterior structural sections and accessories of exhibits.,0.0
-"Cut and weld metal to repair broken metal parts, fabricate new parts, or assemble new equipment.",0.0
-"Cut and weld steel, using underwater welding equipment, jigs, and supports.",0.0
-"Cut away dead and excess branches from trees, or clear branches around power lines, using climbing equipment or buckets of extended truck booms, or chainsaws, hooks, handsaws, shears, and clippers.",0.0
-"Cut binder boards to specified dimensions, using board shears, hand cutters, or cutting machines.",0.0
-"Cut cables and tubing, using master templates, measuring instruments, and cable cutters or saws.",0.0
-"Cut carpet padding to size and install padding, following prescribed method.",0.0
-"Cut copies apart and write identifying information, such as page numbers or titles, on copies.",0.0
-"Cut cover material to specified dimensions, fitting and gluing material to binder boards by hand or machine.",0.0
-"Cut covering and foundation materials, according to blueprints and sketches.",0.0
-"Cut damaged sections of pipe with cutters, remove broken sections from ditches, and replace pipe sections, using pipe sleeves.",0.0
-Cut designs in molds or other materials to be used as models in the fabrication of metal and jewelry products.,0.0
-"Cut discarded products, such as appliances and automobiles, into small pieces using saws, blow torches, or other hand or power tools.",0.0
-Cut door stops or angle irons to fit openings.,0.0
-"Cut down and remove trees and brush to clear drill sites, to reduce fire hazards, and to make way for roads to sites.",0.0
-Cut excess material or thread from finished products.,0.0
-"Cut excess thread or material from shoe parts, using scissors or knives.",0.0
-"Cut felt, shingles, or strips of flashing to fit angles formed by walls, vents, or intersecting roof surfaces.",0.0
-"Cut fixture or border tiles to size, using keyhole saws, and insert them into surrounding frameworks.",0.0
-Cut flat safety glass according to specified patterns or perform precision pattern making and glass cutting to custom fit replacement windows.,0.0
-Cut flooring material to fit around obstructions.,0.0
-"Cut grooves along outlines, using chisels.",0.0
-"Cut grooves, bevels, or miters, saw curved or irregular designs, and sever or shape metals, according to specifications or work orders.",0.0
-"Cut lengths of tubing to specified sizes, using files or cutting wheels.",0.0
-"Cut materials according to specifications, using blades, scissors, or electric knives.",0.0
-"Cut materials to specified sizes for installation, using power saws or tile cutters.",0.0
-Cut metal division strips and press them into the terrazzo base for joints or changes of color to form designs or patterns or to help prevent cracks.,0.0
-"Cut metal division strips, and press them into terrazzo base so that top edges form desired design or pattern.",0.0
-"Cut metal or other materials, using shears or band saws.",0.0
-"Cut metal or wood framing and trim to size, using cutting tools.",0.0
-"Cut new drumheads from animal skins, using scissors, and soak drumheads in water to make them pliable.",0.0
-"Cut new or duplicate keys, using impressions or code key machines.",0.0
-"Cut new or duplicate keys, using key cutting machines.",0.0
-"Cut openings and drill holes for fixtures and equipment, using electric drills and routers.",0.0
-"Cut openings and drill holes for fixtures, outlet boxes, and fuse holders, using electric drills and routers.",0.0
-"Cut openings in structures to accommodate pipes or pipe fittings, using hand or power tools.",0.0
-"Cut openings in vehicle bodies for the installation of customized windows, using templates and power shears or chisels.",0.0
-"Cut or bore openings in building or surrounding concrete, access infested areas, insert nozzle, and inject pesticide to impregnate ground.",0.0
-Cut or break flashing from materials or products.,0.0
-"Cut or break up pavement and drive guardrail posts, using machines equipped with interchangeable hammers.",0.0
-"Cut or drill holes in floors, walls, or roof to install equipment, using power saws or drills.",0.0
-Cut or drill holes in walls or floors to accommodate the passage of pipes.,0.0
-"Cut out damaged areas, drill holes for reinforcing rods, and position reinforcing rods to repair concrete, using power saw and drill.",0.0
-"Cut out designs on cardboard, hardboard, or plywood, according to motif of event.",0.0
-"Cut out parts, following patterns or outlines, using knives, shears, scissors, or machine presses.",0.0
-"Cut out sections around cracks on percussion instruments to prevent cracks from advancing, using shears or grinding wheels.",0.0
-"Cut out sections in surfaces of materials to be inlaid with decorative pieces, using patterns and knives or scissors.",0.0
-"Cut outlines of impressions with gravers, and remove excess material with knives.",0.0
-"Cut paving stones to size and for edges, using a splitter and a masonry saw.",0.0
-Cut pipe and lift up to fitters.,0.0
-Cut pipes to required lengths.,0.0
-"Cut plies at splice points, and press ends together to form continuous bands.",0.0
-"Cut prefabricated sections of framework, rails, and other components to specified dimensions.",0.0
-"Cut products to specified dimensions, using hand or power cutters.",0.0
-"Cut rails to specified lengths, using rail saws.",0.0
-"Cut rods to required lengths, using metal shears, hacksaws, bar cutters, or acetylene torches.",0.0
-"Cut seats to receive new orifices, tap inspection ports, and perform other repairs to salvage usable materials, using hand tools and machine tools.",0.0
-"Cut sections of body tissues for microscopic examination, using microtomes.",0.0
-"Cut shot sequences to different angles at specific points in scenes, making each individual cut as fluid and seamless as possible.",0.0
-Cut slabs of stone into sheets that will be used for floors or counters.,0.0
-Cut specified lengths of primacord and attach primers to cord ends.,0.0
-"Cut spouts, runner holes, and sprue holes into molds.",0.0
-Cut stencils and brush or spray lettering or decorations on surfaces.,0.0
-"Cut stock manually to prepare for machine cutting, using tools such as knives, cleavers, handsaws, or hammers and chisels.",0.0
-"Cut tile backing to required size, using shears.",0.0
-Cut tile or linoleum to fit and spread adhesives on flooring for installation.,0.0
-"Cut timber to the right size, and shape and trim parts of joints to ensure a snug fit, using hand tools, such as planes, chisels, or wood files.",0.0
-"Cut timbers, lumber, or paneling to specified dimensions.",0.0
-"Cut trenches for laying underground cables, using trenchers and cable plows.",0.0
-"Cut, assemble, fit, or attach metal-framed glass enclosures for showers, bathtubs, display cases, skylights, solariums, or other structures.",0.0
-"Cut, bend, laminate, arrange, and fasten individual or mixed raw and manufactured materials and products to form works of art.",0.0
-"Cut, bend, or shape metal for applications in hydroelectric plants, using equipment such as hydraulic benders or pipe threaders.",0.0
-"Cut, bend, or weld steel pieces, using metal shears, torches, or welding equipment.",0.0
-"Cut, fit, install, repair, or replace glass or glass substitutes, such as plastic or aluminum, in building interiors or exteriors or in furniture or other products.",0.0
-"Cut, insert, position, and secure paddings, cushioning, or linings, using stitches or glue.",0.0
-"Cut, miter, and glue piping insulation to insulate plumbing pipes and fittings.",0.0
-"Cut, roll, and stack sod.",0.0
-"Cut, shape, and finish rough blocks of building or monumental stone, according to diagrams or patterns.",0.0
-"Cut, shape, and form metal parts, using lathes, power saws, snips, power brakes and shears, files, and mallets.",0.0
-"Cut, shape, and trim blanks or blocks to specified lengths or shapes, using power saws, power shears, rules, and hand tools.",0.0
-"Cut, shape, and trim materials, such as textiles, food, glass, stone, and metal, using knives, scissors, and other hand tools, portable power tools, or bench-mounted tools.",0.0
-"Cut, shape, fit, join, mold, or otherwise process materials, using hand tools, power tools, or machinery.",0.0
-"Cut, slice or grind meat, poultry, and seafood to prepare for cooking.",0.0
-"Cut, stain, and mount tissue samples for examination by pathologists.",0.0
-"Cut, strip, and bend wire leads at ends of coils, using pliers and wire scrapers.",0.0
-"Cut, surface, polish, and install marble and granite or install pre-cast terrazzo, granite or marble units.",0.0
-"Cut, thread, or hammer pipes to specifications, using tools such as saws, cutting torches, pipe threaders, or pipe benders.",0.0
-"Cut, trim and shape hair or hairpieces, based on customers' instructions, hair type, and facial features, using clippers, scissors, trimmers and razors.",0.0
-"Cut, trim, bone, tie, and grind meats, such as beef, pork, poultry, and fish, to prepare in cooking form.",0.0
-"Cut, trim, file, bend, or smooth parts to ensure proper fit and clearance.",0.0
-"Cut, trim, skin, sort, and wash viscera of slaughtered animals to separate edible portions from offal.",0.0
-"Date-stamp, sort, and rack incoming mail and messages.",0.0
-De-grease aircraft exteriors.,0.0
-"Deal cards to house hands, and compare these with players' hands to determine winners, as in black jack.",0.0
-"Debate the merits of proposals and bill amendments during floor sessions, following the appropriate rules of procedure.",0.0
-"Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.",0.0
-Debug robotics programs.,0.957
-Decide when patients have recovered or stabilized enough to be sent to another room or ward or to be sent home following outpatient surgery.,0.0
-Decide whether baggage that triggers alarms should be searched or should be allowed to pass through.,0.0
-"Decide which images to include, looking for differences between healthy and pathological areas.",0.0
-Decide which information should be included or excluded in reports.,0.0
-Decline excessive risks.,1.0
-"Decontaminate ambulance interior following treatment of patient with infectious disease, and report case to proper authorities.",0.0
-"Decontaminate objects by cleaning them using soap or solvents or by abrading using brushes, buffing machines, or sandblasting machines.",0.0
-"Decontaminate objects by cleaning with soap or solvents or by abrading with wire brushes, buffing wheels, or sandblasting machines.",0.0
-"Decontaminate or test field equipment used to clean or test pollutants from soil, air, or water.",0.0
-"Decorate baked goods, such as cakes or pastries.",0.0
-Decorate clients' nails by piercing or attaching ornaments or designs.,0.0
-Decorate gardens with stones or plants.,0.0
-"Decorate, or supervise the decoration of, buildings, halls, churches, or other facilities for parties, weddings and other occasions.",0.0
-"Decrease value of policy when risk is substandard and specify applicable endorsements or apply rating to ensure safe, profitable distribution of risks, using reference materials.",0.0
-"Define and analyze objectives, scope, issues, or organizational impact of information systems.",0.0
-Define and compare possible radio frequency identification device (RFID) solutions to inform selection for specific projects.,0.0
-"Define data requirements, and gather and validate information, applying judgment and statistical tests.",0.0
-"Define instructional, learning, or performance objectives.",0.0
-Define or recommend model specifications or data collection methods.,0.0
-Define or update information such as urban boundaries or classification of roadways.,0.0
-"Define performance metrics for measurement, comparison, or evaluation of supply chain factors, such as product cost or quality.",0.0
-"Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff.",0.0
-Define regional or local transportation planning problems or priorities.,0.0
-Define specifications for fuel cell materials.,0.0
-Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.,0.8393
-"Defrost frozen valves, using steam hoses.",0.0
-"Delegate authority for the receipt, disbursement, banking, protection, and custody of funds, securities, and financial instruments.",0.0
-"Delineate aerial photographic detail, such as control points, hydrography, topography, and cultural features, using precision stereoplotting apparatus or drafting instruments.",0.0
-Deliver advertising or illustration proofs to customers for approval.,0.0
-"Deliver and pick up medical records, lab specimens, and medications to and from hospitals and other medical facilities.",0.0
-Deliver and retrieve items throughout the library by hand or using pushcart.,0.0
-Deliver and retrieve items to and from departments by hand or using push carts.,0.0
-"Deliver arrangements to customers, or oversee employees responsible for deliveries.",0.0
-Deliver artwork on courier trips.,0.0
-Deliver completed work.,0.0
-Deliver e-mail confirmation of completed transactions and shipment.,0.9681
-Deliver equipment to specified hospital locations or to patients' residences.,0.0
-Deliver floral arrangements or other items to family members of the deceased.,0.0
-"Deliver mail to residences and business establishments along specified routes by walking or driving, using a combination of satchels, carts, cars, and small trucks.",0.0
-"Deliver medication to treatment areas, living units, residences, or clinics, using various means of transportation.",0.0
-"Deliver medications or pharmaceutical supplies to patients, nursing stations, or surgery.",0.0
-Deliver merchandise and collect payment.,0.0
-"Deliver messages and items, such as newspapers, documents, and packages, between establishment departments and to other establishments and private homes.",0.0
-"Deliver messages and room service orders, and run errands for guests.",0.0
-Deliver messages and run errands.,0.0
-"Deliver or route materials to departments using handtruck, conveyor, or sorting bins.",0.0
-Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.,0.0
-"Deliver orders to kitchens, and pick up and serve food when it is ready.",0.0
-Deliver pianos to purchasers or to locations of their use.,0.0
-"Deliver prepared sales talks, reading from scripts that describe products or services, to persuade potential customers to purchase a product or service or to make a donation.",0.0
-Deliver presentations to lay or professional audiences.,0.0
-"Deliver speeches on diet, nutrition, or health to promote healthy eating habits and illness prevention and treatment.",0.0
-"Deliver speeches, write articles, or present information at meetings or conventions to promote services, exchange ideas, or accomplish objectives.",0.0
-"Deliver television sets, ironing boards, baby cribs, and rollaway beds to guests' rooms.",0.0
-"Deliver tickets, cards, and money to bingo callers.",0.0
-"Demagnetize mechanisms, using demagnetizing machines.",0.0
-Demonstrate activities to children.,0.0
-Demonstrate and sell hair care products and cosmetics.,0.0
-Demonstrate assistive listening devices (ALDs) to clients.,0.0
-Demonstrate correct use of exercise equipment or performance of exercise routines.,0.0
-"Demonstrate database technical functionality, such as performance, security and reliability.",0.7415
-Demonstrate equipment functions and features to machine operators.,0.0
-"Demonstrate equipment to customers and explain its use, responding to any inquiries or complaints.",0.0
-"Demonstrate equipment to customers, and explain functioning of equipment.",0.0
-Demonstrate how to clean and care for skin properly and recommend skin-care regimens.,0.0
-"Demonstrate miniaturized systems that contain components, such as microsensors, microactuators, or integrated electronic circuits, fabricated on silicon or silicon carbide wafers.",0.0
-Demonstrate new cooking techniques or equipment to staff.,0.0
-"Demonstrate or explain products, methods, or services to persuade customers to purchase products or use services.",0.0
-Demonstrate or promote the economic benefits of sound environmental regulations.,0.0
-Demonstrate patient care in clinical units of hospitals.,0.0
-"Demonstrate products to clients, and provide instruction in makeup application.",0.0
-Demonstrate products to clients.,0.0
-"Demonstrate proper operation of fitness equipment, such as resistance machines, cardio machines, free weights, or fitness assessment devices.",0.0
-Demonstrate respiratory care procedures to trainees or other healthcare personnel.,0.0
-"Demonstrate start-up, shut-down, maintenance, diagnostic, and safety procedures to thermal system owners.",0.0
-"Demonstrate system functionality and performance, including start-up, shut-down, normal operation, and emergency or bypass operations.",0.0
-"Demonstrate systems for customers and explain details, such as the causes and consequences of false alarms.",0.0
-"Demonstrate the applications of geospatial technology, such as Global Positioning System (GPS), geographic information systems (GIS), automatic tractor guidance systems, variable rate chemical input applicators, surveying equipment, or computer mapping software.",0.0
-Demonstrate the operation or use of technical or scientific products.,0.0
-"Demonstrate the use of retail equipment, such as espresso machines.",0.0
-"Demonstrate therapy techniques, such as manual and creative arts and games.",0.0
-"Demonstrate therapy techniques, such as manual or creative arts or games.",0.0
-Demonstrate use and care of equipment for tenant use.,0.0
-Demonstrate use of laboratory equipment and enforce laboratory rules.,0.0
-Demonstrate use of solar and related equipment to customers or dealers.,0.0
-Demonstrate use or operation of merchandise.,0.0
-Deposit guests' valuables in hotel safes or safe-deposit boxes.,0.0
-Deposit recoverable materials into chutes or place materials on conveyor belts.,0.0
-Depress pedals to collapse drums after processing is complete.,0.0
-Depress pedals to lower electrodes that heat and seal edges of material.,0.0
-"Depress pedals to rotate drums, and wind specified numbers of plies around drums to form tire bodies.",0.0
-"Descend into water with the aid of diver helpers, using scuba gear or diving suits.",0.0
-Describe and express observations and conclusions in mathematical terms.,0.0
-Describe and recommend wines to customers.,0.0
-"Describe artifacts' physical properties or attributes, such as the materials from which artifacts are made and their size, shape, function, and decoration.",0.0
-"Describe chromosome, FISH and aCGH analysis results in International System of Cytogenetic Nomenclature (ISCN) language.",0.0
-"Describe menu items to customers, or suggest products that might appeal to them.",0.0
-"Describe merchandise and explain use, operation, and care of merchandise to customers.",0.9632
-Describe or demonstrate products that viewers may purchase through specific shows or in stores.,0.0
-"Describe preoperative and postoperative treatments and procedures, such as sedatives, diets, antibiotics, or preparation and treatment of the patient's operative area, to parents or guardians of the patient.",0.0
-"Describe tour points of interest to group members, and respond to questions.",0.0
-"Design active direct or indirect, passive direct or indirect, or pool solar systems.",0.0
-Design advanced electronic control systems for mechanical systems.,0.0
-Design advanced precision equipment for accurate or controlled applications.,0.0
-"Design agricultural machinery components and equipment, using computer-aided design (CAD) technology.",0.0
-Design and administer emergency or disaster preparedness training courses that teach people how to effectively respond to major emergencies and disasters.,0.0
-Design and administer training programs for new employees and continuing education for existing employees.,0.0
-"Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms.",0.8291
-Design and build safety equipment.,0.0
-"Design and build scale models of set designs, or miniature sets used in filming backgrounds or special effects.",0.0
-Design and conduct evaluations and diagnostic studies to assess the quality and performance of health education programs.,0.0
-"Design and conduct genetics training programs for physicians, graduate students, other health professions or the general community.",0.0
-Design and conduct hardware or software tests.,0.0
-Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.,0.0
-"Design and construct templates and fixtures, using hand tools.",0.0
-"Design and create glass objects, using blowpipes and artisans' hand tools and equipment.",0.0
-Design and create special programs for tasks such as statistical analysis and data entry and cleaning.,0.9327
-"Design and create templates, patterns, or coreboxes according to work orders, sample parts, or mockups.",0.0
-"Design and create, or requisition, special supplies and equipment, such as splints, braces, and computer-aided adaptive equipment.",0.0
-"Design and deliver technology, such as prosthetic devices, to assist people with disabilities.",0.0
-"Design and deploy blockchain design patterns to make transactions secure, transparent, and immutable.",0.0
-Design and develop blockchain technologies for industries such as finance and music.,0.0
-"Design and develop computer hardware and support peripherals, including central processing units (CPUs), support logic, microprocessors, custom integrated circuits, and printers and disk drives.",0.0
-Design and direct the testing or control of processing procedures.,0.0
-"Design and edit promotional publications, such as brochures.",0.0
-"Design and explain treatment plans, based on patient information such as medical history, reports, and examination results.",0.0
-"Design and fabricate appliances, such as space maintainers, retainers, and labial and lingual arch wires.",0.0
-"Design and fabricate dental prostheses, or supervise dental technicians and laboratory bench workers who construct the devices.",0.0
-"Design and fabricate molds, models, and machine accessories, and modify hand tools used to cast metal and jewelry pieces.",0.0
-"Design and implement Web site security measures, such as firewalls and message encryption.",0.7239
-Design and implement dashboard and data visualizations to meet customer reporting needs.,0.0
-Design and implement data repositories to integrate data.,0.0
-Design and implement efforts to publicize events and promote sponsorships.,0.0
-Design and implement environmental controls on oil and gas operations.,0.0
-Design and implement warehouse database structures.,0.8675
-Design and integrate rainwater harvesting or gray and reclaimed water systems to conserve water into building or land designs.,0.0
-"Design and lay out geothermal heat systems according to property characteristics, heating and cooling requirements, piping and equipment requirements, applicable regulations, or other factors.",0.0
-Design and maintain genetics computer databases.,0.7239
-Design and modify equipment to employer specifications.,0.0
-"Design and oversee testing, installation, and repair of marine apparatus and equipment.",0.0
-Design and plan layout of equipment.,0.0
-"Design and prepare templates of wood, paper, or metal.",0.0
-"Design and produce displays and materials that can be used to decorate windows, interior displays, or event locations, such as streets and fairgrounds.",0.0
-"Design and set up advertising signs and displays of merchandise on shelves, counters, or tables to attract customers and promote sales.",0.0
-Design and supervise environmental and land reclamation projects in agriculture and related industries.,0.0
-"Design and validate clinical databases, including designing or testing logic checks.",0.0
-Design and verify cryptographic protocols to protect private information.,0.0
-Design art therapy sessions or programs to meet client's goals or objectives.,0.0
-"Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.",0.0
-"Design chemical conversion processes, such as etherification, esterification, interesterification, transesterification, distillation, hydrogenation, oxidation or reduction of fats and oils, and vegetable oil refining.",0.0
-"Design civil works associated with hydrographic activities and supervise their construction, installation, and maintenance.",0.0
-Design classes and programs to meet the needs of special students.,0.0
-"Design clay forms and molds, and decorations for forms.",0.0
-"Design cognitive aids, such as procedural storyboards or decision support systems.",0.0
-Design community solid and hazardous waste management programs.,0.0
-"Design complete hull and superstructure according to specifications and test data, in conformity with standards of safety, efficiency, and economy.",0.0
-"Design complex graphics and animation, using independent judgment, creativity, and computer equipment.",0.934
-Design comprehensive supply chains that minimize environmental impacts or costs.,0.0
-Design computer simulations to model physical data so that it can be better understood.,0.9286
-Design computers and the software that runs them.,0.0
-"Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance.",0.0
-"Design custom clothing and accessories for individuals, retailers, or theatrical, television, or film productions.",0.0
-"Design customer interface of online storefront, using web programming or e-commerce software.",0.9158
-"Design dances for individual dancers, dance companies, musical theatre, opera, fashion shows, film, television productions, and special events, and for dancers ranging from beginners to professionals.",0.0
-"Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.",0.8235
-"Design databases to support business applications, ensuring system scalability, security, performance, and reliability.",0.0
-"Design databases to support healthcare applications, ensuring security, performance and reliability.",0.0
-"Design databases, such as mutagenesis libraries.",0.0
-"Design domestic or industrial water or wastewater treatment plants, including advanced facilities with sequencing batch reactors (SBR), membranes, lift stations, headworks, surge overflow basins, ultraviolet disinfection systems, aerobic digesters, sludge lagoons, or control buildings.",0.0
-Design electrical and mechanical systems for avionic instrumentation applications.,0.0
-"Design electrical systems or components that minimize electric energy requirements, such as lighting systems designed to account for natural lighting.",0.0
-"Design electrical systems, such as lighting systems.",0.0
-Design electro-optical sensing or imaging systems.,0.0
-"Design electronic components, software, products, or systems for commercial, industrial, medical, military, or scientific applications.",0.9032
-Design end-of-arm tooling.,0.0
-Design energy-efficient or environmentally sound civil structures.,0.0
-Design engineering systems for the automation of industrial tasks.,0.0
-"Design environmentally sound structural upgrades to existing buildings, such as natural lighting systems, green roofs, or rainwater collection systems.",0.0
-Design equipment configurations to meet personnel needs.,0.0
-Design evaluation programs regarding the quality and effectiveness of nursing practice or organizational systems.,0.0
-"Design fire detection equipment, alarm systems, and fire extinguishing devices and systems.",0.0
-"Design fixtures, tooling, or experimental parts to meet special engineering needs.",0.0
-Design food processing plants and related mechanical systems.,0.0
-"Design forms for receiving, processing, or tracking data.",0.8421
-Design forms related to filing systems.,0.0
-"Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics.",0.0
-Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities.,0.0
-"Design furniture, using computer-aided drawing programs.",0.0
-"Design gas lasers, solid state lasers, infrared, or other light emitting or light sensitive devices.",0.0
-"Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.",0.0
-"Design graphic material for use as ornamentation, illustration, or advertising on manufactured materials and packaging or containers.",0.0
-Design graphics for studio productions.,0.0
-"Design individualized care plans, using a variety of treatments.",0.0
-Design instructional aids for stand-alone or instructor-led classroom or online use.,0.8771
-"Design instructional programs to improve communication, using devices such as slates and styluses, braillers, keyboards, adaptive handwriting devices, talking book machines, digital books, and optical character readers (OCRs).",0.0
-"Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.",0.0
-"Design jigs, fixtures, and templates for use as work aids in the fabrication of parts or products.",0.0
-Design laser machining equipment for purposes such as high-speed ablation.,0.0
-"Design layout of craft interior, including cargo space, passenger compartments, ladder wells, and elevators.",0.0
-Design layout of equipment or workspaces to achieve maximum efficiency.,0.0
-Design layouts of audio and video equipment and perform upgrades and maintenance.,0.0
-"Design learning products, including Web-based aids or electronic performance support systems.",0.8895
-Design measurement and control systems for chemical plants based on data collected in laboratory experiments and in pilot plant operations.,0.0
-"Design mechatronics components for computer-controlled products, such as cameras, video recorders, automobiles, or airplanes.",0.0
-Design mining and mineral treatment equipment and machinery in collaboration with other engineering specialists.,0.0
-"Design molds, tools, dies, jigs, or fixtures for use in manufacturing processes.",0.0
-"Design molecular or cellular laboratory experiments, oversee their execution, and interpret results.",0.0
-"Design music therapy experiences, using various musical elements to meet client's goals or objectives.",0.0
-"Design nano-based manufacturing processes to minimize water, chemical, or energy use, as well as to reduce waste production.",0.0
-"Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.",0.0
-"Design nanoparticle catalysts to detect or remove chemical or other pollutants from water, soil, or air.",0.0
-Design nanosystems with components such as nanocatalysts or nanofiltration devices to clean specific pollutants from hazardous waste sites.,0.0
-"Design new equipment to aid in the repair or maintenance of machines, mechanical equipment, or building structures.",0.0
-"Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.",0.0
-"Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions.",0.0
-"Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.",0.0
-Design or build laboratory equipment needed for special research projects.,0.0
-"Design or conduct applied biodiesel or biofuels research projects on topics, such as transport, thermodynamics, mixing, filtration, distillation, fermentation, extraction, and separation.",0.0
-Design or conduct environmental restoration studies.,0.0
-"Design or conduct follow-up experimentation, based on generated data, to meet established process objectives.",0.0
-"Design or conduct tests of new nanotechnology products, processes, or systems.",0.0
-"Design or construct costumes or send them to tailors for construction, major repairs, or alterations.",0.0
-"Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.",0.0
-"Design or coordinate successive phases of problem analysis, solution proposals, or testing.",0.0
-Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.,0.0
-"Design or develop automated control systems for environmental applications, such as waste processing, air quality, or water quality systems.",0.0
-Design or develop automated testing tools.,0.9671
-"Design or develop energy products using nanomaterials or nanoprocesses, such as micro-nano machining.",0.0
-"Design or develop industrial air quality microsystems, such as carbon dioxide fixing devices.",0.0
-Design or develop information databases that include geographic or topographic data.,0.0
-"Design or develop medical diagnostic or clinical instrumentation, equipment, or procedures, using the principles of engineering and biobehavioral sciences.",0.0
-Design or develop new crystals for photonics applications.,0.0
-"Design or develop new equipment or methods for meteorological data collection, remote sensing, or related applications.",0.0
-"Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms.",0.0
-"Design or develop sensors to reduce the energy or resource requirements to operate appliances, such as washing machines or dishwashing machines.",0.0
-Design or develop vacuum tube collector systems for solar applications.,0.0
-Design or direct bench or pilot production experiments to determine the scale of production methods that optimize product yield and minimize production costs.,0.0
-"Design or direct nuclear research projects to develop, test, modify, or discover new uses for theoretical models.",0.0
-Design or direct studies to obtain technical environmental information about planned projects.,0.0
-"Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.",0.0
-Design or engineer filtration systems that reduce harmful emissions.,0.0
-"Design or engineer nanomaterials, nanodevices, nano-enabled products, or nanosystems, using three-dimensional computer-aided design (CAD) software.",0.0
-"Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.",0.0
-"Design or evaluate human work systems, using human factors engineering and ergonomic principles to optimize usability, cost, quality, safety, or performance.",0.0
-Design or execute solvent or product recovery experiments in laboratory or field settings.,0.0
-Design or fabricate experimental apparatus to develop new products or processes.,0.0
-Design or implement control measures to prevent or counteract damage caused by wildlife or people.,0.0
-Design or implement fuel cell testing or development programs.,0.0
-"Design or implement improvements in communication, monitoring, or enforcement of compliance standards.",0.0
-"Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.",0.0
-Design or implement plans for structural demolition and debris removal.,0.0
-Design or implement plans for surface or ground water remediation.,0.0
-Design or implement plant warehousing strategies for production materials or finished products.,0.0
-Design or implement products and services to mitigate risk or facilitate use of technology-based tools and methods.,0.0
-Design or implement rehabilitation plans for patients with cognitive dysfunction.,0.0
-"Design or implement strategies for collection, analysis, or display of geographic data.",0.0
-"Design or implement supply chains that support business strategies adapted to changing market conditions, new business opportunities, or cost reduction strategies.",0.0
-Design or implement supply chains that support environmental policies.,0.0
-Design or implement web-based tools for querying large-scale biological databases.,0.8959
-Design or maintain databases of biological data.,0.0
-Design or maintain library web site and online catalogues.,0.0
-"Design or modify engineering schematics for electrical transmission and distribution systems or for electrical installation in residential, commercial, or industrial buildings, using computer-aided design (CAD) software.",0.0
-"Design or modify mining and oil field machinery and tools, applying engineering principles.",0.0
-"Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems.",0.0
-"Design or perform experiments with equipment, such as lasers, accelerators, or mass spectrometers.",0.0
-Design or plan construction of green building projects to minimize adverse environmental impact or conserve energy.,0.0
-"Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.",0.0
-"Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.",0.0
-"Design or produce materials such as posters, Web sites, or newsletters to promote, market, or advertise fundraising events.",0.0
-Design or program robotics systems for environmental clean-up applications to minimize human exposure to toxic or hazardous materials or to improve the quality or speed of clean-up operations.,0.0
-"Design or provide music therapy experiences to address client needs, such as using music for self-care, adjusting to life changes, improving cognitive functioning, raising self-esteem, communicating, or controlling impulses.",0.0
-Design or redesign optical fibers to minimize energy loss.,0.0
-Design or select equipment for use in wastewater processing to ensure compliance with government standards.,0.0
-"Design or supervise the installation of sprinkler systems, calculating water pressure, or valve and pipe coverage needs.",0.0
-Design or use assessments to monitor student learning outcomes.,0.0
-"Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.",0.0
-Design original or special bindings for limited editions or other custom binding projects.,0.0
-"Design orthopedic and prosthetic devices, based on physicians' prescriptions and examination and measurement of patients.",0.0
-Design patient education programs that include information required to make informed health care and treatment decisions.,0.7932
-Design paver installation layout pattern and create markings for directional references of joints and stringlines.,0.0
-"Design photonics products, such as light sources, displays, or photovoltaics, to achieve increased energy efficiency.",0.0
-Design plans to be safe and to be compliant with the American Disabilities Act (ADA).,0.0
-Design plant distribution centers.,0.0
-Design plant layouts or production facilities.,0.0
-Design posters and special displays to promote use of library facilities or specific reading programs at libraries.,0.0
-Design processing plants and equipment.,0.0
-"Design pumping systems, pumping stations, pipelines, force mains, or sewers for the collection of wastewater.",0.0
-"Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.",0.0
-"Design research studies in collaboration with physicians, life scientists, or other professionals.",0.0
-"Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.",0.0
-"Design robotics applications for manufacturers of green products, such as wind turbines or solar panels, to increase production time, eliminate waste, or reduce costs.",0.0
-Design rubber or plastic prostheses that can be used to change performers' appearances.,0.0
-Design sampling plans or coordinate the field collection of samples such as tissue specimens.,0.0
-"Design scale or full-size blueprints of specialty items, such as furniture and automobile body or chassis components.",0.0
-"Design security policies, programs, or practices to ensure adequate security relating to alarm response, access card use, and other security needs.",0.0
-Design security solutions to address known device vulnerabilities.,0.0
-"Design self-monitoring mechanical systems, such as gear systems that monitor loading or condition of systems to detect and prevent failures.",0.0
-"Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life.",0.0
-Design sensors or switches that require little or no power to operate for environmental monitoring or industrial metering applications.,0.0
-"Design sets, lighting, costumes, and other artistic elements of productions, in collaboration with cast members.",0.0
-Design sludge treatment plants.,0.0
-"Design software to control robotic systems for applications, such as military defense or manufacturing.",0.9012
-Design solar energy photonics or other materials or devices to generate energy.,0.0
-"Design spaces to be environmentally friendly, using sustainable, recycled materials when feasible.",0.0
-Design spaces to display pottery for sale.,0.0
-"Design specialized or customized equipment, machines, or structures.",0.0
-"Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction.",0.0
-"Design structures that incorporate environmentally friendly building practices or concepts, such as Leadership in Energy and Environmental Design (LEED) standards.",0.0
-Design surveys to assess health issues.,0.0
-"Design surveys, opinion polls, or other instruments to collect data.",0.0
-Design test control apparatus or equipment or develop procedures for testing products.,0.0
-"Design test plans, scenarios, scripts, or procedures.",0.0
-Design tests of finished products or process capabilities to establish standards or validate process requirements.,0.0
-"Design the arrangement of radiation fields to reduce exposure to critical patient structures, such as organs, using computers, manuals, and guides.",0.0
-Design transportation surveys to identify areas of public concern.,0.0
-"Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures.",0.0
-Design underground or overhead wind farm collector systems.,0.0
-"Design upholstery cover patterns and cutting plans, based on sketches, customer descriptions, or blueprints.",0.0
-"Design validation study features, such as sampling, testing, or analytical methodologies.",0.0
-"Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction.",0.0
-"Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.",0.0
-Design water distribution systems for potable or non-potable water.,0.0
-"Design water or wastewater lift stations, including water wells.",0.0
-"Design water runoff collection networks, water supply channels, or water supply system networks.",0.0
-Design water storage tanks or other water storage facilities.,0.0
-Design well pumping systems.,0.0
-"Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.",0.0
-"Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.",0.9054
-"Design, build, or modify fixtures used to assemble parts.",0.0
-"Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.",0.0
-"Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.",0.0
-"Design, conduct, or provide support to nursing informatics research.",0.0
-"Design, configure, and test computer hardware, networking software and operating system software.",0.9137
-"Design, create, and decorate entire pieces or specific parts of furniture, such as draws for cabinets.",0.0
-"Design, customize, and maintain databases, web pages, and local area networks.",0.0
-"Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.",0.0
-"Design, develop, and implement computer applications for use in mining operations such as mine design, modeling, or mapping or for monitoring mine conditions.",0.0
-"Design, develop, or employ alternative diagnostic or communication devices or strategies.",0.0
-"Design, develop, or implement control circuits or algorithms for electromechanical or pneumatic devices or systems.",0.0
-"Design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts.",0.9072
-"Design, evaluate, and modify benefits policies to ensure that programs are current, competitive, and in compliance with legal requirements.",0.0
-"Design, evaluate, recommend, and approve changes of forms and reports.",0.0
-"Design, fabricate, or repair assistive devices or make adaptive changes to equipment or environments.",0.0
-"Design, implement, and monitor the development of mines, facilities, systems, or equipment.",0.0
-"Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes.",0.0
-"Design, implement, or establish requirements for security systems, video surveillance, motion detection, or closed-circuit television systems to ensure proper installation and operation.",0.0
-"Design, implement, or evaluate health service delivery systems to improve the health of targeted populations.",0.0
-"Design, implement, or evaluate staff training and development programs, customer service initiatives, or performance measurement criteria.",0.0
-"Design, implement, or maintain fraud detection tools or procedures.",1.0
-"Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.",0.8153
-"Design, implement, or oversee product take back or reverse logistics programs to ensure products are recycled, reused, or responsibly disposed.",0.0
-"Design, install, or troubleshoot manufacturing equipment.",0.0
-"Design, integrate, or test photonics systems or components.",0.0
-"Design, make, or fit prosthodontic appliances, such as space maintainers, bridges, or dentures, or write fabrication instructions or prescriptions for denturists or dental technicians.",0.0
-"Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality.",0.0
-"Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.",0.0
-"Design, organize, or conduct tours, workshops, and instructional or educational sessions to acquaint individuals with an institution's facilities and materials.",0.0
-"Design, plan, organize, or direct orientation and training programs for employees or customers.",0.8219
-"Design, program, or model Geographic Information Systems (GIS) applications or procedures.",0.0
-"Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.",0.0
-"Design, review, and help administer insurance, annuity and pension plans, determining financial soundness and calculating premiums.",0.0
-"Design, use, or maintain databases and software applications, such as geographic information systems (GIS) mapping and artificial intelligence tools.",0.9018
-"Design, weld, and fabricate parts, using blueprints or other mechanical plans.",0.0
-Designate cables available for use.,0.0
-"Detain persons found to be in violation of customs or immigration laws and arrange for legal action, such as deportation.",0.0
-"Detect and map radiopharmaceuticals in patients' bodies, using a camera to produce photographic or computer images.",0.0
-"Detect and respond to adverse drug reactions, with special attention to vulnerable populations such as infants, children, pregnant and lactating women, or older adults.",0.0
-Detect faulty operation of equipment or defective materials and notify supervisors.,0.0
-"Determine a published or broadcasted story's emphasis, length, and format, organizing material accordingly.",0.0
-"Determine advertising medium to be used, and prepare sample advertisements within the selected medium for presentation to customers.",0.0
-"Determine allocations of funds for staff, supplies, materials, and equipment and authorize purchases.",0.0
-"Determine allocations of funds for staff, supplies, materials, and equipment, and authorize purchases.",0.0
-"Determine amount of air leakage in buildings, using a blower door machine.",0.0
-Determine amounts and kinds of chemicals to use in destroying harmful organisms or removing impurities from purification systems.,0.0
-"Determine and certify the eligibility of prospective tenants, following government regulations.",0.0
-Determine and implement the best layout to achieve a desired pattern.,0.0
-Determine and set product prices.,0.0
-"Determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials.",0.0
-Determine applications of photonics appropriate to meet product objectives or features.,0.0
-"Determine appraised values of diamonds and other gemstones based on price guides, market fluctuations, and stone grades and rarity.",0.0
-"Determine appropriate equipment and staffing levels to load, unload, move, or store materials.",0.0
-Determine appropriate methods for fabricating and joining materials.,0.0
-"Determine appropriate methods of debt settlement, such as offers of compromise, wage garnishment, or seizure and sale of property.",0.0
-"Determine appropriate sizes, ratings, and locations for all system overcurrent devices, disconnect devices, grounding equipment, and surge suppression equipment.",0.0
-Determine availability of necessary equipment or supplies for operative procedures.,0.0
-Determine brain death using accepted tests and procedures.,0.0
-"Determine campaign strategies for media advertising, positions on issues, and public appearances.",0.0
-"Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors.",0.0
-"Determine cash requirements for windows and order all necessary currency, coins, or chips.",0.0
-"Determine causes of abnormal pressure variances, and make corrective recommendations, such as installation of pipes to relieve overloading.",0.0
-Determine causes of fires and ways in which they could have been prevented.,0.0
-"Determine charges for services requested, collect deposits or payments, or arrange for billing.",0.0
-"Determine clients' current lens prescriptions, when necessary, using lensometers or lens analyzers and clients' eyeglasses.",0.0
-Determine clients' eligibility for financial assistance.,0.0
-"Determine commercial, industrial, scientific, or other uses for electro-optical applications or devices.",0.0
-Determine computer software or hardware needed to set up or alter system.,0.0
-"Determine conditions under which tests are to be conducted, as well as sequences and phases of test operations.",0.0
-Determine connection interfaces for additional subpanels or for connecting photovoltaic (PV) systems with utility services or other power generation sources.,0.0
-"Determine course schedules, and coordinate teaching assignments and room assignments to ensure optimum use of buildings and equipment.",0.0
-Determine customers' financial services needs and prepare proposals to sell services that address these needs.,0.0
-Determine data collection methods to be employed in research projects or surveys.,0.9698
-"Determine depreciation rates to apply to capitalized items and advise management on actions regarding the purchase, lease, or disposal of such items.",0.0
-"Determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.",0.888
-"Determine donor suitability, according to interview results, vital signs, and medical history.",0.0
-Determine duty and taxes to be paid on goods.,0.0
-Determine efficient and cost-effective methods of moving goods from one location to another.,0.0
-Determine equitable basis for distributing surplus earnings under participating insurance and annuity contracts in mutual companies.,0.0
-"Determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.",0.792
-"Determine extent of liability according to evidence, laws, or administrative or judicial precedents.",0.0
-"Determine fares based on trip distances and times, using taximeters and fee schedules, and announce fares to passengers.",0.0
-"Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.",0.0
-Determine feasibility of using standardized equipment or develop specifications for equipment required to perform additional functions.,0.0
-"Determine flame temperatures, current frequencies, heating cycles, and induction heating coils needed, based on degree of hardness required and properties of stock to be treated.",0.0
-Determine food and beverage costs and assist in implementing cost control procedures.,0.0
-"Determine formats, approaches, content, levels, and mediums to effectively meet objectives within budgetary constraints, using research, knowledge, and training.",0.0
-"Determine genetic composition of animal populations and heritability of traits, using principles of genetics.",0.0
-Determine guidelines that specify which source material is acceptable for use.,1.0
-Determine how food should be presented and create decorative food displays.,0.0
-Determine how many gaming tables to open each day and schedule staff accordingly.,0.0
-"Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.",0.0
-"Determine if inventory quantities are sufficient for needs, ordering more materials when necessary.",0.0
-"Determine intensities and types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.",0.0
-Determine labor requirements for dispatching workers to construction sites.,0.0
-Determine load weights and check them against lifting capacities to prevent overload.,0.0
-Determine location for product listings to maximize exposure to online traffic.,1.0
-"Determine locations for installing solar subsystem components, including piping, water heaters, valves, and ancillary equipment.",0.0
-"Determine locations, boundaries, and depths of holes or channels to be cut.",0.0
-"Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.",0.0
-"Determine longitudes and latitudes of important features and boundaries in survey areas, using theodolites, transits, levels, and satellite-based global positioning systems (GPS).",0.0
-"Determine machine settings, and move bars or levers to reproduce designs on rollers or plates.",0.0
-"Determine manner in which mail is to be sent, and prepare it for delivery to mailing facilities.",0.0
-"Determine map content and layout, as well as production specifications such as scale, size, projection, and colors, and direct production to ensure that specifications are followed.",0.0
-Determine materials needed to complete the job and place orders accordingly.,0.0
-"Determine materials, equipment, and installation sequences necessary to maximize installation efficiency.",0.0
-"Determine meal prices, based on calculations of ingredient prices.",0.0
-Determine means of integrating radio frequency identification device (RFID) into other applications.,0.0
-"Determine method of shipment and prepare bills of lading, invoices, and other shipping documents.",0.0
-Determine methods of cutting and removing timber with minimum waste and environmental damage.,0.0
-Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.,0.0
-"Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.",0.0
-"Determine most effective arrangement of operations such as mixing, crushing, heat transfer, distillation, and drying.",0.0
-Determine optimal time sequences and methods for manual or robotic cell harvests.,0.0
-"Determine or coordinate treatment plans by requesting laboratory services, reviewing genetics or counseling literature, and considering histories or diagnostic data.",0.0
-Determine or facilitate seating arrangements.,0.0
-"Determine or recommend radioactive decontamination procedures, according to the size and nature of equipment and the degree of contamination.",0.0
-"Determine orientation of tracts of land, including position, boundaries, size, and shape, using theodolites, electronic distance-measuring equipment, satellite-based positioning equipment, land information systems, or other geodetic survey equipment.",0.0
-Determine packaging requirements.,0.0
-"Determine paint flow, viscosity, and coating quality by performing visual inspections, or by using viscometers.",0.0
-Determine patients' x-ray needs by reading requests or instructions from physicians.,0.0
-"Determine patterns of building use to show annual or monthly needs for heating, cooling, lighting, or other energy needs.",0.0
-"Determine photovoltaic (PV) system designs or configurations based on factors such as customer needs, expectations, and site conditions.",0.0
-"Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.",0.0
-"Determine plumb of walls or ceilings, using plumb lines and levels.",0.0
-Determine policy contract provisions for each type of insurance.,0.0
-"Determine position, direction, and depth of cuts to be made, and placement of wedges or jacks.",0.0
-Determine potential environmental impacts of new products or processes on long-term growth and profitability.,0.0
-Determine price schedules and discount rates.,0.0
-Determine prices for styles.,0.0
-"Determine procedures and instructions to be followed, according to design specifications and quantity of required materials.",0.0
-"Determine product specifications and materials, work methods, and machine setup requirements, according to blueprints, oral or written instructions, drawings, or work orders.",0.0
-Determine production schedules and staff requirements necessary to ensure timely delivery of services.,0.0
-"Determine project goals, locations, and equipment needs by studying assignments and consulting with clients or advertising staff.",0.0
-Determine project material or equipment needs.,0.0
-"Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.",0.0
-"Determine project requirements, such as scope, assembly sequences, or required methods or materials, using blueprints, drawings, or written or verbal instructions.",0.0
-"Determine proper storage methods, identification, and stock location, based on turnover, environmental factors, and physical capabilities of facilities.",0.0
-"Determine quality, cost, strength, and quantity of required materials, and enter figures on materials lists.",0.0
-"Determine quantities, sizes, shapes, and locations of reinforcing rods from blueprints, sketches, or oral instructions.",0.0
-"Determine reference points, machine cutting paths, or hole locations, and compute angular and linear dimensions, radii, and curvatures.",0.0
-"Determine regulations or procedures related to the management, collection, reuse, recovery, or recycling of packaging waste.",0.0
-Determine repair limits for engine hot section parts.,0.0
-"Determine replacement parts required, according to inspections of old parts, customer requests, or customers' descriptions of malfunctions.",0.0
-"Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.",0.0
-"Determine requirements applying to treatment, storage, shipment, or disposal of potentially hazardous production-related waste.",0.0
-Determine requirements for compliance with environmental certification standards.,0.0
-"Determine requirements for treatment, such as type, method and duration of therapy, precautions to be taken, or medication and dosages, compatible with physicians' orders.",0.0
-"Determine response requirements and relative priorities of situations, and dispatch units in accordance with established procedures.",0.0
-"Determine root causes of failures or recommend changes in designs, tolerances, or processing methods, using statistical procedures.",0.0
-Determine salvage value on total-loss vehicle.,0.0
-"Determine sampling locations and methods, and collect water or wastewater samples for analysis, preserving samples with appropriate containers and preservation methods.",0.0
-"Determine scales, line sizes, or colors to be used for hard copies of computerized maps, using plotters.",0.0
-"Determine schedules, sequences, and assignments for work activities, based on work priority, quantity of equipment, and skill of personnel.",0.0
-Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.,0.0
-"Determine scope, timing, and direction of investigations.",0.0
-"Determine setup procedures and select machine dies and parts, according to specifications.",0.0
-"Determine shipping methods, routes, or rates for materials to be shipped.",0.0
-"Determine size and arrangement of illustrative material and copy, and select style and size of type.",0.8319
-"Determine sizes and compositions of objects to be plated, and amounts of electrical current and time required.",0.0
-"Determine sources of Web page or server problems, and take action to correct such problems.",0.9196
-"Determine special assistance needs of passengers, such as small children, the elderly, or disabled persons.",0.0
-"Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.",0.0
-"Determine specifications for equipment to be used for aerial photography, as well as altitudes from which to photograph terrain.",0.0
-"Determine specifications for, or implement, logging.",0.0
-"Determine spotting procedures and proper solvents, based on fabric and stain types.",0.0
-"Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.",0.0
-"Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.",0.9631
-Determine system performance standards.,0.0
-"Determine taxability of properties, using methods such as field inspection, structural measurement, calculation, sales analysis, market trend studies, and income and expense analysis.",0.0
-"Determine the amounts and types of insulation needed, and methods of installation, based on factors such as location, surface shape, and equipment use.",0.0
-"Determine the appropriate type of valuation to make, such as fair market, replacement, or liquidation, based on the needs of the property owner.",0.0
-"Determine the best layout of pattern pieces to minimize waste of material, and mark fabric accordingly.",0.0
-"Determine the effects of drug therapies, antibiotics, or new surgical techniques by testing them on animals.",0.0
-Determine the effects of regulatory limitations on land use projects.,0.0
-"Determine the feasibility, costs, or performance benefits of new mechatronic equipment.",0.0
-Determine the germination rates of seeds planted in specified areas.,0.0
-"Determine the legal implications of the production, supply, or use of ozone-depleting substances or equipment containing such substances.",0.0
-"Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.",0.0
-"Determine the need for facility maintenance and repair, and notify appropriate personnel.",0.0
-"Determine the number, type, and approximate location of microphones needed for best sound recording or transmission quality, and position them appropriately.",0.0
-"Determine the order of work and method of presentation, such as orthographic or isometric drawing.",0.0
-"Determine the order of work and the method of presentation, such as orthographic or isometric drawing.",0.0
-Determine the prices at which securities should be syndicated and offered to the public.,0.0
-"Determine the quantity and orientation of cargo, and compute an aircraft's center of gravity.",0.0
-Determine the scope of educational program offerings and prepare drafts of program schedules and descriptions to estimate staffing and facility requirements.,0.0
-"Determine the scope of educational program offerings, and prepare drafts of course schedules and descriptions to estimate staffing and facility requirements.",0.0
-"Determine the sequence of machine operations, and select the proper cutting tools needed to machine workpieces into the desired shapes.",0.0
-Determine the specific audio and visual effects and music necessary to complete films.,0.0
-Determine the three-dimensional structure of biological macromolecules.,0.0
-Determine the timing or procedures for flight vector changes.,0.0
-Determine the type of geothermal loop system most suitable to a specific property and its heating and cooling needs.,0.0
-Determine the types of regulatory submissions or internal documentation that are required in situations such as proposed device changes or labeling changes.,0.0
-Determine traffic areas and decide location of seams.,0.0
-Determine training needs of students or workers.,0.0
-Determine types and quantities of glass required to fabricate products.,0.0
-"Determine types and temperatures of baths and quenching media needed to attain specified part hardness, toughness, and ductility, using heat-treating charts and knowledge of methods, equipment, and metals.",0.0
-Determine types of bullets and specific weapons used in shootings.,0.0
-"Determine types of licenses and safety equipment required, and compute applicable fees such as tolls and wharfage fees.",0.0
-"Determine types or amounts of equipment, vehicles, materials, or personnel required, according to work orders or specifications.",0.0
-"Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.",0.0
-Determine usefulness of new radio frequency identification device (RFID) technologies.,0.0
-"Determine viability of sites through observation, and discuss site locations and construction requirements with customers.",0.0
-"Determine voices, instruments, harmonic structures, rhythms, tempos, and tone balances required to achieve the effects desired in a musical composition.",0.0
-Determine ways to mitigate the negative consequences of mineral dust dispersion.,0.0
-Determine ways to strengthen or combine materials or develop new materials with new or specific properties for use in a variety of products and applications.,0.0
-Determine where patients or patrons would like to eat their meals and help them get situated.,0.0
-"Determine whether clients should be counseled or referred to other specialists in such fields as medicine, psychiatry, or legal aid.",0.0
-Determine whether emergency or auxiliary systems will be needed to keep properties heated or cooled in extreme weather conditions.,0.0
-"Determine whether land-related documents can be registered under the relevant legislation, such as the Land Titles Act.",0.0
-Determine whether objects need repair and choose the safest and most effective method of repair.,0.0
-"Determine whether scope of exam should be extended, based on findings.",0.0
-Determine whether selected electromechanical components comply with environmental standards and regulations.,0.0
-"Determine whether space is available on travel dates requested by customers, assigning requested spaces when available.",0.0
-"Determine whether statistical methods are appropriate, based on user needs or research questions of interest.",0.0
-Determine which products or colors will improve clients' skin quality and appearance.,0.0
-"Determine which products should be featured in advertising, the advertising medium to be used, or when the ads should be run.",0.0
-"Determine which sites and violation reports to investigate, and coordinate compliance and enforcement activities with other government agencies.",0.0
-"Determine which topics to research, or pursue research topics specified by clients or employers.",1.0
-Determine work assignments and procedures.,0.0
-"Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.",0.0
-"Determine, or help determine, company policy, and explain complex technical matters to company executives, government officials, shareholders, policyholders, or the public.",0.0
-"Develop Web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.",0.8819
-Develop Web site performance metrics.,0.0
-Develop Web sites.,0.0
-"Develop a group of products or accessories, and market them through venues such as boutiques or mail-order catalogs.",0.0
-"Develop a maintainable code base using object-oriented design principles, practices, or patterns.",0.0
-"Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.",0.0
-Develop advertising and other informational materials to be used in subject recruitment.,0.0
-"Develop advertising campaigns for a wide range of clients, working with an advertising agency's creative director and art director to determine the best way to present advertising information.",0.8676
-Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.,0.0
-Develop alternative training methods if expected improvements are not seen.,0.0
-Develop an understanding of customers' needs and take actions to ensure that such needs are met.,1.0
-"Develop and apply time and cost networks to plan, control, and review large projects.",0.0
-Develop and arrange competition schedules and programs.,0.0
-Develop and communicate recommendations for landowners to maintain or restore environmental conditions.,0.0
-Develop and coordinate educational programs for residents.,0.0
-"Develop and coordinate fire prevention programs, such as false alarm billing, fire inspection reporting, and hazardous materials management.",0.0
-Develop and deliver training on weather topics.,0.0
-"Develop and design new tools and dies, using computer-aided design software.",0.0
-Develop and design packing materials and handling procedures for shipping of objects.,0.0
-"Develop and distribute newsletters, brochures, or other printed materials to share information with patients or medical staff.",0.8543
-Develop and document database architectures.,0.829
-"Develop and document security procedures, policies, or standards.",0.0
-"Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.",0.0
-Develop and document style guidelines for Web site content.,0.8662
-Develop and execute tests that simulate the techniques of known cyber threat actors.,0.0
-Develop and implement behavioral management and care plans for clients.,0.0
-"Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.",0.9078
-Develop and implement employee selection or placement programs.,0.0
-"Develop and implement individual treatment plans, specifying type, frequency, intensity, and duration of therapy.",0.0
-Develop and implement individualized plans for health care management.,0.0
-"Develop and implement individualized treatment plans addressing family relationship problems, destructive patterns of behavior, and other personal issues.",0.0
-"Develop and implement marketing plans for home pages, including print advertising or advertisement rotation.",0.0
-Develop and implement organizational policies and procedures for the facility or medical unit.,0.0
-Develop and implement policies and procedures for the operation of a department or establishment.,0.7453
-Develop and implement procedures for identifying advertising needs.,0.0
-"Develop and implement purchasing and contract management instructions, policies, and procedures.",0.0
-"Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.",0.0
-Develop and implement research quality control procedures.,0.9036
-Develop and implement solutions for network problems.,0.9166
-Develop and implement strategies to meet the needs of students with a variety of handicapping conditions.,0.0
-"Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.",0.7665
-"Develop and implement training procedures and strategies for radiological protection, detection, and decontamination.",0.0
-"Develop and implement training programs for trainees, medical students, resident physicians or post-doctoral fellows.",0.0
-Develop and implement treatment plans based on clinical experience and knowledge.,0.0
-Develop and implement treatment plans.,0.0
-"Develop and interpret organizational goals, policies, and procedures.",0.7344
-Develop and maintain Web pages for teaching-related purposes.,0.0
-Develop and maintain Web sites for online courses.,0.0
-"Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.",0.0
-Develop and maintain client relationships.,0.0
-Develop and maintain computer databases.,0.8967
-"Develop and maintain computerized record management systems to store and process data, such as personnel activities and information, and to produce reports.",0.0
-Develop and maintain cooperative working relationships with agencies and organizations interested in public health care.,0.0
-Develop and maintain course Web sites.,0.0
-"Develop and maintain departmental policies, procedures, objectives, or patient care standards, based on evidence-based practice guidelines or expert opinion.",0.0
-"Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines.",0.0
-Develop and maintain health education libraries to provide resources for staff and community agencies.,0.0
-"Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings.",0.0
-"Develop and maintain liaisons with municipalities, county departments, and similar entities to facilitate plan development, response effort coordination, and exchanges of personnel and equipment.",0.0
-Develop and maintain log of surveillance observations.,0.0
-Develop and maintain media contact lists.,0.0
-"Develop and maintain partnerships with federal, state, or local law enforcement agencies or members of the retail loss prevention community.",0.0
-"Develop and maintain relationships with banking, insurance, and external accounting personnel to facilitate financial activities.",0.0
-"Develop and maintain relationships with community referral sources, such as schools or community groups.",0.0
-Develop and maintain standard operating procedures or local working practices.,0.0
-"Develop and maintain system architecture, including all piping, instrumentation, or process flow diagrams.",0.0
-"Develop and maintain the company's corporate image and identity, which includes the use of logos and signage.",0.784
-Develop and manage annual budgets for information technology projects.,0.0
-Develop and manage work breakdown structure (WBS) of information technology projects.,0.0
-Develop and modify astronomy-related programs for public presentation.,0.0
-"Develop and organize training manuals, multimedia visual aids, and other educational materials.",0.7717
-"Develop and participate in health promotion programs, group activities, or discussions to promote client health, facilitate social adjustment, alleviate stress, and prevent physical or mental disability.",0.0
-Develop and perform tests and evaluations of emergency management plans in accordance with state and federal regulations.,0.0
-"Develop and prepare packets containing information about social service agencies, assistance organizations, and programs that might be useful for inmates or offenders.",0.0
-"Develop and prescribe exercise programs, such as off-season conditioning regimens.",0.0
-"Develop and present health education and promotion programs, such as training workshops, conferences, and school or community presentations.",0.0
-"Develop and print exposed film, using chemicals, touch-up tools, and developing and printing equipment.",0.0
-Develop and propose client treatment plans that specify which types of massage are to be used.,0.0
-Develop and qualify new testing methods.,0.0
-Develop and review service plans in consultation with clients and perform follow-ups assessing the quantity and quality of services provided.,0.0
-Develop and supervise hearing screening programs.,0.0
-Develop and teach online courses.,0.0
-"Develop and test experimental designs, sampling techniques, and analytical methods.",0.8104
-Develop and test procedures for dealing with emergencies during practices or competitions.,0.0
-Develop and test theories concerning the origin and development of past cultures.,0.0
-"Develop and test theories, using information from interviews, newspapers, periodicals, case law, historical papers, polls, or statistical sources.",1.0
-"Develop and use multimedia course materials and other current technology, such as online courses.",0.0
-"Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.",0.0
-Develop anesthesia care plans.,0.0
-Develop application-specific software.,0.9508
-Develop applied software for the analysis and interpretation of geological data.,0.0
-"Develop approaches to the solution of groups' problems, based on research findings in sociology and related disciplines.",0.8495
-Develop assays that monitor cell characteristics.,0.0
-"Develop automated routines to correct for the presence of image distorting artifacts, such as ground vegetation.",0.0
-"Develop bioremediation processes to reduce pollution, protect the environment, or treat waste products.",0.0
-"Develop briefings, brochures, multimedia presentations, web pages, promotional products, technical illustrations, and computer artwork for use in products, technical manuals, literature, newsletters, and slide shows.",0.8564
-Develop budgets for programming and broadcasting activities and monitor expenditures to ensure that they remain within budgetary limits.,0.0
-Develop budgets for security operations.,0.0
-"Develop budgets or approve expenditures for supplies, materials, or human resources, ensuring that materials, labor, or equipment are used efficiently to meet production targets.",0.0
-Develop business cases for environmental marketing strategies.,0.0
-"Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.",0.762
-"Develop calibration methodologies, test methodologies, or tools.",0.7773
-Develop carbohydrates arrays and associated methods for screening enzymes involved in biomass conversion.,0.0
-"Develop catalysis or other green chemistry methods to synthesize nanomaterials, such as nanotubes, nanocrystals, nanorods, or nanowires.",0.0
-"Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.",0.0
-"Develop client treatment plans based on research, clinical experience, and client histories.",0.0
-"Develop communications materials, advertisements, presentations, or public relations initiatives to promote awareness of products and services.",0.0
-Develop community or corporate recycling plans and goals to minimize waste and conform to resource constraints.,0.0
-"Develop comprehensive marketing strategies, using knowledge of products and technologies, markets, and regulations.",0.0
-"Develop comprehensive plans for immediate and long-term rehabilitation, including therapeutic exercise, speech and occupational therapy, counseling, cognitive retraining, patient, family or caregiver education, or community reintegration.",0.0
-Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.,0.0
-Develop computational tools or approaches to improve biofuels research and development activities.,0.0
-"Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.",0.0
-Develop computer models for hydrologic predictions.,0.0
-Develop computer models to address transportation planning issues.,0.0
-Develop computer programs to collect meteorological data or to present meteorological information.,0.0
-Develop concepts or creative ideas for craft objects.,0.902
-Develop conceptual designs of security systems.,0.0
-"Develop conceptual, logical, or physical network designs.",0.0
-"Develop construction budgets to compare green and non-green construction alternatives, in terms of short-term costs, long-term costs, or environmental impacts.",0.0
-"Develop contacts with individuals and organizations, and apply effective strategies and techniques to ensure their clients' success.",0.0
-Develop contingency plans to deal with emergencies.,0.0
-"Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.",0.0
-"Develop corporate fundraising programs, such as employer gift-matching.",0.0
-Develop cost reduction strategies and savings plans.,0.0
-Develop criteria for survey methods and procedures.,0.0
-Develop criteria for the design and modification of survey instruments.,1.0
-Develop curricula and plan course content and methods of instruction.,0.8184
-"Develop curricula, and recommend curricula revisions and additions.",0.0
-"Develop curriculum and prepare manuals, visual aids, course outlines, and other materials used in teaching.",0.8444
-"Develop customer documentation, such as performance specifications, training manuals, or operating instructions.",0.0
-"Develop data model describing data elements and how they are used, following procedures and using pen, template, or computer software.",0.0
-"Develop data model describing data elements and their use, following procedures and using pen, template or computer software.",0.0
-Develop data models and databases.,0.8729
-"Develop data models for applications, metadata tables, views or related database structures.",0.8337
-"Develop data warehouse process models, including sourcing, loading, transformation, and extraction.",0.7987
-"Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.",0.7425
-Develop databases that support Web applications and Web sites.,0.9009
-"Develop defense plans or tactics, using intelligence and other information.",0.0
-Develop department and course schedules.,0.0
-"Develop departmental objectives, budgets, policies, procedures, and strategies.",0.0
-"Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.",0.0
-"Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.",0.0
-Develop designs using specialized computer software.,0.0
-"Develop detailed design drawings and specifications for mechanical equipment, dies, tools, and controls, using computer-assisted drafting (CAD) equipment.",0.0
-Develop diagnostic procedures to determine clients' needs.,0.0
-"Develop disaster recovery plans for physical locations with critical assets, such as data centers.",0.0
-Develop disaster recovery plans.,0.0
-Develop discharge plans for patients.,0.0
-"Develop economic guidelines and standards, and prepare points of view used in forecasting trends and formulating economic policy.",0.0
-"Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes.",1.0
-"Develop educational materials and programs for community agencies, local government, and state government.",0.8217
-Develop efficient and effective system controllers.,0.0
-"Develop electronic, mechanical, or computerized processes to perform tasks in dangerous situations, such as underwater exploration or extraterrestrial mining.",0.0
-"Develop emergency management plans for recovery decision making and communications, continuity of critical departmental processes, or temporary shut-down of non-critical departments to ensure continuity of operation and governance.",0.0
-Develop employee health and safety policies.,0.0
-Develop employee work schedules.,0.0
-Develop engineering specifications or cost estimates for automotive design concepts.,0.0
-Develop environmental educational programs and curricula for schools.,0.0
-"Develop environmental management or restoration plans for sites with power transmission lines, natural gas pipelines, fuel refineries, geothermal plants, wind farms, or solar farms.",0.0
-"Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.",0.0
-Develop environmental restoration project schedules and budgets.,0.0
-"Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.",0.0
-Develop equipment maintenance schedules and arrange for repairs.,0.0
-Develop event topics and choose featured speakers.,0.0
-"Develop exercise programs to improve participant strength, flexibility, endurance, or circulatory functioning, in accordance with exercise science standards, regulatory requirements, and credentialing requirements.",0.0
-Develop expertise in subject matters related to committee assignments.,0.0
-"Develop factors such as themes, plots, characterizations, psychological analyses, historical environments, action, and dialogue to create material.",0.0
-Develop final construction plans that include aesthetic representations of the structure or details for its construction.,0.0
-"Develop financial plans, based on analysis of clients' financial status.",0.0
-"Develop fitness or wellness classes, such as yoga, aerobics, strength training, or aquatics, ensuring a diversity of class offerings.",0.0
-"Develop food standards and production specifications, safety and sanitary regulations, and waste management and water supply specifications.",0.0
-"Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting.",0.0
-Develop fuel cell materials or fuel cell test equipment.,0.0
-Develop fundraising activity plans that maximize participation or contributions and minimize costs.,0.0
-"Develop graphics and layouts for product illustrations, company logos, and Web sites.",0.8504
-"Develop green building nanocoatings, such as self-cleaning, anti-stain, depolluting, anti-fogging, anti-icing, antimicrobial, moisture-resistant, or ultraviolet protectant coatings.",0.0
-Develop guidelines for nondiscriminatory employment practices.,0.0
-Develop guidelines for procedures such as the management of viruses.,0.0
-"Develop ideas for creating dances, keeping notes and sketches to record influences.",0.9293
-Develop ideas for programs and features that a station could produce.,0.0
-"Develop ideas or material for columns or commentaries by analyzing and interpreting news, current issues, or personal experiences.",0.0
-Develop ideas or plans for merchandise displays or window decorations.,0.0
-Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).,0.7363
-"Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.",0.0
-"Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.",0.0
-Develop in-service educational materials.,0.0
-"Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.",0.0
-"Develop individual or group activities or programs in schools to deal with behavior, speech, language, or swallowing problems.",0.0
-Develop individual treatment plans and strategies.,0.0
-Develop individualized educational plans in collaboration with teachers and other staff members.,0.0
-"Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.",0.9194
-"Develop individualized treatment plans that incorporate studio art therapy, counseling, or psychotherapy techniques.",0.0
-Develop industrial standards and regulatory guidelines.,0.0
-Develop industry standards of product safety.,0.0
-Develop infiltration tests that exploit device vulnerabilities.,0.0
-Develop information security standards and best practices.,0.0
-Develop innovative technology or train staff for its implementation.,0.0
-Develop instructional materials and conduct in-service and community-based educational programs.,0.8245
-Develop instructional materials for the public and make presentations to citizens' groups to provide information on emergency plans and their implementation processes.,0.0
-"Develop instructional materials, such as lesson plans, handouts, or examinations.",0.8444
-Develop instrumentation and software for astronomical observation and analysis.,0.8585
-"Develop internal control policies, guidelines, and procedures for activities, such as budget administration, cash and credit management, and accounting.",0.0
-"Develop intervention procedures, using techniques such as individual and focus group interviews, consultations, and participant observation of social interaction.",0.0
-"Develop interview techniques, rating scales, and psychological tests used to assess skills, abilities, and interests for the purpose of employee selection, placement, or promotion.",0.0
-"Develop job specifications, job descriptions, or work schedules.",0.0
-"Develop lab scale models of industrial scale processes, such as fermentation.",0.0
-"Develop laser-processed designs, such as laser-cut medical devices.",0.0
-"Develop liaisons and networks with other parole officers, community agencies, correctional institutions, psychiatric facilities, and aftercare agencies to plan for helping offenders with life adjustments.",0.0
-Develop library policies and procedures.,0.0
-"Develop lists of prospective clients from sources such as newspaper items, company records, local merchants, or customers.",0.9558
-Develop load-balancing processes to eliminate down time for backup processes.,0.0
-"Develop logistic metrics, internal analysis tools, or key performance indicators for business units.",0.0
-"Develop manuals, texts, workbooks, or related materials for use in conjunction with production materials or for training.",0.7675
-Develop manufacturing infrastructure to integrate or deploy new manufacturing processes.,0.0
-"Develop manufacturing methods, labor utilization standards, and cost analysis systems to promote efficient staff and facility utilization.",0.0
-Develop manufacturing procedures and monitor the manufacture of their designs in a factory to improve operations and product quality.,0.0
-"Develop manufacturing, assembly, and fabrication processes of lasers, masers, infrared, and other light-emitting and light-sensitive devices.",0.0
-Develop marketing campaigns for environmental technologies or services.,0.0
-Develop marketing campaigns to promote a healthy lifestyle or participation in fitness or wellness programs.,0.0
-"Develop marketing materials, proposals, or presentations to generate new work opportunities.",0.0
-Develop marketing or strategic plans for sales territories.,0.0
-"Develop marketing plans for finished products, collaborating with sales associates to supervise product distribution.",0.0
-Develop marketing strategies to compete with other individuals or companies who sell insurance.,0.0
-"Develop master course documentation or manuals according to applicable accreditation, certification, or other requirements.",0.0
-Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.,0.8769
-Develop measurement tools to evaluate the effectiveness of instruction or training interventions.,0.8213
-Develop methodologies for transferring procedures or biological processes from laboratories to commercial-scale manufacturing production.,0.0
-Develop methodologies to assess the viability or success of sustainability initiatives.,0.0
-"Develop methods and apparatus for securing representative plant, animal, aquatic, or soil samples.",0.0
-"Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs.",0.0
-Develop methods for protecting range from fire and rodent damage and for controlling poisonous plants.,0.0
-"Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.",0.0
-Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.,0.0
-Develop methods to estimate the efficiency of biomass pretreatments.,0.0
-"Develop methods to improve employment policies, processes, and practices, and recommend changes to management.",0.0
-"Develop methods to minimize the impact of production processes on the environment, based on the study and assessment of industrial production, environmental legislation, and physical, biological, and social environments.",0.0
-"Develop methods to monitor employee satisfaction with policies or working conditions, including grievance or complaint procedures.",0.0
-"Develop methods to process, store, or use foods, drugs, or chemical compounds.",0.0
-Develop methods to recover ethanol or other fuels from complex bioreactor liquid and gas streams.,0.0
-Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.,0.0
-"Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.",0.0
-Develop network-related documentation.,0.0
-"Develop networks of attorneys, mortgage lenders, and contractors to whom clients may be referred.",0.0
-Develop new analytical techniques or sensor systems.,0.0
-"Develop new and improved instruments and techniques for activities, such as range reseeding.",0.0
-"Develop new business by contacting potential clients, making sales presentations, and writing proposals.",0.9179
-"Develop new calibration methods or techniques based on measurement science, analyses, or calibration requirements.",0.0
-Develop new chemical engineering processes or production techniques.,0.7742
-"Develop new food items for production, based on consumer feedback.",0.0
-Develop new methods to study the mechanisms of biological processes.,0.0
-"Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.",0.0
-"Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.",0.0
-Develop new principles and new relationships between existing mathematical principles to advance mathematical science.,1.0
-"Develop new products and procedures for sterilization, food and pharmaceutical supply preservation, or microbial contamination detection.",0.0
-Develop new recipes for baked goods.,0.0
-Develop new software applications or customize existing applications to meet specific scientific project needs.,0.9433
-Develop new styles and techniques.,0.0
-Develop new techniques for wood or residue use.,0.0
-Develop new visual design concepts and modify concepts based on stakeholder feedback.,0.0
-"Develop nonsurgical treatment plans for patients with conditions such as strabismus, nystagmus, and other visual disorders.",0.0
-"Develop nursing service philosophies, goals, policies, priorities, or procedures.",0.0
-Develop operating plans and schedules for geothermal operations.,0.0
-"Develop operation, safety, and maintenance procedures or assist in their development.",0.0
-Develop operational plans and policies necessary to achieve health education objectives and services.,0.0
-Develop operational standards and procedures for the work unit or department.,0.0
-"Develop optical or imaging systems, such as optical imaging products, optical components, image processes, signal process technologies, or optical systems.",0.0
-"Develop or administer special projects in areas such as pay equity, savings bond programs, day care, and employee awards.",0.0
-Develop or adopt new tests or instruments to improve diagnosis of diseases.,0.0
-Develop or advise on social policy and assist in community development.,0.0
-Develop or advise on social policy or assist in community development.,0.0
-Develop or analyze information to assess the current or future financial status of firms.,0.9225
-Develop or apply data mining and machine learning algorithms.,0.9628
-"Develop or approve project plans, schedules, or budgets.",0.0
-Develop or assist in the development of transportation-related computer software or computer processes.,0.0
-Develop or assist others in development of care and treatment plans.,0.0
-Develop or build databases for remote sensing or related geospatial project information.,0.0
-Develop or conduct employee regulatory training.,0.0
-"Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.",0.0
-"Develop or conduct programs of sampling and analysis to maintain quality standards of raw materials, chemical intermediates, or products.",0.0
-"Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.",0.9255
-"Develop or contribute to the development of plans to remediate or restore environments affected by nuclear radiation, such as waste disposal sites.",0.0
-Develop or coordinate fitness and wellness programs or services.,0.0
-"Develop or deliver training programs for health information technology, creating operating manuals as needed.",0.0
-Develop or direct development of offering documents or marketing materials.,0.0
-"Develop or direct software system testing or validation procedures, programming, or documentation.",0.0
-Develop or direct study courses or religious education programs within congregations.,0.8279
-Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.,0.0
-"Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.",0.0
-Develop or document style guidelines for Web site content.,0.8608
-Develop or enforce procedures for normal operation of manufacturing systems.,0.0
-Develop or evaluate systems or methods of hydrogen storage for fuel cell applications.,0.0
-"Develop or execute strategies to address issues such as energy use, resource conservation, recycling, pollution reduction, waste elimination, transportation, education, and building design.",0.0
-"Develop or execute tests to detect diseases, genetic disorders, or other abnormalities.",0.0
-"Develop or expand and implement medical programs or health services that promote research, rehabilitation, and community health.",0.0
-"Develop or file intellectual property and patent disclosure or application documents related to microelectromechanical systems (MEMS) devices, products, or systems.",0.0
-"Develop or implement actions such as lockouts, tagouts, or clearances to allow equipment to be safely repaired.",0.0
-Develop or implement data analysis algorithms.,0.0
-Develop or implement electronic maintenance programs or computer information management systems.,0.9319
-Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.,0.0
-"Develop or implement environmental compliance plans for programs, such as air quality, storm water, wastewater treatment, hazardous waste management, pollution prevention, or solid waste management.",0.0
-Develop or implement environmental protection programs.,0.0
-Develop or implement fund investment policies or strategies.,0.7984
-"Develop or implement fundraising activities, such as annual giving campaigns or direct mail programs.",0.0
-"Develop or implement human performance research, investigation, or analysis protocols.",0.0
-Develop or implement interventions to address behavioral causes of diseases.,0.0
-Develop or implement marketing strategies.,0.7864
-"Develop or implement microelectromechanical systems (MEMS) processing tools, fixtures, gages, dies, molds, or trays.",0.0
-Develop or implement operating methods or procedures.,0.0
-Develop or implement plans and procedures for ophthalmologic services.,0.0
-"Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.",0.0
-Develop or implement plans for revegetation of brownfield sites.,0.0
-Develop or implement plans for the sustainable regeneration of brownfield sites to ensure regeneration of a wider area by providing environmental protection or economic and social benefits.,0.0
-"Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.",0.9269
-"Develop or implement policies, standards, or procedures for engineering and technical work.",0.0
-"Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.",0.0
-Develop or implement policy evaluation procedures for hydroelectric generation activities.,0.0
-Develop or implement procedures for ongoing Web site revision.,0.9007
-Develop or implement procedures or systems to evaluate or select suppliers.,0.0
-"Develop or implement product-marketing strategies, including advertising campaigns or sales promotions.",0.8167
-"Develop or implement production tracking or quality control systems, analyzing production, quality control, maintenance, or other operational reports to detect production problems.",0.0
-Develop or implement programs for monitoring of environmental pollution or radiation.,0.0
-Develop or implement programs related to the environmental impact of engineering activities.,0.0
-"Develop or implement programs to address problems related to production, materials, safety, or quality.",0.0
-Develop or implement programs to improve sustainability or reduce the environmental impacts of engineering or architecture activities or operations.,0.0
-"Develop or implement projects to improve efficiency, economy, or effectiveness of hydroelectric plant operations.",0.0
-Develop or implement quality control programs.,0.0
-Develop or implement recruiting strategies to meet current or anticipated staffing needs.,0.0
-"Develop or implement research methodologies or statistical analysis plans to test and evaluate developmental prototypes used in new products or processes, such as cockpit designs, user workstations, or computerized human models.",0.0
-Develop or implement risk-assessment models or methodologies.,0.8746
-Develop or implement site recycling or hazardous waste stream programs.,0.0
-"Develop or implement software tools to assist in the detection, prevention, and analysis of security threats.",0.0
-Develop or implement standardized water monitoring and assessment methods.,0.0
-Develop or implement strategies to meet the needs of students with a variety of disabilities.,0.0
-"Develop or implement training programs related to efficiency, recycling, or other issues with environmental impacts.",0.0
-"Develop or implement treatment plans for problems such as stuttering, delayed language, swallowing disorders, or inappropriate pitch or harsh voice problems, based on own assessments and recommendations of physicians, psychologists, or social workers.",0.0
-"Develop or install software, such as firewalls and data encryption programs, to protect sensitive information.",0.0
-Develop or integrate control feature requirements.,0.0
-"Develop or lay out patterns, using computerized metalworking equipment.",0.0
-"Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.",1.0
-"Develop or maintain archived procedures, procedural codes, or queries for applications.",0.8849
-"Develop or maintain cost estimates, forecasts, or cost models.",0.8194
-Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.,0.0
-Develop or maintain geospatial information databases.,0.0
-"Develop or maintain hygiene programs, such as noise surveys, continuous atmosphere monitoring, ventilation surveys, or asbestos management plans.",0.0
-Develop or maintain internal or external company Web sites.,0.937
-Develop or maintain medical monitoring programs for employees.,0.0
-"Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.",0.0
-Develop or maintain online help documentation.,0.0
-Develop or maintain payment systems to ensure accuracy of vendor payments.,0.8009
-Develop or maintain project reporting systems.,0.0
-"Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.",0.821
-Develop or maintain working relationships with local government staff or board members.,0.0
-Develop or manage budgets for geothermal operations.,0.0
-"Develop or manage investigation programs, including collection and preservation of video and notes of surveillance processes or investigative interviews.",0.0
-"Develop or modify industrial electronic devices, circuits, or equipment, according to available specifications.",0.0
-Develop or modify methods for conducting hydrologic studies.,0.0
-Develop or modify wet chemical or industrial laboratory experimental techniques for nanoscale use.,0.0
-Develop or monitor procedures to ensure adequate quality control of images.,0.0
-Develop or otherwise produce film records of magnetic resonance images.,0.0
-"Develop or perform operational, maintenance, or testing procedures for electronic products, components, equipment, or systems.",0.0
-Develop or present environmental compliance training or orientation sessions.,0.0
-"Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.",0.7417
-"Develop or review budgets, annual plans, power contracts, power rates, standing operating procedures, power reviews, or engineering studies.",0.0
-Develop or review fire exit plans.,0.0
-Develop or review specifications for design or construction of security systems.,0.0
-"Develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy.",0.7934
-Develop or select specific software programs for various research scenarios.,0.0
-"Develop or specify standards, methods, or procedures to determine product quality or release readiness.",0.0
-Develop or teach strategies to promote client wellness and independence.,0.0
-"Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.",0.0
-Develop or test new drugs or medications intended for commercial distribution.,0.0
-Develop or test new methods or models of transportation analysis.,0.0
-Develop or test photonic prototypes or models.,0.0
-Develop or test protocols to monitor ecosystem components and ecological processes.,0.0
-Develop or track quality metrics.,0.0
-"Develop or update procedures, policies, or standards.",0.0
-"Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.",0.8383
-"Develop or update project plans including information such as objectives, technologies, schedules, funding, and staffing.",0.7239
-"Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.",0.0
-Develop or use mathematical or computer models for weather forecasting.,0.0
-"Develop or use new non-destructive testing methods, such as acoustic emission testing, leak testing, and thermal or infrared testing.",0.0
-Develop or use special test and communication techniques to facilitate diagnosis and treatment of children or disabled patients.,0.0
-"Develop or validate product-specific test protocols, acceptance thresholds, or inspection tools for quality control testing or performance measurement.",0.0
-"Develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.",0.0
-Develop or write Individualized Education Programs (IEPs) for students.,0.0
-"Develop partnerships with businesses, communities, and other organizations to help meet identified educational needs and to provide school-to-work programs.",0.0
-"Develop performance standards, and evaluate work in light of established standards.",0.0
-"Develop pest management and control measures, and conduct risk assessments related to pest exclusion, using scientific methods.",0.0
-Develop photonics sensing or manufacturing technologies to improve the efficiency of manufacturing or related processes.,0.0
-"Develop plans and estimate costs for installation of systems, utilization of facilities, or construction of structures.",0.0
-"Develop plans for investigating alleged computer crimes, violations, or suspicious activity.",0.0
-Develop plans for new water resources or water efficiency programs.,0.0
-"Develop plans for oil and gas field drilling, and for product recovery and treatment.",0.0
-Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.,0.0
-"Develop plans for the prevention of destruction by fire, wind, and water.",0.0
-Develop plans or budgets for network equipment replacement.,0.0
-"Develop plans or formal contracts for individuals, families, or community groups to improve overall health.",0.0
-Develop plans or long-range strategies for providing adequate parking space.,0.0
-"Develop plans or materials to communicate organizational activities that are beneficial to the environment, public safety, or other important social issues.",0.0
-Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development.,0.0
-Develop plans to protect watershed health or rehabilitate watersheds.,0.0
-"Develop plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure and to meet emergency data processing needs.",0.0
-Develop planting plans to help clients garden productively or to achieve particular aesthetic effects.,0.0
-Develop policies for food service or nutritional programs to assist in health promotion and disease control.,0.0
-"Develop policies or requirements for data collection, processing, or reporting.",0.0
-Develop post-production models for films.,0.0
-"Develop practice protocols for mental health problems, based on review and evaluation of published research.",0.0
-Develop presentations on threat intelligence.,0.0
-"Develop pricing strategies, balancing firm objectives and customer satisfaction.",0.6326
-"Develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.",0.0
-"Develop procedures for coordination of supply chain management with other functional areas, such as sales, marketing, finance, production, or quality assurance.",0.0
-"Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.",0.0
-"Develop process flows, work instructions, or standard operating procedures for radio frequency identification device (RFID) systems.",0.0
-Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.,0.0
-"Develop processes or procedures for wind operations, including transitioning from construction to commercial operations.",0.0
-"Develop processes to separate components of liquids or gases or generate electrical currents, using controlled chemical processes.",0.0
-"Develop product packaging, display, and pricing strategies.",0.0
-"Develop production, inventory, or quality assurance programs.",0.0
-Develop program plans for individuals or assist in plan development.,0.8793
-"Develop programs designed to obtain the most productive, non-damaging use of land.",0.0
-Develop programs or policy recommendations to achieve environmental goals in cost-effective ways.,0.0
-Develop programs or policy recommendations to promote sustainability and sustainable development.,0.0
-Develop project budgets by estimating the cost of project activities.,0.0
-"Develop project budgets for approval, estimating time lines and material costs.",0.0
-"Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes.",0.0
-Develop promotions for current programs and specials.,0.0
-Develop proposals that include documentation for estimates.,0.0
-Develop proposed project objectives and targets and report to management on progress in attaining them.,0.0
-Develop prospect lists.,0.9573
-Develop protocols to improve existing genetic techniques or to incorporate new diagnostic procedures.,0.0
-Develop radiation treatment plans in consultation with members of the radiation oncology team.,0.0
-"Develop recipes and menus to address special nutrition needs, such as low glycemic, low histamine, or gluten- or allergen-free.",0.0
-Develop regulatory strategies and implementation plans for the preparation and submission of new products.,0.0
-"Develop rehabilitation or instructional plans collaboratively with clients, based on results of assessments, needs, and goals.",0.0
-"Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.",0.0
-"Develop rehabilitation programs for assigned offenders or inmates, establishing rules of conduct, goals, and objectives.",0.0
-"Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.",0.0
-Develop relationships with state or federal environmental regulatory agencies to learn about and analyze the potential impacts of proposed environmental policy regulations.,0.0
-Develop reports or presentations to communicate the effectiveness of sustainability initiatives.,0.0
-"Develop requirements for the use of patient immobilization devices and positioning aides, such as molds or casts, as part of treatment plans to ensure accurate delivery of radiation and comfort of patient.",0.0
-Develop response and recovery strategies for security breaches.,0.0
-"Develop risk management strategies based on assessment of product, compliance, or operational risks.",0.0
-"Develop robotic path motions to maximize efficiency, safety, and quality.",0.0
-Develop safety procedures to be employed by workers operating equipment or working in close proximity to ongoing chemical reactions.,0.0
-Develop sales plans to introduce products in new markets.,0.0
-Develop sales presentations or proposals to explain service specifications.,0.7239
-"Develop scope of work for wind project functions, such as design, site assessment, environmental studies, surveying, or field support services.",0.0
-"Develop security penetration testing processes, such as wireless, data networks, and telecommunication security tests.",0.0
-"Develop self-understanding of physical capabilities and limitations, and choose dance styles accordingly.",0.0
-Develop separation processes to recover biofuels.,0.0
-"Develop set designs, based on evaluation of scripts, budgets, research information, and available locations.",0.0
-"Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste.",0.0
-"Develop sketches of glass products into blueprint specifications, applying knowledge of glass technology and glass blowing.",0.0
-Develop software applications or programming for statistical modeling and graphic analysis.,0.0
-Develop soil maps.,0.0
-Develop solar power sources for lasers used in fiber optics.,0.0
-Develop solutions to help clients hedge carbon exposure or risk.,0.0
-Develop specialized computer software routines to customize and integrate image analysis.,0.972
-"Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.",0.0
-"Develop specifications for equipment, tools, facility layouts, or material-handling systems.",0.0
-Develop specifications for vehicles powered by alternative fuels or alternative power methods.,0.0
-"Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.",0.0
-Develop speech exercise programs to reduce disabilities.,0.0
-Develop staff service or retail goals and guide staff in goal achievement.,0.0
-Develop standard operation procedures and quality or safety standards for solar installation work.,0.0
-Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information.,0.0
-Develop standards of permissible concentrations of radioisotopes in liquids and gases.,0.0
-"Develop statistical models or simulations, using statistical or modeling software.",0.0
-Develop story lines for broadcasts.,0.0
-"Develop story or content ideas, considering reader or audience appeal.",0.8117
-Develop strategies for more environmentally friendly resource extraction and reclamation.,0.0
-Develop strategies for watershed operations to meet water supply and conservation goals or to ensure regulatory compliance with clean water laws or regulations.,0.0
-Develop strategies to advertise green products or merchandise to consumers.,0.0
-Develop strategies to encourage new or increased contributions.,0.0
-"Develop strategies, policies or procedures for introducing, evaluating, or modifying information technology applied to nursing practice, administration, education, or research.",0.0
-"Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.",0.0
-"Develop sustainability reports, presentations, or proposals for supplier, employee, academia, media, government, public interest, or other groups.",0.0
-"Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste.",0.0
-"Develop system engineering, software engineering, system integration, or distributed system architectures.",0.8205
-Develop system interaction or sequence diagrams.,0.8211
-"Develop systems for collecting, analyzing, and interpreting environmental and economic data.",0.0
-"Develop systems that produce electricity with renewable energy sources, such as wind, solar, or biofuels.",0.0
-"Develop teaching aids, such as instructional software, multimedia visual aids, or study materials.",0.0
-"Develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course Web sites.",0.8646
-"Develop teaching or training materials, such as handouts, study materials, or quizzes.",0.8561
-Develop technical specifications for data management programming and communicate needs to information technology staff.,0.0
-"Develop technical standards and specifications used to manage, protect, and improve the natural resources of range lands and related grazing lands.",0.0
-Develop techniques for measuring and identifying trees.,0.0
-"Develop templates and models for welding projects, using mathematical calculations based on blueprint information.",0.0
-Develop testing and evaluation procedures.,0.0
-Develop testing procedures.,0.0
-"Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.",0.0
-Develop testing routines and procedures.,0.0
-"Develop the technical portions of legal documents, administrative orders, or consent decrees.",0.0
-"Develop theories and laws on the basis of observation and experiments, and apply these theories and laws to problems in areas such as nuclear energy, optics, and aerospace technology.",0.0
-Develop theories based on personal observations or on observations and theories of other astronomers.,0.0
-"Develop therapeutic and treatment plans based on clients' interests, abilities, or needs.",0.0
-Develop three-dimensional simulations of automation systems.,0.0
-"Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.",0.0
-Develop training materials and conduct training sessions on fire protection.,0.0
-"Develop training materials and procedures, or train users in the proper use of hardware or software.",0.7603
-Develop training programs or routines designed to improve athletic performance.,0.0
-"Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).",0.9199
-Develop treatment goals for individuals based on their assessments.,0.0
-"Develop treatment plan to meet needs of patient, based on needs assessment, patient interests, and objectives of therapy.",0.0
-"Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.",0.0
-"Develop treatment plans based on patients' histories and goals, the nature and severity of disorders, and treatment risks and benefits.",0.0
-Develop treatment plans for radiology patients.,0.0
-"Develop treatment plans, and calculate doses for brachytherapy procedures.",0.0
-"Develop treatment plans, based on scientific rationale, standards of care, and professional practice guidelines.",0.0
-Develop treatment procedures for nuclear medicine treatment programs.,0.0
-"Develop validation master plans, process flow diagrams, test cases, or standard operating procedures.",0.0
-Develop visual aids and charts for use in lectures or to present evidence in court.,0.0
-"Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data.",0.0
-Develop ways of altering soils to suit different types of plants.,0.0
-Develop ways to capture or use gases burned off as waste during oil production processes.,0.0
-Develop work or security procedures.,0.0
-"Develop work plans, including writing specifications or establishing material, manpower, or facilities needs.",0.0
-Develop work schedules according to budgets and workloads.,0.0
-Develop written contracts for bookings.,0.0
-"Develop, administer, and evaluate applicant tests.",0.0
-"Develop, arrange for, perform, or assess executive protection activities to reduce security risks.",0.0
-"Develop, conduct, or coordinate health needs assessments and other public health surveys.",0.0
-"Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.",0.0
-"Develop, conduct, support, or assist in governmental reviews, internal corporate evaluations, or assessments of the overall effectiveness of facility and personnel security processes.",0.0
-"Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.",0.0
-"Develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.",0.8883
-"Develop, direct, and participate in training programs for staff and students.",0.0
-"Develop, document, and revise system design procedures, test procedures, and quality standards.",0.0
-"Develop, document, or maintain standards, best practices, or system usage procedures.",0.0
-"Develop, implement, administer, and evaluate personnel and labor relations programs, including performance appraisal, affirmative action, and employment equity programs.",0.0
-"Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.",0.0
-"Develop, implement, and monitor quality control and quality assurance programs to ensure accurate and precise test performance and reports.",0.0
-"Develop, implement, and revise departmental policies and procedures.",0.0
-"Develop, implement, manage, or evaluate policies and methods to protect personnel against harassment, threats, or violence.",0.0
-"Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.",0.9107
-"Develop, implement, or evaluate health information technology applications, tools, processes, or structures to assist nurses with data management.",0.0
-"Develop, implement, or evaluate individualized plans for midwifery care.",0.0
-"Develop, implement, or evaluate maintenance policies and procedures.",0.0
-"Develop, implement, or evaluate programs such as outreach activities, community mental health programs, and crisis situation response activities.",0.0
-"Develop, implement, or evaluate public education, prevention, or health promotion programs, working in collaboration with organizations, institutions, or communities.",0.0
-"Develop, implement, or evaluate standards of nursing practice in specialty area, such as pediatrics, acute care, and geriatrics.",0.0
-"Develop, implement, or maintain crisis communication plans.",0.0
-"Develop, implement, or manage plans or programs related to conservation or management of natural resources.",0.0
-"Develop, implement, or monitor security valuation policies.",0.0
-"Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.",0.0
-"Develop, maintain, and teach online courses.",0.0
-"Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, Web pages, electronic pathfinders, software programs, and online tutorials.",0.8241
-"Develop, maintain, or analyze budgets, preparing periodic reports that compare budgeted costs to actual costs.",0.0
-"Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity.",0.0
-"Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras.",0.0
-"Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.",0.0
-"Develop, or oversee the development of, marketing or outreach media for sustainability projects or events.",0.0
-"Develop, or oversee the development of, sustainability evaluation or monitoring systems.",0.0
-"Develop, prepare, and coordinate grant applications and grant-related activities to obtain funding for health education programs and related work.",0.0
-"Develop, present, or respond to proposals for specific customer requirements, including request for proposal responses and industry-specific solutions.",0.8805
-"Develop, recommend, or manage security procedures for operations or processes, such as security call centers, access control, and reporting tools.",0.0
-"Develop, sell, or lease property used for industry or manufacturing.",0.0
-"Develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments.",0.8472
-"Develop, test, or program new robots.",0.0
-"Develop, validate, and document test routines and schedules to ensure that test cases mimic external interfaces and address all browser and device types.",0.0
-Devise and choreograph dance for self or others.,0.0
-"Devise and construct tools, dies, molds, jigs, and fixtures, or modify existing tools and equipment.",0.0
-"Devise and evaluate methods and procedures for collecting data, such as surveys, opinion polls, or questionnaires, or arrange to obtain existing data.",0.9053
-"Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.",0.0
-Devise automated lab validation test stations or other test fixtures or equipment.,0.0
-Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent.,0.0
-Devise debt liquidation plans that include payoff priorities and timelines.,0.0
-"Devise microelectromechanical systems (MEMS) production methods, such as integrated circuit fabrication, lithographic electroform modeling, or micromachining.",0.0
-"Devise missions, challenges, or puzzles to be encountered in game play.",0.0
-Devise or apply independent models or tools to help verify results of analytical systems.,0.0
-"Devise or build fixtures or jigs used to hold parts in place during welding, brazing, or soldering.",0.0
-"Devise or evaluate methods and procedures for collecting data, such as surveys, opinion polls, and questionnaires.",0.7924
-Devise programs to develop executive potential among employees in lower-level positions.,0.0
-Devise scenario analyses reflecting possible severe market events.,0.0
-"Devise solutions to problems of land reclamation and water and air pollution, such as methods of storing excavated soil and returning exhausted mine sites to natural states.",0.0
-Devise systems or processes to monitor validity of risk assessments.,0.0
-Devise testing methods to evaluate the effects of various conditions on particular materials.,0.0
-"Devise trading, option, or hedge strategies.",0.9476
-Devise ways in which congregational membership can be expanded.,0.0
-"Devise, fabricate, or assemble new or modified mechanical components for products such as industrial machinery or equipment, and measuring instruments.",0.0
-"Devise, select, or purchase domain name and web address.",0.0
-Diagnose acute or chronic conditions that could result in rapid physiological deterioration or life-threatening instability.,0.0
-"Diagnose and correct problems from remote locations, using special switchboards to find the sources of problems.",1.0
-Diagnose and repair furnace or air conditioning systems.,0.0
-Diagnose and repair vehicle heating and cooling systems.,0.0
-"Diagnose and replace or repair engine management systems or related sensors for flexible fuel vehicles (FFVs) with ignition timing, fuel rate, alcohol concentration, or air-to-fuel ratio malfunctions.",0.0
-Diagnose and resolve media system problems.,0.0
-"Diagnose and treat conditions involving injury to the central nervous system, such as cerebrovascular accidents, neoplasms, infectious or inflammatory diseases, degenerative diseases, head traumas, demyelinating diseases, and various forms of dementing illnesses.",0.0
-"Diagnose and treat conditions such as chemical dependency, alcohol dependency, Acquired Immune Deficiency Syndrome (AIDS) dementia, and environmental toxin exposure.",0.0
-"Diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.",0.0
-Diagnose and treat hearing or related disabilities under the direction of an audiologist.,0.0
-"Diagnose and treat neural and psychological conditions in medical and surgical populations, such as patients with early dementing illness or chronic pain with a neurological basis.",0.0
-Diagnose and treat pediatric populations for conditions such as learning disabilities with developmental or organic bases.,0.0
-"Diagnose and treat pigmented lesions such as common acquired nevi, congenital nevi, dysplastic nevi, Spitz nevi, blue nevi, or melanoma.",0.0
-"Diagnose and treat psychiatric populations for conditions such as somatoform disorder, dementias, and psychoses.",0.0
-"Diagnose and treat skin conditions such as acne, dandruff, athlete's foot, moles, psoriasis, or skin cancer.",0.0
-"Diagnose bodily disorders and orthopedic conditions, and provide treatments, such as medicines and surgeries, in clinics, hospital wards, or operating rooms.",0.0
-"Diagnose cardiovascular conditions, using cardiac catheterization.",0.0
-"Diagnose diseases and deformities of the foot using medical histories, physical examinations, x-rays, and laboratory test results.",0.0
-"Diagnose diseases or study medical conditions, using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, or molecular biology.",0.0
-Diagnose electrical problems and install and rewire electrical components.,0.0
-"Diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices.",0.0
-"Diagnose health conditions, based on patients' symptoms and health histories, laboratory and diagnostic radiology test results, or other physiological measurements, such as electrocardiograms and electroencephalographs.",0.0
-"Diagnose health problems by reviewing patients' health and medical histories, questioning, observing, and examining patients and interpreting x-rays.",0.0
-"Diagnose illnesses, using examinations, tests, and reports.",0.0
-"Diagnose infections, such as Hepatitis B and Acquired Immune Deficiency Syndrome (AIDS), by conducting tests to detect the antibodies that patients' immune systems make to fight such infections.",0.0
-Diagnose machine tool malfunctions to determine need for adjustments or repairs.,0.0
-"Diagnose malfunctioning systems, apparatus, or components, using test equipment and hand tools to locate the cause of a breakdown and correct the problem.",0.0
-"Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary.",0.0
-"Diagnose medical conditions of patients, using records, reports, test results, or examination information.",0.7239
-"Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.",0.0
-"Diagnose or repair problems with electronic equipment, such as sound, navigation, communication, and security equipment, in motor vehicles.",0.0
-"Diagnose or treat acute health care problems, such as illnesses, infections, or injuries.",0.0
-Diagnose or treat allergic or immunologic conditions.,0.0
-"Diagnose or treat chronic health care problems, such as high blood pressure and diabetes.",0.0
-"Diagnose or treat complex, unstable, comorbid, episodic, or emergency conditions in collaboration with other health care providers as necessary.",0.0
-"Diagnose or treat diseases or disorders of genitourinary organs and tracts including erectile dysfunction (ED), infertility, incontinence, bladder cancer, prostate cancer, urethral stones, or premature ejaculation.",0.0
-Diagnose or treat disorders of the musculoskeletal system.,0.0
-"Diagnose or treat injuries, disorders, or diseases of the eye and eye structures including the cornea, sclera, conjunctiva, or eyelids.",0.0
-"Diagnose or treat performance-related conditions, such as sports injuries or repetitive-motion injuries.",0.0
-Diagnose or troubleshoot problems with gas collection systems.,0.0
-Diagnose performance problems by reviewing reports or documentation from customers or field engineers or by inspecting malfunctioning or damaged products.,0.0
-Diagnose problems involving wind turbine generators or control systems.,0.0
-Diagnose problems with installed equipment.,0.0
-Diagnose psychiatric disorders and mental health conditions.,0.0
-Diagnose teeth and jaw or other dental-facial abnormalities.,0.0
-"Diagnose, treat, or provide continuous care to hospital inpatients.",0.0
-"Diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.",0.9351
-"Diagram layouts and locations for photovoltaic (PV) arrays and equipment, including existing building or site features.",0.0
-Diagram supply chain models to help facilitate discussions with customers.,0.0
-"Dig ditches or trenches, backfill excavations, or compact and level earth to grade specifications, using picks, shovels, pneumatic tampers, or rakes.",0.0
-Dig drainage ditches around wells and storage tanks.,0.0
-"Dig holes for power poles, using power augers or shovels, set poles in place with cranes, and hoist poles upright, using winches.",0.0
-Dig holes or trenches as necessary for equipment installation and access.,0.0
-"Dig holes, set forms, and mix and pour concrete into forms to make foundations for wood or steel derricks.",0.0
-"Dig holes, set forms, and mix and pour concrete, for foundations of steel or wooden derricks.",0.0
-"Dig holes, using augers, and set poles, using cranes and power equipment.",0.0
-Dig or direct digging of post holes and set poles to support structures.,0.0
-"Dig out sewer lines manually, using shovels.",0.0
-"Dig postholes, using spades, posthole diggers, or power-driven augers.",0.0
-"Dig trench for foundation of monument, using pick and shovel.",0.0
-Dig trenches for system piping to appropriate depths and lay piping in trenches.,0.0
-Dig trenches for underground wires or cables.,0.0
-Dig trenches or holes for installation of conduit or supports.,0.0
-"Dig trenches to desired or required depths, by hand or using trenching tools.",0.0
-Dig trenches.,0.0
-"Dig up and burn weeds, or spray them with herbicides.",0.0
-"Dig, cut, and transplant seedlings, cuttings, trees, and shrubs.",0.0
-"Dig, rake, and screen soil, filling cold frames and hot beds in preparation for planting.",0.0
-"Dip, brush, or spray assembled articles with protective or decorative finishes, such as stain, varnish, paint, or lacquer.",0.0
-Direct acquisition of land for construction projects.,0.0
-"Direct activities for stopping the spread of infections in facilities, such as hospitals.",0.0
-Direct activities of accounting or operations departments.,0.0
-"Direct activities of administrative departments, such as admissions, registration, and career services.",0.0
-Direct activities of aircraft crews during flights.,0.0
-"Direct activities of external agencies, establishments, or departments that develop and implement communication strategies and information programs.",0.0
-"Direct activities of external agencies, establishments, or departments that develop and implement fundraising strategies and programs.",0.0
-Direct activities of one or more workers who assist in preparing and serving meals.,0.0
-"Direct activities of personnel engaged in filing, recording, compiling, and transmitting financial records.",0.0
-Direct activities of professional and technical staff members and volunteers.,0.0
-Direct activities of technicians engaged in preparing drawings or specification documents.,0.0
-Direct activities of workers assisting in control or verification of processes or in unloading of materials.,0.0
-"Direct activities of workers conducting autopsies, performing pathological and toxicological analyses, and preparing documents for permanent records.",0.0
-Direct activities of workers in laboratory.,0.0
-Direct activities of workers setting up photographic equipment.,0.0
-"Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials.",0.0
-"Direct activities of workers who operate or are engaged in constructing and improving absorption, evaporation, or electromagnetic equipment.",0.0
-"Direct activities of workers who perform duties, such as landscaping, cultivating lawns, or pruning trees and shrubs.",0.0
-"Direct activities of workers who search records and examine titles, assigning, scheduling, and evaluating work, and providing technical guidance as necessary.",0.0
-Direct administrative activities directly related to making products or providing services.,0.0
-"Direct administrative details, such as financial operations, dissemination of promotional materials, and responses to inquiries.",0.0
-Direct aerial surveys of specified geographical areas.,0.0
-Direct aerospace research and development programs.,0.0
-"Direct all activity associated with implementation, operation, or enhancement of remote sensing hardware or software.",0.0
-"Direct and assist passengers in emergency procedures, such as evacuating a plane following an emergency landing.",0.0
-"Direct and coordinate activities involving sales of manufactured products, services, commodities, real estate, or other subjects of sale.",0.0
-Direct and coordinate activities of assistants and other personnel during production.,0.0
-"Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.",0.0
-"Direct and coordinate activities of nurses, assistants, specialists, residents, and other medical staff.",0.0
-"Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.",0.0
-"Direct and coordinate activities of personnel engaged in broadcast news, sports, or programming.",0.0
-"Direct and coordinate activities of personnel engaged in buying, selling, and distributing materials, equipment, machinery, and supplies.",0.0
-"Direct and coordinate activities of teachers or administrators at daycare centers, schools, public agencies, or institutions.",0.0
-"Direct and coordinate activities of teachers, administrators, and support staff at schools, public agencies, and institutions.",0.0
-"Direct and coordinate construction, erection, or decoration activities to ensure that sets or exhibits meet design, budget, and schedule requirements.",0.0
-"Direct and coordinate law office activity, including delivery of subpoenas.",0.0
-"Direct and coordinate operational, management, and supportive services of one or a number of postal facilities.",0.0
-Direct and coordinate plant workers engaged in routine operations and maintenance activities.,0.0
-Direct and coordinate product research and development.,0.0
-Direct and coordinate school maintenance services and the use of school facilities.,0.0
-"Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.",0.0
-Direct and coordinate the activities of staff and contract personnel and evaluate their performance.,0.0
-Direct and coordinate the fabrication of models or samples and the drafting of working drawings and specification sheets from sketches.,0.0
-Direct and coordinate workers involved in drawing and cutting patterns and constructing samples or finished garments.,0.0
-"Direct and execute pre-production activities, such as creating moodboards or storyboards and establishing a project timeline.",0.0
-"Direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic.",0.0
-"Direct and monitor the activities of work crews engaged in planting, weeding, or harvesting activities.",0.0
-"Direct and monitor the completion and evaluation of wells, well testing, or well surveys.",0.0
-"Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.",0.0
-Direct and monitor the work of casual and seasonal help during planting and harvesting.,0.0
-"Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.",0.0
-"Direct and participate in formal and informal meetings with bank directors, trustees, senior management, counsels, outside accountants, and consultants to gather information and discuss findings.",0.0
-"Direct and participate in institutional fundraising activities, and encourage alumni participation in such activities.",0.0
-"Direct and participate in on- and off-campus recreational activities for residents of institutions, boarding schools, fraternities or sororities, children's homes, or similar establishments.",0.0
-"Direct and review the work of staff members, including survey support staff and interviewers who gather survey data.",0.0
-Direct and stage dance presentations for various forms of entertainment.,0.0
-Direct and supervise construction or related workers.,0.0
-"Direct and supervise curatorial, technical, and student staff in the handling, mounting, care, and storage of art objects.",0.0
-"Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or in performing services for customers.",0.0
-"Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services.",0.0
-"Direct and supervise work of embalmers, funeral attendants, death certificate clerks, cosmetologists, or other staff.",0.0
-Direct and support the compilation and analysis of technical source data necessary for product development.,0.0
-"Direct and train library staff in duties, such as receiving, shelving, researching, cataloging, and equipment use.",0.0
-"Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.",0.0
-Direct and transport workers to appropriate work sites.,0.0
-"Direct availability and allocation of materials, supplies, and finished products.",0.0
-"Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.",0.0
-Direct bands or orchestras.,0.0
-Direct casket and floral display placement and arrange guest seating.,0.0
-"Direct clerical staff to keep records of export correspondence, bid requests, and credit collections, and to maintain current information on tariffs, licenses, and restrictions.",0.0
-"Direct collection of monthly assessments, rental fees, and deposits and payment of insurance premiums, mortgage, taxes, and incurred operating expenses.",0.0
-"Direct collection, preparation, and handling of evidence and personal property of prisoners.",0.0
-"Direct courses and speeds of ships, based on specialized knowledge of local winds, weather, water depths, tides, currents, and hazards.",0.0
-Direct crane operators and crew members to load vessels with materials to be processed.,0.0
-Direct crews to reload freight or to insert additional bracing or packing as necessary.,0.0
-Direct crews working on firelines during forest fires.,0.0
-"Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.",0.0
-"Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines.",0.0
-"Direct daily operations of departments, coordinating project activities with other departments.",0.0
-Direct delivery trucks to shipping doors or designated marshaling areas and help load and unload goods safely.,0.0
-Direct documentation efforts to ensure compliance with domestic and international regulations and standards.,0.0
-"Direct drilling crews performing activities such as assembling and connecting pipe, applying weights to drill pipes, or drilling around lodged obstacles.",0.0
-Direct emergency evacuation procedures.,0.0
-"Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.",0.0
-"Direct engineers to move cars to fit planned train configurations, combining or separating cars to make up or break up trains.",0.0
-Direct environmental compliance activities associated with nuclear plant operations or maintenance.,0.0
-"Direct environmental programs, such as air or water compliance, aboveground or underground storage tanks, spill prevention or control, hazardous waste or materials management, solid waste recycling, medical waste management, indoor air quality, integrated pest management, employee training, or disaster preparedness.",0.0
-Direct facility maintenance or repair.,0.0
-"Direct firefighters in station maintenance duties, and participate in these duties.",0.0
-"Direct fishing or hunting operations, and supervise crew members.",0.0
-Direct forecasting services at weather stations or at radio or television broadcasting facilities.,0.0
-Direct foreign sales and service outlets of an organization.,0.0
-Direct fundraising activities and the preparation of public relations materials.,0.0
-"Direct ground crews in the loading, unloading, securing, or staging of aircraft cargo or baggage.",0.0
-"Direct ground traffic, including taxiing aircraft, maintenance or baggage vehicles, or airport workers.",0.0
-"Direct ground workers engaged in activities such as moving stakes or markers, or changing positions of towers.",0.0
-Direct group rehabilitation activities.,0.0
-"Direct groups at rehearsals and live or recorded performances to achieve desired effects such as tonal and harmonic balance dynamics, rhythm, and tempo.",0.0
-"Direct helpers engaged in pipe cutting, preassembly, or installation of plumbing systems or components.",0.0
-Direct helpers engaged in placing blocking or outrigging under cranes.,0.0
-"Direct human resources activities, including the approval of human resource plans or activities, the selection of directors or other high-level staff, or establishment or organization of major departments.",0.0
-"Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management.",0.0
-"Direct installation of covert surveillance equipment, such as security cameras.",0.0
-Direct installation or operation of environmental monitoring devices or supervise related data collection programs.,0.0
-Direct installation or testing of new remote sensing hardware or software.,0.0
-"Direct insurance negotiations, select insurance brokers or carriers, and place insurance.",0.0
-"Direct investigation of cases of suspected arson, hazards, and false alarms and submit reports outlining findings.",0.0
-"Direct items according to established routing schemes, using computer-controlled keyboards or voice-recognition equipment.",0.0
-"Direct live broadcasts, films and recordings, or non-broadcast programming for public entertainment or education.",0.0
-"Direct loss prevention audit programs including target store audits, maintenance audits, safety audits, or electronic article surveillance (EAS) audits.",0.0
-"Direct maintenance and repair of firefighting equipment, or requisition new equipment.",0.0
-"Direct marketing, advertising, or other customer recruitment efforts.",0.0
-"Direct measurement of the intensity or types of radiation in work areas, equipment, or materials.",0.0
-"Direct motorists to parking areas or parking spaces, using hand signals or flashlights as necessary.",0.0
-"Direct movements of vessels in locks or bridge areas, using signals, telecommunication equipment, or loudspeakers.",0.0
-"Direct non-merchandising departments of businesses, such as advertising or purchasing.",0.0
-"Direct non-merchandising departments, such as advertising, purchasing, credit, or accounting.",0.0
-"Direct nuclear medicine technologists or technicians regarding desired dosages, techniques, positions, and projections.",0.0
-Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards.,0.0
-"Direct operations, maintenance, or repair of hydroelectric power facilities.",0.0
-Direct or assist with the adjustment or repair of equipment or machinery.,0.0
-"Direct or assist workers engaged in the maintenance or repair of equipment, such as power tools or motorized equipment.",0.0
-"Direct or assist workers placing shore anchors and cables, laying additional pipes from dredges to shore, and pumping water from pontoons.",0.0
-"Direct or conduct recruitment, hiring, and training of personnel.",0.0
-Direct or conduct studies or research on issues affecting areas of responsibility.,0.0
-"Direct or conduct surveys to establish legal boundaries for properties, based on legal deeds and titles.",0.0
-"Direct or coordinate Web-based fundraising activities, such as online auctions or donation Web sites.",0.0
-"Direct or coordinate activities concerned with manufacture, construction, installation, maintenance, operation, or modification of electronic equipment, products, or systems.",0.0
-Direct or coordinate activities of businesses involved with buying or selling investment products or financial services.,0.0
-"Direct or coordinate activities of businesses or departments concerned with production, pricing, sales, or distribution of products.",0.0
-"Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.",0.0
-Direct or coordinate activities of project personnel.,0.9785
-"Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.",0.0
-Direct or coordinate bakery deliveries.,0.0
-"Direct or coordinate crew members or workers performing activities such as loading or unloading cargo, steering vessels, operating engines, or operating, maintaining, or repairing ship equipment.",0.0
-"Direct or coordinate financial or budget activities to fund operations, maximize investments, or increase efficiency.",0.0
-"Direct or coordinate infection control programs, advising or consulting with specified personnel about necessary precautions.",0.0
-"Direct or coordinate manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirements.",0.0
-"Direct or coordinate production, processing, distribution, or marketing activities of industrial organizations.",0.0
-Direct or coordinate the activities of entertainment and recreation related workers.,0.0
-"Direct or coordinate the activities of workers, such as flight or car attendants.",0.0
-"Direct or coordinate the activities of workers, such as hotel staff or hair stylists.",0.0
-Direct or coordinate the daily activities or training of security staff.,0.0
-"Direct or coordinate the supportive services department of a business, agency, or organization.",0.0
-Direct or escort mourners to parlors or chapels in which wakes or funerals are being held.,0.0
-"Direct or escort pedestrians across streets, stopping traffic, as necessary.",0.0
-"Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine.",0.0
-"Direct or monitor administrative, support, repair, or maintenance services for funeral homes.",0.0
-Direct or monitor other workers producing chemical products.,0.0
-Direct or monitor the quarantine and treatment or destruction of plants or plant products.,0.0
-Direct or monitor work of press crews.,0.0
-Direct or participate in cargo loading to ensure completeness of load and even distribution of weight.,0.0
-Direct or participate in emergency management and contingency planning.,0.0
-"Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.",0.0
-"Direct or perform mixing or application of fertilizers, insecticides, herbicides, or fungicides.",0.0
-Direct or provide home health services.,0.0
-"Direct or supervise fundraising staff, including volunteer staff members.",0.0
-Direct or supervise less-skilled nursing or healthcare personnel or supervise a particular unit.,0.0
-Direct or supervise nursing care staff in the provision of patient therapy.,0.0
-Direct or support quality improvement projects or safety programs.,0.0
-"Direct or train workers to install, maintain, or repair electrical wiring, equipment, or fixtures.",0.0
-"Direct other workers to move stakes, place blocks, position anchors or cables, or move materials.",0.0
-"Direct participants to assigned areas, such as starting blocks or penalty areas.",0.0
-Direct passengers to areas where they can pick up their baggage after screening is complete.,0.0
-Direct patients in simple prescribed exercises or in the use of braces or artificial limbs.,0.0
-"Direct patrons to coatrooms and waiting areas, such as lounges.",0.0
-"Direct patrons to rides, seats, or attractions.",0.0
-"Direct personnel engaged in controlling or operating distribution equipment or machinery, such as instructing control room operators to start boilers or generators.",0.0
-Direct pilots to runways when space is available or direct them to maintain a traffic pattern until there is space for them to land.,0.0
-"Direct preparation and distribution of written and verbal information to inform employees of benefits, compensation, and personnel policies.",0.0
-Direct preparations and shipment of bodies for out-of-state burial.,0.0
-Direct product testing activities throughout production cycles.,0.0
-"Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations.",0.0
-"Direct reactor operators in emergency situations, in accordance with emergency operating procedures.",0.0
-"Direct recruitment, placement, and evaluation of architecture or engineering project staff.",0.0
-Direct rehearsals to instruct dancers in dance steps and in techniques to achieve desired effects.,0.0
-Direct release or transfer of prisoners.,0.0
-Direct research of other teachers or of graduate students working for advanced academic degrees.,0.0
-"Direct rig crews in drilling and other activities, such as setting up rigs and completing or servicing wells.",0.0
-Direct safety operations in emergency situations.,0.0
-"Direct scholarship, fellowship, and loan programs, performing activities such as selecting recipients and distributing aid.",0.0
-"Direct security activities at derailments, fires, floods, or strikes involving railroad property.",0.0
-"Direct service of legal documents, such as subpoenas, warrants, notices of assessment, and garnishments.",0.0
-Direct setup of remote facilities and install or cancel programs at remote stations.,0.0
-"Direct shows, productions, and plays.",0.0
-"Direct special activities or events, such as aquatics, gymnastics, or performing arts.",0.0
-Direct specified departments or units to prepare and ship orders to designated locations.,0.0
-"Direct spouts and position receptacles, such as bins, carts, or containers, so they can be loaded.",0.0
-Direct students boarding and exiting the school bus.,0.0
-Direct students evacuating the bus during safety drills.,0.0
-Direct studio productions.,0.0
-Direct sustainability program operations to ensure compliance with environmental or governmental regulations.,0.0
-"Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.",0.0
-"Direct technical aspects of newscasts and other productions, checking and switching between video sources and taking responsibility for the on-air product, including camera shots and graphics.",0.0
-"Direct technicians, engineering designers or other technical support personnel as needed.",0.0
-"Direct the analysis, development, and operation of complete computer systems.",0.0
-"Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.",0.0
-Direct the casting of the concrete and supervise laborers who use shovels or special tools to spread it.,0.0
-Direct the collection and preparation of laboratory samples as requested by regulatory agencies.,0.0
-"Direct the collection and testing of air, water, gas, or solid samples to determine radioactivity levels or to ensure appropriate radioactive containment.",0.0
-Direct the compilation of summary sheets that show wager amounts and payoffs for races or events.,0.0
-Direct the development or implementation of policies and procedures related to compliance throughout an organization.,0.0
-"Direct the distribution of complimentary hotel rooms, meals, or other discounts or free items given to players, based on their length of play and betting totals.",0.0
-"Direct the engineering of water control, treatment, or distribution projects.",0.0
-"Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.",0.0
-Direct the implementation of energy management projects.,0.0
-"Direct the installation of operating systems, network or application software, or computer or network hardware.",0.0
-"Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.",0.0
-"Direct the operation and organization of kitchens and all food-related activities, including the presentation and serving of food.",0.0
-Direct the operations of a planetarium.,0.0
-Direct the operations of short stay or specialty units.,0.0
-"Direct the overall operations of animal hospitals, clinics, or mobile services to farms.",0.0
-"Direct the policies and departments of newspapers, magazines and other publishing establishments.",0.0
-"Direct the preparation and submission of regulatory agency applications, reports, or correspondence.",0.0
-Direct the preparation of regular and special budget reports.,0.0
-"Direct the purchase, modification, installation, testing, maintenance, and operation of fire prevention and protection systems.",0.0
-"Direct the requisition, collection, labeling, storage, or shipment of specimens.",0.0
-"Direct the surveying, staking, or laying-out of construction projects.",0.0
-"Direct the tracking of defects, test results, or other regularly reported quality control data.",0.0
-"Direct the training of firefighters, assigning of instructors to training classes, and providing of supervisors with reports on training progress and status.",0.0
-Direct the work of logistics analysts.,0.0
-"Direct the work of nurses, residents, or other staff to provide patient care.",0.0
-"Direct the work of technicians and information technology staff applying bioinformatics tools or applications in areas such as proteomics, transcriptomics, metabolomics, or clinical bioinformatics.",0.0
-Direct the work of wardrobe crews during dress rehearsals or performances.,0.0
-Direct theatre productions and projects.,0.0
-Direct traffic flow and reroute traffic in case of emergencies.,0.0
-"Direct traffic movement or warn of hazards, using signs, flags, lanterns, and hand signals.",0.0
-Direct trained survey interviewers.,0.0
-"Direct truck drivers backing vehicles into loading bays and cover, uncover, or secure loads for delivery.",0.0
-Direct updates and changes in survey implementation and methods.,0.0
-Direct urban traffic counting programs.,0.0
-"Direct validation activities, such as protocol creation or testing.",0.0
-Direct welders to build up low spots or short pieces with weld.,0.0
-Direct work crews in the cleaning and repair of furnace walls and flooring.,0.0
-Direct work of contract security officers or other loss prevention agents.,0.0
-"Direct work of statistical clerks, statisticians, and others who compile and evaluate research data.",0.0
-Direct workers compiling summary sheets for each race or event to record amounts wagered and amounts to be paid to winners.,0.0
-Direct workers engaged in operating machinery that regulates the flow of materials and products.,0.0
-Direct workers engaged in placing blocks or outriggers to prevent capsizing of machines when lifting heavy loads.,0.0
-"Direct workers engaged in product measurement, inspection, and testing activities to ensure quality control and reliability.",0.0
-"Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials.",0.0
-Direct workers on cutting teams.,0.0
-Direct workers who are assembling or disassembling equipment or cleaning parts.,0.0
-"Direct, and participate in, forest fire suppression.",0.0
-"Direct, coordinate, and evaluate activities of staff and interns engaged in patient assessment and treatment.",0.0
-"Direct, coordinate, and evaluate the activities of personnel, including support staff engaged in administering academic institutions, departments, or alumni organizations.",0.0
-"Direct, coordinate, and review sales and service accounting and record-keeping, as well as receiving and shipping.",0.0
-"Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.",0.0
-"Direct, coordinate, or supervise the patient care activities of nursing or support staff.",0.0
-"Direct, coordinate, organize, or prioritize biological laboratory activities.",0.0
-"Direct, motivate, and monitor the mobilization of a campaign team to advance campaign goals.",0.0
-"Direct, or assist other workers in, treatment or extermination processes to eliminate or control rodents, insects, or weeds.",0.0
-"Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.",0.0
-"Direct, review, or approve project design changes.",0.0
-"Direct, supervise and evaluate work activities of medical, nursing, technical, clerical, service, maintenance, and other personnel.",0.0
-"Direct, supervise, assess, and communicate with supportive personnel.",0.0
-"Disassemble and assemble machines, according to specifications and using hand and power tools.",0.0
-"Disassemble and assemble motors, and repair and maintain electrical components and machinery parts, using hand tools.",0.0
-Disassemble and clean anesthesia equipment.,0.0
-"Disassemble and inspect motors to locate defective parts, using mechanic's hand tools and gauges.",0.0
-"Disassemble and overhaul internal combustion engines, pumps, generators, transmissions, clutches, and differential units.",0.0
-Disassemble and reassemble equipment for inspection.,0.0
-"Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools.",0.0
-"Disassemble and reinstall existing kitchen cabinets, or assemble and install prefabricated kitchen cabinets and trim in conjunction with appliance installation.",0.0
-Disassemble and remove damaged or worn pipe.,0.0
-"Disassemble and repair mechanical control devices or valves, such as regulators, thermostats, or hydrants, using power tools, hand tools, and cutting torches.",0.0
-Disassemble and store equipment after performances.,0.0
-Disassemble appliances so that problems can be diagnosed and repairs can be made.,0.0
-"Disassemble axles to repair, adjust, and replace defective parts, using hand tools.",0.0
-Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete.,0.0
-"Disassemble defective electrical equipment, replace defective or worn parts, and reassemble equipment, using hand tools.",0.0
-"Disassemble defective equipment so that repairs can be made, using hand tools.",0.0
-"Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.",0.0
-"Disassemble defective units, and repair or replace parts such as locks, gears, cables, and electric wiring.",0.0
-"Disassemble engines and inspect parts, such as turbine blades or cylinders, for corrosion, wear, warping, cracks, and leaks, using precision measuring instruments, x-rays, and magnetic inspection equipment.",0.0
-"Disassemble entertainment equipment and repair or replace loose, worn, or defective components and wiring, using hand tools and soldering irons.",0.0
-"Disassemble equipment to gain access to defect, using hand tools.",0.0
-"Disassemble equipment to repair it or to replace parts, such as nozzles, punches, and filters.",0.0
-Disassemble instruments and parts for repair and adjustment.,0.0
-"Disassemble items to prepare them for finishing, using hand tools.",0.0
-Disassemble machinery or equipment to remove parts and make repairs.,0.0
-"Disassemble machines to examine parts, such as wires, gears, or bearings for wear or defects, using hand or power tools and measuring devices.",0.0
-"Disassemble machines to maintain, repair, or replace broken or worn parts, using hand or power tools.",0.0
-"Disassemble malfunctioning equipment and remove, repair, or replace defective parts, such as motors, clutches, or transformers.",0.0
-"Disassemble mechanical or electrical locking devices, and repair or replace worn tumblers, springs, and other parts, using hand tools.",0.0
-"Disassemble molds, and cut, chip, and smooth clay structures such as floaters, drawbars, and L-blocks.",0.0
-"Disassemble sizing mills removed from rolling lines, and sort and store parts.",0.0
-"Disassemble subassembly units and examine condition, movement, or alignment of parts, visually or using gauges.",0.0
-"Disassemble timepieces and inspect them for defective, worn, misaligned, or rusty parts, using loupes.",0.0
-"Disassemble timepieces such as watches, clocks, and chronometers so that repairs can be made.",0.0
-"Disassemble units and inspect parts for wear, using micrometers, calipers, and gauges.",0.0
-"Disassemble units such as water pumps, control valves, and compressors so that repairs can be made.",0.0
-Disassemble units to replace parts or to crate them for shipping.,0.0
-"Disassemble, clean, and reassemble sprayers or power equipment, using solvents, wire brushes, and cloths.",0.0
-Disburse funds from client accounts to creditors.,0.0
-"Discard inferior or defective products or foreign matter, and place acceptable products in containers for further processing.",0.0
-"Discard or reject products, materials, or equipment not meeting specifications.",0.0
-Discharge patient from physical therapy when goals or projected outcomes have been attained and provide for appropriate follow-up care or referrals.,0.0
-Discharge patients from post-anesthesia care.,0.0
-"Discipline children and recommend or initiate other measures to control behavior, such as caring for own clothing and picking up toys and books.",0.0
-Discipline staff for violation of department rules and regulations.,0.0
-Disclose merchant information and terms and policies of transactions in online or offline materials.,0.0
-"Disconnect and remove appliances, light fixtures, and worn floor and wall covering from floors, walls, and cabinets.",0.0
-"Disconnect or remove defective or unauthorized meters, using hand tools.",0.0
-"Disconnect voltage regulators, bolts, and screws, and connect replacement regulators to high-voltage lines.",0.0
-Discuss and negotiate prearranged funerals with clients.,0.0
-"Discuss and plan systems with solution architects, system engineers, or cybersecurity experts to meet customer requirements.",0.0
-Discuss assigned duties with classroom teachers to coordinate instructional efforts.,0.0
-"Discuss changes in design, method of manufacture and assembly, or drafting techniques and procedures with staff and coordinate corrections.",0.0
-"Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards.",0.0
-"Discuss data needs with engineers, product managers, or data scientists to identify blockchain requirements.",0.0
-Discuss data presentation requirements with clients.,0.0
-"Discuss design specifications with designers, and convert their original models of garments into patterns of separate parts that can be laid out on a length of fabric.",0.0
-"Discuss emerging compliance issues to ensure that management and employees are informed about compliance reporting systems, policies, and practices.",0.0
-"Discuss fencing needs with customers, and estimate and quote prices.",0.0
-"Discuss filter options, lens choices, and the visual effects of objects being filmed with photography directors and video operators.",0.0
-Discuss financial options with clients and keep them informed about transactions.,0.0
-Discuss heating or cooling system malfunctions with users to isolate problems or to verify that repairs corrected malfunctions.,0.0
-Discuss illnesses and treatments with patients and family members.,0.0
-Discuss issues with editors to establish priorities or positions.,0.0
-Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.,0.0
-"Discuss medical health of pets with clients, such as post-operative status.",0.0
-Discuss patients' treatment plans with physicians and other medical professionals.,0.0
-"Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made.",0.0
-Discuss production requirements with clients.,0.0
-"Discuss project goals, equipment requirements, or methodologies with colleagues or team members.",0.0
-Discuss security solutions with information technology teams or management.,0.0
-Discuss test results and analyses with customers.,0.0
-"Discuss testing options and the associated risks, benefits and limitations with patients and families to assist them in making informed decisions.",0.0
-Discuss the design with the client.,0.0
-Discuss the sound requirements of pictures with sound effects editors.,0.0
-Discuss traffic routing plans and control-point locations with superiors.,0.0
-Discuss translation requirements with clients and determine any fees to be charged for services provided.,0.0
-"Discuss upholstery fabrics, colors, and styles with customers, and provide cost estimates.",0.0
-"Discuss use and features of various parts, based on knowledge of machines or equipment.",0.0
-Discuss various topics over the telephone with viewers or listeners.,0.0
-Discuss with clients their pets' grooming needs.,0.0
-Discuss with individual patients their plans for life after leaving therapy.,0.0
-Discuss with offenders how such issues as drug and alcohol abuse and anger management problems might have played roles in their criminal behavior.,0.0
-"Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.",0.0
-"Discuss with surgeon the nature of the surgical procedure, including operative consent, methods of operative exposure, diagnostic or laboratory data, or patient-advanced directives or other needs.",0.0
-"Discuss with the client the product, advertising themes and methods, and any changes that should be made in advertising copy.",0.0
-Discuss work problems or grievances with union representatives.,0.0
-"Disinfect and sterilize equipment, such as respirators, hospital beds, or oxygen or dialysis equipment, using sterilizers, aerators, or washers.",0.0
-"Disinfect equipment and supplies, using germicides or steam-operated sterilizers.",0.0
-"Disinfect or sterilize equipment or supplies, using germicides or sterilizing equipment.",0.0
-"Disinfect, reconstruct, and redevelop contaminated wells and water pumping systems, and clean and disinfect new wells in preparation for use.",0.0
-"Dislodge and clear jammed materials or other items from machinery and equipment, using hand tools.",0.0
-"Dislodge and clear jammed materials or other items from machinery or equipment, using hand tools.",0.0
-Dismantle and reassemble heavy equipment using hoists and hand tools.,0.0
-"Dismantle and repair oil field machinery, boilers, and steam engine parts, using hand tools and power tools.",0.0
-Dismantle and store rigging equipment after use.,0.0
-"Dismantle defective machines for repair, using hand tools.",0.0
-"Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators.",0.0
-"Dismantle engines, using hand tools, and examine parts for defects.",0.0
-"Dismantle extracting and boring equipment used for excavation, using hand tools.",0.0
-"Dismantle lapping, boring, cutting, polishing, and shaping equipment and machinery to clean and lubricate it.",0.0
-"Dismantle machinery and equipment for shipment to installation site, performing installation and maintenance work as part of team.",0.0
-"Dismantle machines and remove parts for repair, using hand tools, chain falls, jacks, cranes, or hoists.",0.0
-"Dismantle machines or equipment, using hand tools or power tools to examine parts for defects and replace defective parts where needed.",0.0
-"Dismantle machines, equipment, or devices to access and remove defective parts, using hoists, cranes, hand tools, or power tools.",0.0
-"Dismantle machines, using hammers, wrenches, crowbars, and other hand tools.",0.0
-"Dismantle meters, and replace or adjust defective parts such as cases, shafts, gears, disks, and recording mechanisms, using soldering irons and hand tools.",0.0
-Dismantle structures or equipment.,0.0
-Dismantle wrecked vehicles by removing parts and labeling and sorting parts into containers.,0.0
-Dismount garbage trucks to collect garbage and remount trucks to ride to the next collection point.,0.0
-"Dismount, mount, and repair or replace tires.",0.0
-Dispatch orders or instructions to personnel through radiotelephone or intercommunication systems to coordinate auxiliary equipment operation.,0.0
-Dispatch personnel and vehicles in response to telephone or radio reports of emergencies.,0.0
-"Dispense herbal formulas and inform patients of dosages and frequencies, treatment duration, possible side effects, and drug interactions.",0.0
-"Dispense medical devices or drugs, and calculate dosages and provide instructions as necessary.",0.0
-"Display commercial, industrial, agricultural, and residential properties to clients and explain their features.",0.0
-"Display students' work in schools, galleries, and exhibitions.",0.0
-"Dispose of blood or other biohazard fluids or tissue, in accordance with applicable laws, standards, or policies.",0.0
-"Dispose of contaminated sharps, in accordance with applicable laws, standards, and policies.",0.0
-"Dispose of damaged or defective items, or return them to vendors.",0.0
-Dispose of hazardous waste in an appropriate manner.,0.0
-"Dispose of radioactive materials and store radiopharmaceuticals, following radiation safety procedures.",0.0
-Dispose of scrap or waste material in accordance with company policies and environmental regulations.,0.0
-Dispose of waste material after completing work assignments.,0.0
-"Dispose of, or oversee the disposal of, surplus or unclaimed property.",0.0
-"Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public.",0.0
-"Disseminate information by writing reports and scientific papers or journal articles, and by making presentations and giving talks for schools, clubs, interest groups and park interpretive programs.",0.0
-"Disseminate information regarding tools, reports, or metadata enhancements.",0.9181
-"Disseminate research by writing reports, publishing papers, or presenting at professional conferences.",0.0
-"Disseminate research results through academic publications, written reports, or public presentations.",0.0
-Disseminate written policies and procedures related to compliance activities.,0.0
-"Distinguish between homonyms and recognize inconsistencies and mistakes in medical terms, referring to dictionaries, drug references, and other sources on anatomy, physiology, and medicine.",0.0
-"Distinguish between normal and abnormal developmental and age-related physiological and behavioral changes in acute, critical, and chronic illness.",0.0
-"Distinguish between physiologically- and psychologically-based disorders, and diagnose appropriately.",0.0
-"Distinguish between psychogenic and neurogenic syndromes, two or more suspected etiologies of cerebral dysfunction, or between disorders involving complex seizures.",0.0
-"Distress surfaces with woodworking tools or abrasives before staining to create an antique appearance, or rub surfaces to bring out highlights and shadings.",0.0
-Distribute and collect timecards each pay period.,0.0
-"Distribute brochures, show audiovisual presentations, and explain establishment processes and operations at tour sites.",0.0
-Distribute cargo to maximize use of space.,0.0
-Distribute compiled geodetic data to government agencies or the general public.,0.0
-Distribute costumes or related equipment and keep records of item status.,0.0
-"Distribute flyers, brochures, or other informational or educational documents to inform members of a targeted community.",0.0
-Distribute food to servers.,0.0
-Distribute food to waiters and waitresses to serve to customers.,0.0
-Distribute incoming mail into the correct boxes or pigeonholes.,0.0
-"Distribute insulating materials evenly into small spaces within floors, ceilings, or walls, using blowers and hose attachments or cement mortar.",0.0
-"Distribute insulating materials evenly into small spaces within floors, ceilings, or walls, using blowers and hose attachments, or cement mortars.",0.0
-"Distribute materials, supplies, and equipment to work stations, using lifts and trucks.",0.0
-"Distribute materials, supplies, or subassemblies to work areas.",0.0
-"Distribute menus to hospital patients, collect diet sheets, and deliver food trays and snacks to nursing units or directly to patients.",0.0
-Distribute or collect tests or homework assignments.,0.0
-"Distribute or process gas for utility companies or industrial plants, using panel boards, control boards, and semi-automatic equipment.",0.0
-"Distribute or regulate the flow of power between entities, such as generating stations, substations, distribution lines, or users, keeping track of the status of circuits or connections.",0.0
-"Distribute permits, closure plans, or cleanup plans.",0.0
-Distribute product samples or literature that details products or services.,0.0
-Distribute production schedules or work orders to departments.,0.0
-Distribute programs to patrons.,0.0
-"Distribute promotional materials at meetings, conferences, or trade shows.",0.0
-"Distribute teaching materials, such as textbooks, workbooks, papers, and pencils, to students.",0.0
-Distribute tests and homework assignments and collect them when they are completed.,0.0
-Distribute traffic control signs and markers at designated points.,0.0
-"Divide agricultural fields into georeferenced zones, based on soil characteristics and production potentials.",0.0
-Divide patterns into sections according to shapes of castings to facilitate removal of patterns from molds.,0.0
-"Do facility laundry and clean, organize, maintain, and disinfect animal quarters, such as pens and stables, and equipment, such as saddles and bridles.",0.0
-"Dock or undock vessels, sometimes maneuvering through narrow spaces, such as locks.",0.0
-"Document account activities, generate reports, and keep records of business transactions with customers and suppliers.",0.9726
-"Document activities and record information, such as the numbers of applications completed, presentations conducted, and persons assisted.",0.0
-"Document all aspects of formal game design, using mock-up screenshots, sample menu layouts, gameplay flowcharts, and other graphical devices.",0.0
-"Document all database changes, modifications, or problems.",0.9097
-Document all investigative activities.,0.0
-"Document and communicate database schemas, using accepted notations.",0.8885
-Document and maintain records of precision agriculture information.,0.0
-"Document and prepare reports of accidents, unscheduled stops, or delays.",0.0
-Document application and Web site changes or change procedures.,0.0
-Document clients' progress toward meeting established treatment objectives.,0.0
-"Document computer security and emergency measures policies, procedures, and tests.",0.8315
-"Document data related to patients' care, including assessment results, interventions, medications, patient responses, or treatment changes.",0.0
-"Document design specifications, installation instructions, and other system-related information.",0.8594
-Document divided remains to ensure parts are not misplaced.,0.0
-Document equipment or process details of radio frequency identification device (RFID) technology.,0.0
-"Document evaluations, treatment plans, case summaries, or progress or other reports related to individual clients or client groups.",0.0
-"Document examination results, treatment plans, and patients' outcomes.",0.0
-Document findings of physical examinations.,0.0
-"Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.",0.7393
-Document geological formations encountered during work.,0.0
-Document help desk requests and resolutions.,1.0
-Document individuals' progress toward meeting their treatment goals.,0.0
-Document inspection and test results and work performed or to be performed.,0.0
-Document installation or configuration procedures to allow maintenance and repetition.,0.0
-Document methods used and write technical reports containing information collected.,0.9729
-Document network support activities.,0.0
-"Document non-destructive testing methods, processes, or results.",0.0
-Document or evaluate patients' medical histories.,0.7239
-"Document or otherwise report observations of patient behavior, complaints, or physical symptoms to nurses.",0.0
-Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.,0.0
-Document or review patients' histories.,1.0
-"Document patient information including session notes, progress notes, recommendations, and treatment plans.",0.0
-"Document patient information, such as notes on their progress.",0.0
-"Document patients' health histories, symptoms, physical conditions, or other diagnostic information.",0.0
-"Document patients' histories, including identifying data, chief complaints, illnesses, previous medical or family histories, or psychosocial characteristics.",0.0
-"Document patients' medical and psychological histories, physical assessment results, diagnoses, treatment plans, prescriptions, or outcomes.",0.0
-Document patients' medical histories and assessment findings.,1.0
-Document patients' medical histories.,0.7239
-"Document patients' treatment plans, interventions, outcomes, or plan revisions.",0.0
-Document penetration test findings.,0.0
-"Document photonics system or component design processes, including objectives, issues, or outcomes.",0.0
-"Document physical characteristics of property such as measurements, quality, and design.",0.0
-"Document physical supply chain processes, such as workflows, cycle times, position responsibilities, or system flows.",0.0
-Document procedures for hardware and software installation and use.,0.0
-"Document procedures, such as calibration of optical or fiber optic equipment.",0.0
-"Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.",0.0
-"Document robotic application development, maintenance, or changes.",0.9102
-Document robotics test procedures and results.,0.0
-Document route of specimens from collection to laboratory analysis and diagnosis.,0.0
-"Document security transactions, such as purchases, sales, conversions, redemptions, or payments, using computers, accounting ledgers, or certificate records.",0.9687
-"Document software defects, using a bug tracking system, and report defects to software developers.",0.9753
-"Document specifications for business intelligence or information technology reports, dashboards, or other outputs.",0.0
-Document specimens by verifying patients' and specimens' information.,0.0
-"Document technical factors such as server load, bandwidth, database performance, and browser and device types.",0.0
-Document technical functions and specifications for new or proposed content management systems.,0.7985
-Document technical specifications and operating standards for telecommunications equipment.,0.7997
-"Document test plans, testing procedures, or test results.",0.0
-Document test procedures to ensure replicability and compliance with standards.,0.0
-"Document test results, using cameras, spreadsheets, documents, or other tools.",0.9908
-"Document testing procedures, methodologies, or criteria.",0.0
-"Document the extent of crop, property, or habitat damage and make financial loss estimates or compensation recommendations.",0.0
-"Document the performance, interpretation, or outcomes of all procedures performed.",0.9929
-"Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations.",0.0
-"Document, and ensure communication of, key risks.",0.0
-"Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.",0.8335
-Download completed jobs to archive media so that questions can be answered or jobs replicated.,0.0
-"Download or scan files to be printed, using printing production software.",0.0
-"Draft and design layout of equipment, materials, and workspace to illustrate maximum efficiency using drafting tools and computer.",0.0
-Draft and type office memos.,0.0
-Draft contract proposals or counter-proposals for collective bargaining or other labor negotiations.,0.0
-"Draft detail and assembly drawings of design components, circuitry or printed circuit boards, using computer-assisted equipment or standard drafting techniques and devices.",0.0
-"Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.",0.0
-Draft detailed dimensional drawings and design layouts for projects to ensure conformance to specifications.,0.0
-"Draft or proofread judicial opinions, decisions, or citations.",0.0
-"Draft plans and detailed drawings for structures, installations, and construction projects, such as highways, sewage disposal systems, and dikes, working from sketches or notes.",0.0
-"Draft rules or regulations to govern collective bargaining activities in collaboration with company, government, or employee representatives.",0.0
-Draft speeches for company executives and arrange interviews and other forms of contact for them.,0.7194
-"Draft working drawings, wiring diagrams, wiring connection specifications, or cross-sections of underground cables, as required for instructions to installation crew.",0.0
-Drag cut trees from cutting areas and load trees onto trucks.,0.0
-Drain and filter transformer oil and refill transformers with oil until coils are submerged.,0.0
-"Drain equipment, and pump water or other solutions through to flush and clean tanks or equipment.",0.0
-"Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water.",0.0
-"Drain, transfer, or remove molten metal from furnaces, and place it into molds, using hoists, pumps, or ladles.",0.0
-Drape and pin protective cloths around customers' shoulders.,0.0
-Draw and cut patterns according to specifications.,0.0
-"Draw and print charts, graphs, illustrations, and other artwork, using computer.",0.0
-"Draw blood from arteries, using arterial collection techniques.",0.0
-"Draw blood from capillaries by dermal puncture, such as heel or finger stick methods.",0.0
-"Draw blood from veins by vacuum tube, syringe, or butterfly venipuncture methods.",0.0
-Draw building diagrams and record dimensions.,0.0
-"Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.",0.8626
-"Draw conclusions or make predictions, based on data summaries or statistical analyses.",0.0
-"Draw cutting lines on material following patterns, templates, sketches, or blueprints, using chalk, pencils, paint, or other methods.",0.0
-"Draw details on outlined parts to indicate where parts are to be joined, as well as the positions of pleats, pockets, buttonholes, and other features, using computers or drafting instruments.",0.0
-"Draw freehand sketches of designs, trace finished drawings onto designated paper for the reproduction of blueprints, and reproduce working drawings on copy machines.",0.0
-Draw land diagrams to be used in appraisal reports to support findings.,0.0
-"Draw machine tool paths on pattern film according to guidelines for tool speed and efficiency, using colored markers.",0.0
-"Draw maps, diagrams, and profiles, using cross-sections and surveys, to represent elevations, topographical contours, subsurface formations, and structures.",0.0
-Draw markings or pin appliques on fabric to obtain variations in design.,0.0
-Draw master sketches to scale showing relation of proposed installations to existing facilities and exact specifications and dimensions.,0.0
-"Draw or read maps, such as soil, contour, or plat maps.",0.0
-"Draw outlines of pattern parts by adapting or copying existing patterns, or by drafting new patterns.",0.0
-"Draw patterns for articles designed, cut patterns, and cut material according to patterns, using measuring instruments and scissors.",0.0
-"Draw patterns, using measurements, designs, plaster casts, or customer specifications, and position or outline patterns on work pieces.",0.0
-"Draw plans for developing jigs, fixtures, instruments, or other devices.",0.0
-"Draw rough and detailed scale plans for foundations, buildings, and structures, based on preliminary concepts, sketches, engineering calculations, specification sheets, and other data.",0.0
-"Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.",0.0
-Draw samples of biofuels products or secondary by-products for quality control testing.,0.0
-Draw samples of products and conduct quality control tests to monitor processing and to ensure that standards are met.,0.0
-Draw samples of products at specified stages so that analyses can be performed.,0.0
-"Draw samples of raw materials, intermediate products, or finished products for validation testing.",0.0
-Draw sketches to illustrate specified materials or assembly sequence.,0.0
-"Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.",0.0
-"Draw thread through machine guide slots, needles, and presser feet in preparation for stitching, or load rolls of wire through machine axles.",0.0
-"Draw up contracts for advertising work, and collect payments due.",0.0
-Draw up detailed specifications and discuss projects with customers.,0.0
-"Dress and otherwise finish boots or shoes, as by trimming the edges of new soles and heels to the shoe shape.",0.0
-"Dress and reshape worn or damaged railroad switch points or frogs, using portable power grinders.",0.0
-Dress and suture wounds and apply splints or other protective devices.,0.0
-Dress bodies and place them in caskets.,0.0
-Dress children and change diapers.,0.0
-"Dress electrodes, using tip dressers, files, emery cloths, or dressing wheels.",0.0
-"Dress grinding wheels, according to specifications.",0.0
-"Dress in comical clown costumes and makeup, and perform comedy routines to entertain audiences.",0.0
-"Dress in sample or completed garments, and select accessories.",0.0
-Dress mannequins for displays.,0.0
-"Dress stone surfaces, using bushhammers.",0.0
-Dress with equipment such as fire-resistant clothing and breathing apparatus.,0.0
-"Drill and tap holes for rivets, and glue, weld, bolt, or rivet parts together to form prosthetic or orthotic devices.",0.0
-Drill bolt holes into roofs at specified distances from ribs or adjacent bolts.,0.0
-"Drill holes along outlines, using jackhammers.",0.0
-"Drill holes and cut or carve moldings and grooves in stone, according to diagrams and patterns.",0.0
-"Drill holes and pull or push wiring through openings, using hand and power tools.",0.0
-"Drill holes for wiring in wall studs, joists, ceilings, or floors.",0.0
-"Drill holes in furnace walls, bolt overlapping layers of plastic to walls, and hammer surfaces to compress layers into solid sheets.",0.0
-Drill holes in marble or ornamental stone and anchor brackets in holes.,0.0
-Drill holes in rock and rig explosives for underwater demolitions.,0.0
-Drill holes in timbers or lumber.,0.0
-"Drill holes into sides of stones broken from masses, insert dogs or attach slings, and direct removal of stones.",0.0
-"Drill holes through rails, tie plates, or fishplates for insertion of bolts or spikes, using power drills.",0.0
-"Drill or bore holes in rock for blasting, grouting, anchoring, or building foundations.",0.0
-"Drill or punch holes and insert or attach metal rings, handles, and fastening hardware, such as buckles.",0.0
-"Drill or tap holes in specified equipment locations to mount control units or to provide openings for elements, wiring, or instruments.",0.0
-"Drill test holes and test bolts for specified tension, using torque wrenches.",0.0
-"Drill, countersink, and ream holes in parts and assemblies for bolts, screws, and other fasteners, using power tools.",0.0
-"Drill, tap, ream, countersink, and spot-face bolt holes in parts, using drill presses and portable power drills.",0.0
-"Drive ambulances or assist ambulance drivers in transporting sick, injured, or convalescent persons.",0.0
-"Drive and control rail-guided public transportation, such as subways, elevated trains, and electric-powered streetcars, trams, or trolleys, to transport passengers.",0.0
-"Drive and maneuver equipment equipped with blades in successive passes over working areas to remove topsoil, vegetation, or rocks or to distribute and level earth or terrain.",0.0
-"Drive and maneuver tractors and tree harvesters to shear the tops off of trees, cut and limb the trees, and cut the logs into desired lengths.",0.0
-Drive and operate curbing machines to extrude concrete or asphalt curbing.,0.0
-Drive and operate fire fighting vehicles and equipment.,0.0
-Drive automobile or service trucks to industrial sites to provide services or respond to emergency calls.,0.0
-Drive crawler or wheeled tractors to drag or transport logs from felling sites to log landing areas for processing and loading.,0.0
-Drive crew carriers to transport firefighters to fire sites.,0.0
-Drive crew trucks to and from work areas.,0.0
-Drive diesel-electric rail-detector cars to transport rail-flaw-detecting machines over tracks.,0.0
-Drive drift pins through rivet holes to align rivet holes in structural steel members with corresponding holes in previously placed members.,0.0
-"Drive electric or hybrid-electric powered trucks or alternative fuel-powered trucks to transport and deliver products, livestock, or other materials.",0.0
-"Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.",0.0
-"Drive gasoline, diesel, or electrically powered multi-passenger vehicles to transport students between neighborhoods, schools, and school activities.",0.0
-"Drive graders, tamping machines, brooms, or ballast spreading machines to redistribute gravel or ballast between rails.",0.0
-"Drive heavy equipment and vehicles with adjustable attachments to sweep debris from paved surfaces, mow grass and weeds, remove snow and ice, and spread salt and sand.",0.0
-Drive loaded shuttle cars to ramps and move controls to discharge loads into mine cars or onto conveyors.,0.0
-"Drive locomotives to and from various stations in roundhouses to have locomotives cleaned, serviced, repaired, or supplied.",0.0
-Drive machines into piles of material blasted from working faces.,0.0
-Drive machines into position at working faces.,0.0
-"Drive machines onto truck trailers, and drive trucks to transport machines and material to and from job sites.",0.0
-Drive machines to work sites.,0.0
-Drive mobile clinic vans to farms so that health problems can be treated or prevented.,0.0
-"Drive mobile intensive care unit to specified location, following instructions from emergency medical dispatcher.",0.0
-Drive motor vehicles to job sites.,0.0
-Drive motor vehicles to transport visitors to establishments and tour site locations.,0.0
-Drive moving equipment to transport materials and parts to excavation sites.,0.0
-"Drive or guide truck-mounted equipment into position, level and stabilize rigs, and extend telescoping derricks.",0.0
-"Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.",0.0
-"Drive passenger vehicles and trucks used to transport inmates to other institutions, courtrooms, hospitals, and work sites.",0.0
-"Drive pilings to provide support for buildings or other structures, using heavy equipment with a pile driver head.",0.0
-"Drive shuttle busses, limousines, company cars, or privately owned vehicles to transport passengers.",0.0
-"Drive straight or articulated tractors equipped with accessories such as bulldozer blades, grapples, logging arches, cable winches, and crane booms to skid, load, unload, or stack logs, pull stumps, or clear brush.",0.0
-Drive taxicabs or privately owned vehicles to transport passengers.,0.0
-"Drive to sawmills, wharfs, or skids to inspect logs or pulpwood.",0.0
-Drive tractor-trailer trucks to move equipment from site to site.,0.0
-Drive tractors for building or repairing logging and skid roads.,0.0
-Drive truck equipped with power spraying equipment.,0.0
-Drive truck-mounted units to well sites.,0.0
-Drive trucks or other heavy equipment to convey contaminated waste to designated sea or ground locations.,0.0
-"Drive trucks to deliver such items as food, medical supplies, or newspapers.",0.0
-"Drive trucks to haul crops, supplies, tools, or farm workers.",0.0
-Drive trucks to haul tools and equipment for on-site repair of large machinery.,0.0
-"Drive trucks to installation sites and unload mirrors, glass equipment, or tools.",0.0
-Drive trucks to transport crews and equipment to work sites.,0.0
-"Drive trucks to transport crews, materials, and equipment.",0.0
-Drive trucks to transport explosives and blasting equipment to blasting sites.,0.0
-"Drive trucks to transport high-pressure pumping equipment, and chemicals, fluids, or gases to be pumped into wells.",0.0
-Drive trucks to weigh stations before and after loading and along routes in compliance with state regulations.,0.0
-"Drive trucks with capacities greater than 3 tons, including tractor-trailer combinations, to transport and deliver products, livestock, or other materials.",0.0
-"Drive trucks, following established routes, through residential streets or alleys or through business or industrial areas.",0.0
-"Drive trucks, tractors, and other equipment to distribute feed to animals.",0.0
-"Drive trucks, tractors, or truck-mounted drills to and from work sites.",0.0
-"Drive vans, industrial trucks, or other vehicles required to travel to, or to perform, cleaning work.",0.0
-Drive vehicles equipped with tools and materials to job sites.,0.0
-Drive vehicles or operate machines or equipment to complete work assignments or to assist workers.,0.0
-"Drive vehicles or patrol specific areas to detect law violators, issue citations, and make arrests.",0.0
-"Drive vehicles over specified routes or to specified destinations according to time schedules, complying with traffic regulations to ensure that passengers have a smooth and safe ride.",0.0
-"Drive vehicles that automatically move and lay tracks or rails over sections of track to be constructed, repaired, or maintained.",0.0
-Drive vehicles to or from workshops or customers' workplaces or homes.,0.0
-"Drive vehicles with capacities under three tons to transport materials to and from specified destinations, such as railroad stations, plants, residences, offices, or within industrial yards.",0.0
-"Dry and bake new linings by placing inverted linings over burners, building fires in ladles, or by using blowtorches.",0.0
-"Dry prints or negatives using sponges, squeegees, mechanical air dryers, or drying cabinets.",0.0
-"Dump and tamp clay in molds, using tamping tools.",0.0
-Dump materials such as prepared ingredients into machine hoppers prior to mixing.,0.0
-Dump or pour specified amounts of materials into machinery or equipment.,0.0
-"Dump or scoop prescribed solid, granular, or powdered materials into equipment.",0.0
-Dump refuse or recyclable materials at disposal sites.,0.0
-Dump sacks of mail onto conveyors for culling and sorting.,0.0
-Dump sugar dust from collectors into melting tanks and add water to reclaim sugar lost during processing.,0.0
-"Dump, pour, or load specified amounts of refined or unrefined materials into equipment or containers for further processing or storage.",0.0
-"Dump, spread, and tamp asphalt, using pneumatic tampers, to repair joints and patch broken pavement.",0.0
-Duplicate digital evidence to use for data recovery and analysis procedures.,0.0
-Duplicate records for distribution to branch offices.,0.0
-Duplicate work precisely to replicate characters' appearances on a daily basis.,0.0
-"Duplicate workpiece contours, using tracer attachments.",0.0
-Dust and polish furniture and equipment.,0.0
-Dust evidence or portions of fire scenes for latent fingerprints.,0.0
-"Dust furniture, walls, machines, or equipment.",0.0
-Dust rocks after bolting.,0.0
-"Dust selected areas of crime scene and lift latent fingerprints, adhering to proper preservation procedures.",0.0
-"Dust, spray, or bathe animals to control insect pests.",0.0
-"Dye articles to change or restore their colors, using knowledge of textile compositions and the properties and effects of bleaches and dyes.",0.0
-"Dye, soak, polish, paint, stamp, stitch, stain, buff, or engrave leather or other materials to obtain desired effects, decorations, or shapes.",0.0
-Earn and maintain appropriate certifications.,0.0
-Edit and submit protocols and other required research documentation.,0.7577
-"Edit broadcast material electronically, using computers.",0.0
-"Edit films and videotapes to insert music, dialogue, and sound effects, to arrange films into sequences, and to correct errors, using editing equipment.",1.0
-"Edit graphics and photos, using pixel or bitmap editing, airbrushing, masking, or image retouching.",0.9332
-Edit historical society publications.,0.0
-"Edit instructional materials, such as books, simulation exercises, lesson plans, instructor guides, and tests.",0.7807
-Edit manuscripts for professional journals.,0.6765
-"Edit or rewrite existing written material as necessary, and submit written material for approval by supervisor, editor, or publisher.",0.0
-"Edit video for broadcast productions, including non-linear editing.",0.9134
-Edit videotapes by erasing and removing portions of programs and adding video or sound as required.,0.0
-"Edit, standardize, or make changes to material prepared by other writers or establishment personnel.",0.8294
-"Educate and counsel patients on contact lens care, visual hygiene, lighting arrangements, and safety factors.",0.0
-Educate and supervise audiology students and health care personnel.,0.0
-"Educate and supervise practicum students, psychology interns, or hospital staff.",0.0
-"Educate athletes or coaches on techniques to improve athletic performance, such as heart rate monitoring, recovery techniques, hydration strategies, or training limits.",0.0
-Educate clients about end-of-life symptoms and options to assist them in making informed decisions.,0.0
-"Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.",0.0
-Educate customers on energy efficiency or answer questions on topics such as the costs of running household appliances or the selection of energy-efficient appliances.,0.0
-Educate equipment operators on the proper use of equipment.,0.0
-"Educate healthcare workers, patients, and the public about infectious and communicable diseases, including disease transmission and prevention.",0.0
-"Educate or advise clients on animal health care, nutrition, or behavior problems.",0.0
-"Educate patients about diagnoses, prognoses, or treatments.",0.8619
-Educate patients about health care management.,0.0
-Educate patients about maintenance and promotion of healthy vision.,0.0
-"Educate patients about self-management of acute or chronic illnesses, tailoring instructions to patients' individual circumstances.",0.0
-"Educate patients and family members about mental health and medical conditions, preventive health measures, medications, or treatment plans.",0.8218
-"Educate patients and family members about various topics, such as communication techniques or strategies to cope with or to avoid personal misunderstandings.",0.0
-"Educate patients and family members regarding prenatal, intrapartum, postpartum, newborn, or interconception care.",0.0
-"Educate patients and their families about their conditions and teach appropriate disease management techniques, such as breathing exercises or the use of medications or respiratory equipment.",0.0
-"Educate patients on ophthalmic medical procedures, conditions of the eye, and appropriate use of medications.",0.0
-"Educate patients on topics, such as meditation, ergonomics, stretching, exercise, nutrition, the healing process, breathing, or relaxation techniques.",0.0
-"Educate patients regarding treatment plans, physiological reactions to treatment, or post-treatment care.",0.0
-"Educate physicians, students, and other personnel in medical laboratory professions, such as medical technology, cytotechnology, or histotechnology.",0.0
-Educate staff in the use of mathematical models.,0.0
-"Educate students, parents, staff, and teachers about the roles and functions of educational interpreters.",0.0
-"Educate the public about animal welfare, and animal control laws and regulations.",0.0
-Educate the public about diseases that can be spread from animals to humans.,0.0
-Educate the public about fire safety and prevention.,0.0
-"Educate the public about health issues or enforce health legislation to prevent disease, to promote health, or to help people understand health protection procedures and regulations.",0.0
-"Educate the public about the benefits of foot care through techniques such as speaking engagements, advertising, and other forums.",0.0
-"Educate, prepare, and reassure patients and their families by answering questions, providing physical assistance, and reinforcing physicians' advice regarding treatment reactions or post-treatment care.",0.0
-"Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required.",0.9658
-"Eliminate irritating margins of fillings and correct occlusions, using dental instruments.",0.0
-"Eliminate outdated or unnecessary materials, destroying them or transferring them to inactive storage, according to file maintenance guidelines or legal requirements.",0.0
-"Embalm, dress, cosmeticize, and casket the deceased.",0.0
-"Embalm, dress, or otherwise prepare the deceased for viewing.",0.0
-"Embed tissue specimens into paraffin wax blocks, or infiltrate tissue specimens with wax.",0.0
-Emphasize or recommend service features based on knowledge of customers' needs and vendor capabilities and limitations.,0.0
-"Emphasize product features, based on analyses of customers' needs and on technical knowledge of product capabilities and limitations.",0.0
-"Employ a variety of specialized photographic materials and techniques, including infrared and ultraviolet films, macro photography, photogrammetry and sensitometry.",0.0
-Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions.,0.8572
-"Employ foremen to deal directly with workers when recruiting, hiring, instructing, assigning tasks, and enforcing work rules.",0.0
-"Employ special educational strategies and techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, and memory.",0.0
-"Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.",0.0
-Empty aircraft lavatory systems or refill them with sanitizer fluid.,0.0
-"Empty wastebaskets, empty and clean ashtrays, and transport other trash and waste to disposal areas.",0.0
-"Encode and cancel checks, using bank machines.",0.0
-Encourage and support party candidates for political office.,0.0
-"Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships.",0.0
-"Encourage clients with special needs and circumstances to acquire new skills and get involved in health-promoting leisure activities, such as sports, games, arts and crafts, and gardening.",0.0
-"Encourage guests to dance using group dances, competitions, or other party games.",0.0
-Encourage individuals and family members to develop and use skills and strategies for confronting their problems in a constructive manner.,0.0
-Encourage participants to develop their own activities and leadership skills through group discussions.,0.0
-Encourage patients and attend to their physical needs to facilitate the attainment of therapeutic goals.,0.0
-"Encourage patients to develop work skills and to participate in social, recreational, or other therapeutic activities that enhance interpersonal skills or develop social relationships.",0.0
-Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.,0.0
-Encrypt data transmissions and erect firewalls to conceal confidential information as it is being transmitted and to keep out tainted digital transfers.,0.0
-Enforce administration policies and rules governing students.,0.0
-Enforce all administration policies and rules governing students.,0.0
-Enforce courtroom rules of behavior and warn persons not to smoke or disturb court procedure.,0.0
-Enforce discipline and attendance rules.,0.0
-Enforce policies and rules governing students.,0.0
-Enforce rules and regulations of recreational facilities to maintain discipline and ensure safety.,0.0
-Enforce rules and regulations to ensure the smooth and orderly operation of dormitory programs.,0.0
-Enforce safety and sanitation regulations.,0.0
-Enforce safety rules and ensure careful adherence to physicians' orders.,0.0
-Enforce safety rules and regulations.,0.0
-"Enforce safety rules, and report or remove safety hazards as well as guests who are underage, intoxicated, disruptive, or cheating.",0.0
-"Enforce safety, health, and security rules.",0.0
-Enforce school and class rules to maintain order in the classroom.,0.0
-Enforce traffic laws regarding the transit system and reprimand individuals who violate them.,0.0
-"Engage clients in music experiences to identify client responses to different styles of music, types of musical experiences, such as improvising or listening, or elements of music, such as tempo or harmony.",0.0
-"Engage in marketing activities, such as developing marketing plans, to promote business for private practices.",0.0
-"Engage in professional development activities, such as taking continuing education classes and attending or participating in conferences, workshops, professional meetings, and associations.",0.0
-Engage in research activities related to nursing.,0.0
-Engage in research activities related to the field of medical genetics or genetic counseling.,0.0
-Engage in research to develop new photographic procedures and materials.,0.0
-Engage in self-directed learning and continuing education activities.,0.0
-Engage mechanisms that lay tracks or rails to specified gauges.,0.0
-"Engineer production processes for specific nanotechnology applications, such as electroplating, nanofabrication, or epoxy.",0.0
-"Engineer, install, maintain, or repair security systems, programmable logic controls, or other security-related electronic systems.",0.0
-"Engrave and print patterns, designs, etchings, trademarks, or lettering onto flat or curved surfaces of a wide variety of metal, glass, plastic, or paper items, using hand tools or hand-held power tools.",0.0
-"Engrave or stamp identifying symbols, letters, or numbers on products.",0.0
-Enhance the cultural sensitivity of elementary and secondary curricula and classroom interactions in collaboration with educators and teachers.,0.0
-"Enhance, retouch, and resize photographs and negatives, using airbrushing and other techniques.",0.0
-Enroll individuals to participate in programs and notify them of their acceptance.,0.0
-"Ensure company compliance with federal and state laws, including reporting requirements.",0.0
-"Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.",0.0
-"Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock.",0.0
-Ensure payment for services by verifying benefits with the person's insurance provider or working out financing options.,0.0
-Ensure that equipment or devices are properly stored after use.,0.0
-Ensure that lab cleanliness and safety standards are maintained.,0.0
-Ensure that money collected is properly recorded and secured.,0.0
-"Ensure that policy requirements are fulfilled, including any necessary medical examinations and the completion of appropriate forms.",0.0
-Ensure that repaired sewer line joints are tightly sealed before backfilling begins.,0.0
-"Ensure timely and efficient movement of trains, according to train orders and schedules.",0.0
-"Enter Global Positioning System (GPS) data, legal deeds, field notes, or land survey reports into geographic information system (GIS) workstations so that information can be transformed into graphic land descriptions, such as maps and drawings.",0.0
-"Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.",0.0
-Enter and update patrons' records on computers.,0.0
-Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.,0.0
-Enter change of address orders into computers that process forwarding address stickers.,0.0
-"Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.",0.0
-Enter codes and instructions to program computer-controlled machinery.,0.9311
-Enter codes needed to correct electronic switching system programming.,0.0
-Enter commands and observe system functioning to verify correct operations and detect errors.,0.9777
-"Enter commands or load control media, such as tapes, cards, or disks, into machine controllers to retrieve programmed instructions.",1.0
-"Enter computer commands to store or retrieve parts patterns, graphic displays, or programs that transfer data to other media.",0.0
-Enter coordinates of hole locations into program memories by depressing pedals or buttons of programmers.,0.0
-Enter customers' transactions into computers to record transactions and issue computer-generated receipts.,0.0
-Enter data from analysis of medical tests or clinical results into computer for storage.,1.0
-"Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.",0.0
-Enter data into computer and set controls to operate or adjust equipment or regulate dosage.,0.0
-Enter data into computers for use in analyses or reports.,0.9979
-Enter data into computers to record characteristics of nuclear events or to locate coordinates of particles.,0.0
-"Enter data, such as coordinates of images and color specifications, into system to retouch and make color corrections.",0.0
-"Enter data, such as demographic characteristics, history and extent of disease, diagnostic procedures, or treatment into computer.",1.0
-"Enter digitized data into electronic prepress system computer memory, using scanner, camera, keyboard, or mouse.",0.0
-"Enter factors, such as amount and quality of radiation beam, and filming sequence, into computer.",0.0
-Enter information about museum collections into computer databases.,0.0
-"Enter information into computer to copy program or to draw, modify, or store schematics, applying knowledge of software package used.",0.0
-"Enter information into computerized court calendar, filing, or case management systems.",0.0
-"Enter information into computers to copy programs from one electronic component to another or to draw, modify, or store schematics.",0.0
-Enter insurance- and claims-related information into database systems.,0.0
-Enter into record-keeping systems appropriate data needed to create new title records or to update existing ones.,0.0
-"Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.",0.0
-Enter logistics-related data into databases.,0.0
-"Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.",0.0
-"Enter patient, specimen, insurance, or billing information into computer.",0.0
-Enter prescription information into computer databases.,0.0
-Enter shipping information into a computer by hand or by a hand-held scanner that reads bar codes on goods.,0.0
-Enter tax return information into computers for processing.,0.0
-"Enter text into computer keyboard and select the size and style of type, column width, and appropriate spacing for printed materials.",0.9448
-"Enter, position, and alter text size, using computers, to make up and arrange pages so that printed materials can be produced.",0.9033
-"Enter, store, and retrieve information on computer-aided equipment.",0.0
-"Enter, update, and retrieve information from teletype networks and computerized data systems regarding such things as wanted persons, stolen property, vehicle registration, and stolen vehicles.",0.0
-"Entertain, converse with, or read aloud to patients to keep them mentally healthy and alert.",0.0
-"Erect alternate panel, basket weave, and louvered fences.",0.0
-"Erect electrical system components and barricades, and rig scaffolds, hoists, and shoring.",0.0
-Erect ladders and scaffolding to fit together large assemblies.,0.0
-"Erect metal or precast concrete components for structures, such as buildings, bridges, dams, towers, storage tanks, fences, or highway guard rails.",0.0
-"Erect or dismantle scaffolding, shoring, braces, traffic barricades, ramps, or other temporary structures.",0.0
-Erect scaffolding or ladders for assembling structures above ground level.,0.0
-Erect scaffolding or other installation structures.,0.0
-"Erect scaffolding or swing gates, or set up ladders, to work above ground level.",0.0
-"Erect scaffolding, shoring, or braces.",0.0
-Erect scaffolding.,0.0
-"Erect scaffolds, platforms, or hoisting frames to access hydroelectric plant machinery or infrastructure for repair or replacement.",0.0
-"Erect signs or fences, using posthole diggers, shovels, or other hand tools.",0.0
-"Erect, install, or repair guardrails, road shoulders, berms, highway markers, warning signals, and highway lighting, using hand tools and power tools.",0.0
-Escort customers to their tables.,0.0
-Escort customers to their vehicles to ensure their safety.,0.0
-"Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.",0.0
-Escort or drive motor vehicle to transport individuals to specified locations or to provide personal protection.,0.0
-Escort patients to medical appointments.,0.0
-Escort prisoners to and from courthouse and maintain custody of prisoners during court proceedings.,0.0
-Escort small children across roads and highways.,0.0
-Escort young children across roads or highways.,0.0
-Establish and administer policy guidelines concerning public access and use of materials.,0.0
-"Establish and calculate optimum values for database parameters, using manuals and calculator.",0.8195
-"Establish and communicate clear objectives for all lessons, units, and projects to students, parents, or guardians.",0.0
-"Establish and communicate clear objectives for all lessons, units, and projects to students.",0.0
-Establish and enforce administration policies and rules governing student behavior.,0.0
-"Establish and enforce nutritional standards for dining establishments, based on accepted industry standards.",0.0
-Establish and enforce operating procedures and work standards that will ensure adequate performance and personnel safety.,0.0
-Establish and enforce radiation protection standards for patients and staff.,0.0
-Establish and enforce rules for behavior and policies and procedures to maintain order among students.,0.0
-Establish and enforce rules for behavior and procedures for maintaining order among students.,0.0
-Establish and enforce rules for behavior and procedures for maintaining order among the students for whom they are responsible.,0.0
-Establish and enforce rules for behavior and procedures for maintaining order among the students.,0.0
-Establish and enforce rules for behavior and procedures for maintaining order.,0.0
-Establish and execute a project communication plan.,0.0
-Establish and follow emergency or contingency plans for mothers and newborns.,0.0
-Establish and implement operational standards and procedures for the departments supervised.,0.0
-"Establish and implement policies, goals, objectives, and procedures for the department.",0.0
-Establish and maintain banks and table limits for each game.,0.0
-"Establish and maintain effective working relationships with clients, government officials, and media representatives and use these relationships to develop new business opportunities.",0.0
-"Establish and maintain effective working relationships with clients, government officials, and media representatives and use these relationships to develop new fundraising opportunities.",0.0
-"Establish and maintain inventory, records, or documentation systems.",0.0
-Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter.,1.0
-Establish and maintain relationships with individuals who are credible sources of information.,0.0
-Establish and maintain relationships with other agencies and organizations in community to meet community needs and to ensure that services are not duplicated.,0.0
-"Establish and maintain standards of behavior to create safe, orderly, and effective environments for learning.",0.0
-"Establish and maintain tendering process, and conduct negotiations.",0.0
-Establish and oversee administrative procedures to meet objectives set by boards of directors or senior management.,0.0
-"Establish and prepare product construction directions and locations and information on required tools, materials, equipment, numbers of workers needed, and cost projections.",0.0
-Establish and supervise peer-counseling and peer-tutoring programs.,0.0
-Establish appropriate server directory trees.,0.0
-"Establish arrangement of boiler room equipment and propulsion machinery, heating and ventilating systems, refrigeration equipment, piping, and other functional equipment.",0.0
-"Establish budgets, and work within budgetary limits.",0.0
-"Establish clear objectives for all lessons, units, and projects and communicate those objectives to children.",0.0
-"Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.",0.0
-"Establish clear objectives for all lessons, units, and projects, and communicate these objectives to students.",0.0
-"Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.",0.0
-"Establish client goals or objectives for music therapy treatment, considering client needs, capabilities, interests, overall therapeutic program, coordination of treatment, or length of treatment.",0.0
-Establish contacts with employers to create internship and employment opportunities for students.,0.0
-Establish credit limits and grant extensions of credit on overdue accounts.,0.0
-Establish credit policies and operating procedures.,0.0
-Establish criminal profiles to aid in connecting criminal organizations with their members.,0.0
-Establish departmental responsibilities and coordinate functions among departments and sites.,0.0
-"Establish fixed points for use in making maps, using geodetic and engineering instruments.",0.0
-"Establish functional or system standards to address operational requirements, quality requirements, and design constraints.",0.0
-Establish fundraising or participation goals for special events or specified time periods.,0.0
-"Establish goals for soliciting funds, develop policies for collection and safeguarding of contributions, and coordinate disbursement of funds.",0.0
-Establish goals or objectives for art therapy sessions in consultation with clients or site administrators.,0.0
-"Establish goals, objectives, or priorities for wind field operations.",0.0
-Establish guidelines for procedures and policies that comply with new and revised regulations and direct their implementation.,0.0
-Establish neurobehavioral baseline measures for monitoring progressive cerebral disease or recovery.,0.0
-Establish new computer accounts.,0.0
-Establish objectives and evaluative or operational criteria for units managed.,0.0
-"Establish operational policies and procedures and make any necessary modifications, based on analysis of operations, demographics, and other research information.",0.0
-Establish or conduct quarantine or testing procedures that prevent the spread of diseases to other animals or to humans and that comply with applicable government regulations.,0.0
-"Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.",0.0
-Establish or enforce standards for protection of patients or personnel.,0.0
-"Establish or identify prices of goods, services, or admission, and tabulate bills, using calculators, cash registers, or optical price scanners.",0.0
-"Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members.",0.0
-"Establish or maintain cooperative relationships with representatives of community, consumer, employee, or public interest groups.",0.0
-"Establish or maintain patient profiles, including lists of medications taken by individual patients.",0.0
-Establish or monitor quality assurance programs or activities to ensure the accuracy of laboratory results.,0.0
-Establish or monitor specific supply chain-based performance measurement systems.,0.0
-Establish pace of programs and sequences of scenes according to time requirements and cast and set accessibility.,0.0
-Establish payment priorities according to credit terms and interest rates to reduce clients' overall costs.,0.0
-"Establish personal offices in local districts or states, and manage office staff.",0.0
-"Establish policies on issues, such as the type of gambling offered and the odds, the extension of credit, or the serving of food and beverages.",0.0
-"Establish policies on types of gambling offered, odds, or extension of credit.",0.0
-"Establish practice guidelines for specialty areas such as primary health care of women, care of the childbearing family, and newborn care.",0.0
-"Establish procedures for custody or control of assets, records, loan collateral, or securities to ensure safekeeping.",0.0
-Establish procedures for street closures or for repair or construction projects.,0.0
-Establish procedures or systems for publishing document submissions in hardcopy or electronic formats.,0.0
-Establish production or quality control standards.,0.0
-Establish regulatory priorities or budgets and allocate resources and workloads.,0.0
-Establish scientific or technical goals within broad outlines provided by top management.,0.0
-Establish short- and long-term plans for management of forest lands and forest resources.,0.0
-Establish spa budgets and financial goals.,0.0
-Establish specifications for reproductions and oversee their manufacture or select items from commercially available replica sources.,0.0
-Establish standards for personnel performance and customer service.,0.0
-Establish system operating or training requirements to ensure optimized human-machine interfaces.,0.0
-Establish tables of accounts and assign entries to proper accounts.,0.9373
-"Establish the location for a fence, and gather information needed to ensure that there are no electric cables or water lines in the area.",0.0
-"Establish the specifications of articles to be constructed or repaired, or plan the methods or operations for shaping or assembling parts, based on blueprints, drawings, diagrams, or oral or written instructions.",0.0
-Establish uniform and equitable systems for assessing all classes and kinds of property.,0.0
-"Establish work procedures for fabricating new structural products, using a variety of metalworking machines.",0.0
-Establish work procedures or schedules and keep track of the daily work of clerical staff.,0.0
-Establish work procedures or schedules to organize the daily work of administrative staff.,0.0
-Establish work schedules and assign work to staff members.,0.0
-"Establish work schedules and assignments for staff, according to workload, space, and equipment availability.",0.0
-"Establish zero reference points on workpieces, such as at the intersections of two edges or over hole locations.",0.0
-"Establish, coordinate, and oversee particular programs across school districts, such as programs to evaluate student academic achievement.",0.0
-"Establish, maintain, or test call trees to ensure appropriate communication during disaster.",0.0
-"Establish, teach, and monitor students' compliance with safety rules for handling chemicals, equipment, and other hazardous materials.",0.0
-"Estimate amounts and costs of required supplies, such as food and ingredients.",0.0
-Estimate and quote trade-in allowances.,0.0
-"Estimate building replacement costs, using building valuation manuals and professional cost estimators.",0.0
-Estimate consumer demand and determine the types and amounts of goods to be sold.,0.0
-"Estimate cost factors including labor and material for purchased and fabricated parts and costs for assembly, testing, or installing.",0.0
-Estimate cost of completed work or of needed renovations or upgrades.,1.0
-Estimate cost of repair or alteration of merchandise.,0.0
-Estimate cost of restoration work.,0.0
-"Estimate costs associated with operations, including repairs or preventive maintenance.",0.0
-Estimate costs for environmental cleanup and remediation of land redevelopment projects.,0.0
-Estimate costs for patternmaking jobs.,0.0
-Estimate costs for system or component implementation and operation.,0.0
-Estimate costs of repairs based on parts and labor requirements.,0.0
-"Estimate costs of repairs, based on parts and labor charges.",0.0
-Estimate costs of vehicle repair.,0.0
-"Estimate costs or submit bids for engineering, construction, or extraction projects.",0.0
-"Estimate costs to repair machinery, equipment, or building structures.",0.0
-"Estimate costs, production times, or staffing requirements for new designs.",0.0
-"Estimate expected food consumption, requisition or purchase supplies, or procure food from storage.",0.0
-"Estimate food, liquor, wine, and other beverage consumption to anticipate amounts to be purchased or requisitioned.",0.0
-Estimate freight or postal rates and record shipment costs and weights.,0.0
-Estimate how long audiences watching comedies will laugh at each gag line or situation to space scenes appropriately.,0.0
-"Estimate how much a garment will cost to make, based on factors such as time and material requirements.",0.0
-Estimate ingredients and supplies required to prepare a recipe.,0.0
-"Estimate labor, material, or construction costs for budget preparation purposes.",0.855
-"Estimate land production possibilities, surveying property and studying factors such as crop rotation history, soil fertility, or irrigation facilities.",0.0
-Estimate market value of products or services.,0.0
-Estimate material or worker requirements to complete jobs.,0.0
-"Estimate material requirements and costs, and present design to client for approval.",0.0
-"Estimate material, time, and staffing requirements for a given project, based on work orders, job specifications, and experience.",0.0
-Estimate materials and labor required to complete roofing jobs.,0.9147
-Estimate materials required for production and manufacturing of products.,0.0
-"Estimate materials, equipment, and personnel needed for residential or commercial solar installation projects.",0.0
-"Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas.",0.0
-Estimate or predict the effects of global warming over time for specific geographic regions.,0.0
-"Estimate or quote prices, credit or contract terms, warranties, and delivery dates.",0.9632
-"Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.",0.0
-Estimate patients' due dates and re-evaluate as necessary based on examination results.,0.0
-"Estimate production costs, cost saving methods, and the effects of product design changes on expenditures for management review, action, and control.",0.0
-"Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.",0.0
-"Estimate quantity and cost of merchandise required, such as paint or floor covering.",0.0
-Estimate repair costs and timepiece values.,0.0
-Estimate requirements and order or requisition meat supplies to maintain inventories.,0.0
-"Estimate set- or exhibit-related costs, including materials, construction, and rental of props or locations.",0.0
-"Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.",0.0
-Estimate spaces between collets and first inner coils to determine if spaces are within acceptable limits.,0.0
-"Estimate the amounts, types, or costs of needed materials.",0.0
-"Estimate the costs and benefits of municipal projects, such as hydroelectric power plants, irrigation systems, and wastewater treatment facilities.",0.0
-"Estimate the costs of requested products or services such as custom footwear or footwear repair, and receive payment from customers.",0.0
-Estimate time and materials needed to complete projects.,0.0
-"Estimate time for debt repayment, given amount of debt, interest rates, and available funds.",0.0
-Estimate time or resource requirements for ergonomic or human factors research or development projects.,0.0
-"Estimate time, material, or labor costs for use in project plans.",0.0
-Estimate transportation project costs.,0.0
-"Estimate wholesale and retail value of gems, following pricing guides, market fluctuations, and other relevant economic factors.",0.0
-"Estimate, order, pick up, deliver, and install materials and supplies needed to maintain equipment in good working condition.",0.0
-"Etch, lap, polish, or grind wafers or ingots to form circuitry and change conductive properties, using etching, lapping, polishing, or grinding equipment.",0.0
-Euthanize animals.,0.0
-"Euthanize rabid, unclaimed, or severely injured animals.",0.0
-Evacuate students from the school bus in emergency situations.,0.0
-Evaluate adequacy of actions taken to correct health inspection violations.,0.0
-Evaluate advertising and promotion programs for compatibility with fundraising efforts.,0.0
-Evaluate advertising and promotion programs for compatibility with public relations efforts.,0.0
-Evaluate analytical methods and procedures to determine how they might be improved.,0.0
-"Evaluate and approve proposals for sustainability projects, considering factors such as cost effectiveness, technical feasibility, and integration with other initiatives.",0.0
-Evaluate and approve selection of vendors by studying past performance or new advertisements.,0.0
-Evaluate and compare the relative quality of various securities in a given industry.,1.0
-"Evaluate and grade examinations, assignments, or papers, and record grades.",0.0
-"Evaluate and grade students' class work, assignments, and papers.",0.9483
-"Evaluate and grade students' class work, assignments, papers, and oral presentations.",0.9345
-"Evaluate and grade students' class work, laboratory and clinic work, assignments, and papers.",0.954
-"Evaluate and grade students' class work, laboratory performance, assignments, and papers.",1.0
-"Evaluate and grade students' class work, laboratory work, assignments, and papers.",0.8997
-"Evaluate and grade students' class work, laboratory work, projects, assignments, and papers.",0.9604
-"Evaluate and grade students' class work, performances, projects, assignments, and papers.",1.0
-"Evaluate and grade students' work, including work performed in design studios.",0.0
-"Evaluate and interpret core samples and cuttings, and other geological data used in prospecting for oil or gas.",0.0
-Evaluate and interpret seismic data with the aid of computers.,0.0
-Evaluate and manage chronic pain conditions.,0.0
-Evaluate and monitor contract performance to ensure compliance with contractual obligations and to determine need for changes.,0.0
-Evaluate and recommend upgrades or improvements to existing computerized healthcare systems.,0.0
-"Evaluate and select information or other technology solutions to improve tracking and reporting of materials or products distribution, storage, or inventory.",0.0
-Evaluate and select providers of services according to customer requirements.,0.9475
-"Evaluate and select technologies to clean up polluted sites, restore polluted air, water, or soil, or rehabilitate degraded ecosystems.",0.0
-Evaluate animals for trainability and ability to perform.,0.0
-"Evaluate animals to determine their temperaments, abilities, or aptitude for training.",0.0
-"Evaluate applications, records, or documents to gather information about eligibility or liability issues.",1.0
-Evaluate appropriateness of received specimens for requested tests.,0.0
-Evaluate athletes' readiness to play and provide participation clearances when necessary and warranted.,0.0
-Evaluate athletes' skills and review performance records to determine their fitness and potential in a particular area of athletics.,0.0
-Evaluate biofuel performance specifications to determine feasibility for aerospace applications.,0.0
-Evaluate blockchain processes or risks based on security assessments or control matrix reviews.,0.0
-Evaluate business operations to identify risk areas for fraud.,0.0
-Evaluate capital needs of clients and assess market conditions to inform structuring of financial packages.,0.0
-Evaluate chemical equipment and processes to identify ways to optimize performance or to ensure compliance with safety and environmental regulations.,0.0
-"Evaluate clients' physical or mental condition, based on review of client information.",0.0
-"Evaluate code to ensure that it is valid, is properly structured, meets industry standards, and is compatible with browsers, devices, or operating systems.",0.9824
-Evaluate complaint and emergency-request information to determine response requirements.,0.0
-"Evaluate construction methods and determine cost-effectiveness of plans, using computer models.",0.0
-Evaluate construction project materials for compliance with environmental standards.,0.7239
-Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.,0.0
-Evaluate costs and revenue of agreements to determine continued profitability.,0.0
-"Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.",0.0
-"Evaluate current or proposed manufacturing processes or practices for environmental sustainability, considering factors such as greenhouse gas emissions, air pollution, water pollution, energy use, or waste creation.",0.0
-"Evaluate curricula, teaching methods, and programs to determine their effectiveness, efficiency, and use, and to ensure compliance with federal, state, and local regulations.",0.0
-"Evaluate customer records and recommend payment plans, based on earnings, savings data, payment history, and purchase activity.",0.0
-"Evaluate customers' computerized credit records and payment histories to decide whether to approve new credit, based on predetermined standards.",0.0
-"Evaluate data and provide recommendations regarding the feasibility of municipal projects, such as hydroelectric power plants, irrigation systems, flood warning systems, and waste treatment facilities.",0.0
-Evaluate data pertaining to costs to plan budgets.,0.0
-Evaluate data processing applications for institutions under examination to develop recommendations for coordinating existing systems with examination procedures.,0.0
-Evaluate data processing proposals to assess project feasibility and requirements.,0.0
-"Evaluate data to develop new mining products, equipment, or processes.",0.0
-Evaluate effectiveness of current or future logistical processes.,0.0
-"Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.",0.0
-Evaluate effects of treatment at various stages and adjust treatments to achieve maximum benefit.,0.0
-Evaluate employee performance and prepare performance appraisals.,0.9548
-"Evaluate employee performance and recommend personnel actions, such as promotions, transfers, and dismissals.",0.0
-Evaluate employee performance.,0.7239
-Evaluate employees' job performance and conformance to regulations and recommend appropriate personnel action.,0.6937
-"Evaluate environmental characteristics, such as venue size and lighting plans, to determine makeup requirements.",0.0
-Evaluate environmental regulations or social pressures related to environmental issues to inform strategic or operational decision-making.,0.0
-"Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.",0.0
-Evaluate facility to determine suitability for occupancy and square footage availability.,0.0
-"Evaluate factors such as reporting formats required, cost constraints, and need for security restrictions to determine hardware configuration.",0.0
-"Evaluate feasibility of design ideas, based on factors such as appearance, safety, function, serviceability, budget, production costs/methods, and market characteristics.",0.0
-"Evaluate financial reporting systems, accounting or collection procedures, or investment activities and make recommendations for changes to procedures, operating systems, budgets, or other financial control functions.",0.0
-Evaluate findings and develop strategies and arguments in preparation for presentation of cases.,0.0
-"Evaluate findings to develop, design, or test equipment or processes.",0.0
-Evaluate fire department performance and the laws and regulations affecting fire prevention or fire safety.,0.0
-Evaluate fire station procedures to ensure efficiency and enforcement of departmental regulations.,0.0
-Evaluate fitness and wellness programs to determine their effectiveness.,0.0
-Evaluate food processing and storage operations and assist in the development of quality assurance programs for such operations.,0.0
-Evaluate genetic data by performing appropriate mathematical or statistical calculations and analyses.,0.8161
-Evaluate hearing and balance disorders to determine diagnoses and courses of treatment.,0.0
-"Evaluate hearing or speech and language test results, barium swallow results, or medical or background information to diagnose and plan treatment for speech, language, fluency, voice, or swallowing disorders.",0.0
-"Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.",0.0
-"Evaluate industrial operations for compliance with permits or regulations related to the generation, storage, treatment, transportation, or disposal of hazardous materials or waste.",0.0
-"Evaluate information from documents, such as claim applications, birth or death certificates, or physician or employer records.",0.0
-Evaluate information on applications to verify completeness and accuracy and to determine whether applicants are qualified to obtain desired licenses.,0.0
-"Evaluate instructor performance and the effectiveness of training programs, providing recommendations for improvement.",0.8225
-"Evaluate job positions, determining classification, exempt or non-exempt status, and salary.",0.0
-Evaluate label information for accuracy and conformance to regulatory requirements.,0.0
-Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.,0.0
-Evaluate laboratory tests in preparing nutrition recommendations.,0.0
-"Evaluate land and neighborhoods where properties are situated, considering locations and trends or impending changes that could influence future values.",0.0
-"Evaluate local area network (LAN) or wide area network (WAN) performance data to ensure sufficient availability or speed, to identify network problems, or for disaster recovery purposes.",0.0
-"Evaluate log characteristics and determine grades, using established criteria.",0.0
-Evaluate machining procedures and recommend changes or modifications for improved efficiency or adaptability.,0.0
-Evaluate manufactured products according to specifications and quality standards.,0.0
-Evaluate marketing or sales alternatives for products.,0.0
-"Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement.",0.0
-Evaluate materials to determine outdated or unused items to be discarded.,0.0
-"Evaluate materials, fabrication methods, joining methods, surface treatments, or packaging to ensure acceptable processing, performance, cost, sustainability, or availability.",0.0
-Evaluate mechanical designs or prototypes for energy performance or environmental impact.,0.0
-"Evaluate modes of training delivery, such as in-person or virtual, to optimize training effectiveness, training costs, or environmental impacts.",0.0
-Evaluate mortgage options to help clients obtain financing at the best prevailing rates and terms.,0.914
-Evaluate needs for procurement of funds and investment of surpluses and make appropriate recommendations.,0.0
-Evaluate network designs to determine whether customer requirements are met efficiently and effectively.,0.0
-"Evaluate new and existing programming to assess suitability and the need for changes, using information such as audience surveys and feedback.",0.0
-Evaluate new blockchain technologies and vendor products.,0.0
-Evaluate new emerging media or technologies and make recommendations for their application within Internet marketing or search marketing campaigns.,0.0
-"Evaluate new methods of packaging, testing, shipping, or transporting hazardous materials to ensure adequate public safety protection.",0.0
-Evaluate new products for usefulness and suitability.,0.0
-Evaluate new software publishing systems and confer with regulatory agencies concerning news or updates on electronic publishing of submissions.,0.0
-Evaluate new supplies and equipment to ensure operability in specific laboratory settings.,0.0
-Evaluate new technologies and methods to make recommendations regarding their use.,0.0
-Evaluate new technologies to enhance or complement current research.,0.0
-Evaluate new testing and sampling methodologies or technologies to determine usefulness.,0.0
-"Evaluate nursing intervention outcomes, conferring with other healthcare team members as necessary.",0.0
-Evaluate operation of marine equipment during acceptance testing and shakedown cruises.,0.0
-"Evaluate or make recommendations for standards of care or clinical operations, ensuring compliance with applicable regulations, ethics, legislation, or policies.",0.0
-Evaluate or recommend server hardware or software.,0.7677
-Evaluate or recommend software for testing or bug tracking.,0.7937
-Evaluate oral motor function in infants.,0.0
-Evaluate other pilots or pilot-license applicants for proficiency.,0.0
-"Evaluate patients to determine eligibility for cosmetic procedures such as liposuction, laser resurfacing, or microdermabrasion.",0.0
-Evaluate patients' behavior to formulate diagnoses or assess treatments.,0.0
-"Evaluate patients' laboratory and medical records, requesting assistance from other practitioners when necessary.",0.0
-"Evaluate patients' post-surgical or post-anesthesia responses, taking appropriate corrective actions or requesting consultation if complications occur.",0.0
-Evaluate patients' progress and prepare reports that detail progress.,0.0
-Evaluate patients' vital signs or laboratory data to determine emergency intervention needs and priority of treatment.,0.0
-Evaluate patients' vital signs or laboratory data to determine emergency intervention needs.,0.0
-Evaluate performance of craft during dock and sea trials to determine design changes and conformance with national and international standards.,0.0
-Evaluate personal characteristics and home conditions of foster home or adoption applicants.,0.0
-Evaluate possibility of losses due to catastrophe or excessive insurance.,0.0
-Evaluate potential health hazards or damage that could occur from product misuse.,0.0
-Evaluate power production or demand trends to identify opportunities for improved operations.,0.8733
-Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.,0.0
-Evaluate precision and accuracy of production and testing equipment and engineering drawings to formulate corrective action plan.,0.0
-"Evaluate premises for cleanliness, such as proper garbage disposal or lack of vermin infestation.",0.0
-Evaluate prescriptions in conjunction with clients' vocational and avocational visual requirements.,0.0
-"Evaluate processes and technologies, and suggest revisions to increase productivity and efficiency.",0.0
-"Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.",0.0
-Evaluate product designs for safety.,0.0
-"Evaluate programs and policies, and make related recommendations to institutions and organizations.",0.8273
-Evaluate project details to ensure adherence to environmental regulations.,0.0
-Evaluate project plans and proposals to assess feasibility issues.,0.0
-"Evaluate project work to ensure effectiveness, technical adequacy, or compatibility in the resolution of complex electronics engineering problems.",0.0
-Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.,0.0
-"Evaluate records of communications, such as telephone calls, to plot activity and determine the size and location of criminal groups and members.",0.0
-"Evaluate recreation areas, facilities, and services to determine if they are producing desired results.",0.0
-"Evaluate recruitment or selection criteria to ensure conformance to professional, statistical, or testing standards, recommending revisions, as needed.",0.9414
-"Evaluate regulatory affairs aspects that are specifically green, such as the use of toxic substances in packaging, carbon footprinting issues, or green policy implementation.",0.0
-"Evaluate remote sensing project requirements to determine the types of equipment or computer software necessary to meet project requirements, such as specific image types or output resolutions.",0.0
-"Evaluate research data in terms of its impact on issues such as soil and water conservation, flood control planning, and water supply forecasting.",0.0
-Evaluate robotic systems or prototypes.,0.0
-Evaluate selection or testing techniques by conducting research or follow-up activities and conferring with management or supervisory personnel.,0.0
-"Evaluate services received on the tour, and report findings to tour organizers.",0.0
-Evaluate situations or make determinations when a worker has refused to work on the grounds that danger or potential harm exists.,0.0
-"Evaluate size, location, and condition of fires.",0.0
-"Evaluate sources of information to determine any limitations, in terms of reliability or usability.",0.0
-Evaluate staff performance in leading group exercise or conducting diagnostic tests.,0.0
-"Evaluate staff performance, recording evaluations on appropriate forms.",0.0
-"Evaluate students' or individuals' abilities, interests, and personality characteristics, using tests, records, interviews, or professional sources.",0.0
-"Evaluate subcontractors or subcontractor bids for quality, cost, and reliability.",0.0
-"Evaluate taxpayer finances to determine tax liability, using knowledge of interest and discount rates, annuities, valuation of stocks and bonds, and amortization valuation of depletable assets.",0.0
-Evaluate technical specifications and economic factors relating to process or product design objectives.,0.0
-"Evaluate technical specifications to identify equipment or systems best suited for intended use and possible purchase, based on specifications, user needs, or technical requirements.",0.0
-Evaluate testing procedures to meet the specifications of environmental monitoring programs.,0.0
-"Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.",0.0
-"Evaluate the daily living skills or capacities of physically, developmentally, or emotionally disabled clients.",0.0
-"Evaluate the effectiveness of counseling or treatments and the accuracy and completeness of diagnoses, modifying plans or diagnoses as necessary.",0.0
-Evaluate the effectiveness of counseling programs on clients' progress in resolving identified problems and moving towards defined objectives.,0.0
-"Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications.",0.0
-Evaluate the effectiveness of prescribed risk reduction measures or other interventions.,0.0
-"Evaluate the efficiency and reliability of industrial robotic systems, reprogramming or calibrating to achieve maximum quantity and quality.",0.0
-"Evaluate the environmental impacts of engineering, architecture, or research and development activities.",0.0
-"Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.",0.0
-Evaluate the functioning of the neuromuscularskeletal system and the spine using systems of chiropractic diagnosis.,0.0
-"Evaluate the living skills and capacities of physically, developmentally, or emotionally disabled clients.",0.0
-Evaluate the motor needs of individual students to determine their need for adapted physical education services.,0.0
-Evaluate the operation and maintenance of water or wastewater systems to identify ways to improve their efficiency.,0.0
-"Evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades.",0.7921
-Evaluate the performance of assigned firefighting personnel.,0.0
-"Evaluate the performance of vendors, contract employees, or other service providers to ensure quality and cost-efficiency.",0.0
-Evaluate the position of the wisdom teeth to determine whether problems exist currently or might occur in the future.,0.0
-"Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential.",0.7911
-"Evaluate the power output, system cost, or environmental impact of new hydrogen or non-hydrogen fuel cell system designs.",0.0
-Evaluate the quality and effectiveness of nursing practice or organizational systems.,0.0
-Evaluate the risks and benefits involved in implementing green building technologies.,0.0
-"Evaluate the risks related to green investments, such as renewable energy company stocks.",0.0
-"Evaluate the safety, efficiency, and effectiveness of biomedical equipment.",0.0
-"Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.",0.0
-"Evaluate the structure, efficiency, activities, and performance of government agencies.",0.0
-"Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.",0.0
-"Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency.",0.0
-Evaluate the work of staff and volunteers to ensure that programs are of appropriate quality and that resources are used effectively.,0.831
-Evaluate tool drawing designs by measuring drawing dimensions and comparing with original specifications for form and function using engineering skills.,0.0
-Evaluate traffic control devices or lighting systems to determine need for modification or expansion.,0.0
-"Evaluate training materials prepared by instructors, such as outlines, text, or handouts.",0.9079
-Evaluate transportation project needs or costs.,0.0
-Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion.,0.0
-Evaluate transportation-related consequences of federal or state legislative proposals.,0.0
-"Evaluate treatment outcomes and recommend new or altered treatments as necessary to further promote, restore, or maintain health.",0.0
-"Evaluate vendor products and performance, negotiate contracts, and place orders.",0.0
-Evaluate violations or problems discovered during inspections to determine appropriate regulatory actions or to provide advice on the development and prosecution of regulatory cases.,0.0
-"Evaluate vulnerability assessments of local computing environments, networks, infrastructures, or enclave boundaries.",0.0
-Evaluate workers' performance and prepare written performance evaluations.,0.0
-"Evaluate, diagnose, or treat disorders of the visual system with an emphasis on binocular vision or abnormal eye movements.",0.0
-"Evaluate, diagnose, or treat genetic diseases.",0.0
-"Evaluate, fit, or adjust prosthetic or orthotic devices or recommend modification to orthotist.",0.0
-Examine accidents to obtain data for use in design of preventive measures.,0.0
-Examine accounting systems and records to determine whether accounting methods used were appropriate and in compliance with statutory provisions.,0.0
-Examine aircraft access plates and doors for security.,0.0
-"Examine and adjust hairspring assemblies to ensure horizontal and circular alignment of hairsprings, using calipers, loupes, and watchmakers' tools.",0.0
-"Examine and adjust protective guards, loose bolts, and specified safety devices.",0.0
-Examine and analyze blood stain patterns at crime scenes.,0.0
-"Examine and analyze data from ground surveys, reports, aerial photographs, and satellite images to prepare topographic maps, aerial-photograph mosaics, and related charts.",0.0
-"Examine and analyze material for presence and concentration of contaminants, such as asbestos, using variety of microscopes.",1.0
-Examine and analyze tax assets and liabilities to determine resolution of delinquent tax problems.,0.0
-Examine and clean patients' ear canals.,0.0
-Examine and evaluate athletes prior to participation in sports activities to determine level of physical fitness or predisposition to injuries.,0.0
-"Examine and evaluate financial and information systems, recommending controls to ensure system reliability and data integrity.",0.0
-Examine and feel products to identify defects and variations from coloring and other processing standards.,0.0
-Examine and grade trees according to standard charts and staple color-coded grade tags to limbs.,0.0
-"Examine and inspect aircraft components, including landing gear, hydraulic systems, and deicers to locate cracks, breaks, leaks, or other problems.",0.0
-"Examine and inspect containers, materials, or products to ensure that product quality and packing specifications are met.",0.0
-Examine and inspect machines to detect malfunctions.,0.0
-"Examine and inspect stock items for wear or defects, reporting any damage to supervisors.",0.0
-"Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.",0.0
-"Examine and listen to equipment, read inspection reports, and confer with customers to locate and diagnose malfunctions.",0.0
-"Examine and measure completed materials or products to verify conformance to specifications, using measuring devices such as tape measures, gauges, or calipers.",0.0
-"Examine and measure finished articles to verify conformance to standards, using measuring devices such as tape measures and micrometers.",0.0
-"Examine and measure finished articles to verify conformance to standards, using rulers.",0.0
-"Examine and observe animals to detect signs of illness, disease, or injury.",0.0
-"Examine and sort into lots articles to be cleaned, according to color, fabric, dirt content, and cleaning technique required.",0.0
-"Examine and test electrical power distribution machinery and equipment, using testing devices.",0.0
-"Examine and test machinery, equipment, components, and parts for defects to ensure proper functioning.",0.0
-Examine and test paintings in need of restoration or cleaning to determine techniques and materials to be used.,0.0
-"Examine and test wired electrical components such as motors, armatures, and stators, using measuring devices, and record test results.",0.0
-"Examine animal licenses, and inspect establishments housing animals for compliance with laws.",0.0
-Examine animals and specimens to detect the presence of disease or other problems.,0.0
-"Examine animals for injuries or malnutrition, and arrange for any necessary medical treatment.",0.0
-Examine animals or crop specimens to determine the presence of diseases or other problems.,0.0
-Examine animals to detect and determine the nature of diseases or injuries.,0.0
-Examine animals to detect behavioral changes or clinical symptoms that could indicate illness or injury.,0.0
-"Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.",0.0
-Examine animals to detect symptoms of illness or injury.,0.0
-"Examine assembled or finished products to ensure conformance to specifications, using magnifying glasses or precision measuring instruments.",0.0
-Examine blast areas to determine amounts and kinds of explosive charges needed and to ensure that safety laws are observed.,0.0
-"Examine blueprints, drawings, work orders, or patterns to determine equipment set-up or selection details, procedures to be used, or dimensions of final products.",0.0
-"Examine boilers, pressure vessels, tanks, or vats to locate defects, such as leaks, weak spots, or defective sections, so that they can be repaired.",0.0
-Examine brickwork or structure to determine need for repair.,0.0
-"Examine budget estimates for completeness, accuracy, and conformance with procedures and regulations.",0.0
-"Examine cameras, equipment, processed film, or laboratory reports to diagnose malfunction, using work aids and specifications.",0.0
-"Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint.",0.0
-"Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards.",0.0
-"Examine cell samples to detect abnormalities in the color, shape, or size of cellular components and patterns.",0.9503
-Examine cells stained with dye to locate abnormalities.,0.0
-"Examine checks for endorsements and to verify other information, such as dates, bank names, identification of the persons receiving payments, and the legality of the documents.",0.0
-"Examine chemical or biological samples to identify cell structures or to locate bacteria or extraneous material, using a microscope.",0.9782
-Examine children regularly to assess their growth and development.,0.0
-Examine chromosomes found in biological specimens to detect abnormalities.,0.0
-"Examine city directories and public records to verify residence property ownership, bankruptcies, liens, arrest record, or unpaid taxes of applicants.",0.0
-Examine claims forms and other records to determine insurance coverage.,0.9938
-"Examine claims investigated by insurance adjusters, further investigating questionable claims to determine whether to authorize payments.",0.0
-"Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance.",0.0
-Examine commercial sites to determine the feasibility of installing equipment that allows building management systems to reduce electricity consumption during peak demand periods.,0.0
-"Examine completed objects to determine thicknesses of metal deposits, or measure thicknesses by using instruments such as micrometers.",0.0
-"Examine completed work to detect defects and verify conformance to work orders, and adjust machinery as necessary to correct production problems.",0.0
-"Examine completed workpieces for defects, such as chipped edges or marred surfaces and sort defective pieces according to types of flaws.",0.0
-"Examine components of timepieces such as watches, clocks, or chronometers for defects, using loupes or microscopes.",0.0
-Examine costume fit on cast members and sketch or write notes for alterations.,0.0
-Examine credentials of unauthorized persons attempting to enter secured areas.,0.0
-"Examine credentials, licenses, or permits to ensure compliance with licensing requirements.",0.0
-"Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage.",0.0
-Examine designs to determine current requirements for all parts of the photovoltaic (PV) system electrical circuit.,0.0
-"Examine developed prints for defects, such as broken lines, spots, or blurs.",0.0
-"Examine diamonds or gems to ascertain the shape, cut, and width of cut stones, or to select the cuts that will result in the biggest, best quality stones.",0.0
-"Examine documentation such as mortgages, liens, judgments, easements, plat books, maps, contracts, and agreements to verify factors such as properties' legal descriptions, ownership, or restrictions.",0.0
-"Examine documents to determine degree of risk from factors such as applicant health, financial standing and value, and condition of property.",0.0
-"Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications.",0.9175
-"Examine drawings, negatives, or photographic prints to determine coloring, shading, accenting, or other changes required for retouching or restoration.",1.0
-"Examine electrical units for loose connections and broken insulation and tighten connections, using hand tools.",0.0
-"Examine electronic components for defects or completeness of laser-beam trimming, using microscopes.",0.0
-"Examine electronic schematics and supporting documents to develop, compute, and verify specifications for drafting data, such as configuration of parts, dimensions, or tolerances.",0.0
-Examine employee files to answer inquiries and provide information for personnel actions.,0.0
-"Examine engines through specially designed openings while working from ladders or scaffolds, or use hoists or lifts to remove the entire engine from an aircraft.",0.0
-"Examine engraving for quality of cut, burrs, rough spots, and irregular or incomplete engraving.",0.0
-"Examine equipment to detect leaks, worn or loose parts, or other indications of disrepair.",0.0
-"Examine eyes, using observation, instruments, and pharmaceutical agents, to determine visual acuity and perception, focus, and coordination and to diagnose diseases and other abnormalities, such as glaucoma or color blindness.",0.0
-"Examine fetuses, infants, children, and adolescents, and diagnose health issues to determine need for intervention, such as surgery.",0.0
-"Examine finished plates to detect flaws, verify conformity with master plates, and measure dot sizes and centers, using light boxes and microscopes.",0.0
-Examine finished surfaces of workpieces to verify conformance to specifications and retouch any defective areas.,0.0
-"Examine finished ware for defects and measure dimensions, using rule and thickness gauge.",0.0
-"Examine finished workpieces for smoothness, shape, angle, depth-of-cut, or conformity to specifications and verify dimensions, visually and using hands, rules, calipers, templates, or gauges.",0.0
-"Examine fire sites and collect evidence such as glass, metal fragments, charred wood, and accelerant residue for use in determining the cause of a fire.",0.0
-"Examine firearms to determine mechanical condition and legal status, performing restoration work on damaged firearms to obtain information, such as serial numbers.",0.0
-Examine freight to determine loading sequences.,0.0
-"Examine furniture frames, upholstery, springs, and webbing to locate defects.",0.0
-"Examine furniture to determine the extent of damage or deterioration, and to decide on the best method for repair or restoration.",0.0
-"Examine gem surfaces and internal structures, using polariscopes, refractometers, microscopes, and other optical instruments, to differentiate between stones, to identify rare specimens, or to detect flaws, defects, or peculiarities affecting gem values.",0.0
-"Examine gems during processing to ensure accuracy of angles and positions of cuts or bores, using magnifying glasses, loupes, or shadowgraphs.",0.0
-"Examine gums, using probes, to locate periodontal recessed gums and signs of gum disease.",0.0
-"Examine immigration applications, visas, and passports and interview persons to determine eligibility for admission, residence, and travel in the U.S.",0.8632
-Examine income records and operating costs of income properties.,0.9658
-Examine incoming or outgoing mail to ensure conformance with regulations.,0.0
-"Examine individual titles to determine if restrictions, such as delinquent taxes, will affect titles and limit property use.",0.0
-"Examine injured persons and administer first aid or cardiopulmonary resuscitation, if necessary, using training and medical supplies and equipment.",0.0
-"Examine instruments, equipment, and operating room to ensure sterility.",0.0
-Examine inventory to verify journal and ledger entries.,0.0
-Examine invoices and shipping manifests for conformity to tariff and customs regulations.,0.0
-"Examine job orders to determine quantities to be printed, stock specifications, colors, or special printing instructions.",0.0
-"Examine landing gear, tires, and exteriors of fuselage, wings, and engines for evidence of damage or corrosion and the need for repairs.",0.0
-Examine legal data to determine advisability of defending or prosecuting lawsuit.,0.0
-Examine legal documents submitted to courts for adherence to laws or court procedures.,0.0
-"Examine letters from policyholders or agents, original insurance applications, and other company documents to determine if changes are needed and effects of changes.",1.0
-"Examine lifting or conveying devices, such as elevators, escalators, moving sidewalks, hoists, inclined railways, ski lifts, or amusement rides to ensure safety and proper functioning.",0.0
-"Examine local, regional, or global use and flow of materials or energy in industrial production processes.",0.0
-Examine logs or lumber to plan the best cuts.,0.0
-"Examine looms to determine causes of loom stoppage, such as warp filling, harness breaks, or mechanical defects.",0.0
-Examine machinery to verify specified pressures or lubricant flows.,0.0
-Examine maintenance records and flight logs to determine if service and maintenance checks and overhauls were performed at prescribed intervals.,0.0
-"Examine malfunctioning radio equipment to locate defects such as loose connections, broken wires, or burned-out components, using schematic diagrams and test equipment.",0.0
-"Examine maps, deposits, drilling locations, or mines to determine the location, size, accessibility, contents, value, and potential profitability of mineral, oil, and gas deposits.",0.0
-"Examine materials, ingredients, or products visually or with hands to ensure conformance to established standards.",0.0
-"Examine materials, ingredients, or products, visually or with hands, to ensure conformance to established standards.",0.0
-Examine medical equipment or facility's structural environment and check for proper use of equipment to protect patients and staff from electrical or mechanical hazards and to ensure compliance with safety regulations.,0.0
-"Examine merchandise to ensure correct pricing and display, and that it functions as advertised.",0.994
-Examine merchandise to ensure that it is correctly priced and displayed and that it functions as advertised.,0.9915
-Examine microscopic samples to identify diseases or other abnormalities.,0.9234
-"Examine molds to ensure they are clean, smooth, and properly coated.",0.0
-"Examine news items of local, national, and international significance to determine topics to address, or obtain assignments from editorial staff members.",0.0
-Examine objects to be included in exhibits to plan where and how to display them.,0.0
-"Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs.",1.0
-Examine or conduct laboratory or diagnostic tests on patients to provide information on general physical condition or mental disorder.,0.0
-"Examine or test crops or products to estimate their value, determine their grade, or locate any evidence of disease or insect damage.",0.0
-Examine or test operation of parts or systems to ensure completeness of repairs.,0.0
-"Examine or test samples of processed substances, or collect samples for laboratory testing, to ensure conformance to specifications.",0.0
-"Examine parts for damage or excessive wear, using micrometers and gauges.",0.0
-"Examine parts for defects, such as breakage or excessive wear.",0.0
-"Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating.",0.0
-Examine passenger documentation to determine destinations and to assign boarding passes.,0.0
-Examine patient to obtain information on medical condition and surgical risk.,0.0
-"Examine patient, obtain medical history, and use diagnostic tests to determine risk during surgical, obstetrical, and other medical procedures.",0.0
-"Examine patients or order, perform, and interpret diagnostic tests to obtain information on medical condition and determine diagnosis.",0.0
-"Examine patients to assess abnormalities of jaw development, tooth position, and other dental-facial structures.",0.0
-"Examine patients to assess mobility, strength, communication, or cognition.",0.0
-"Examine patients to obtain information about functional status of areas, such as vision, physical strength, coordination, reflexes, sensations, language skills, cognitive abilities, and mental status.",0.0
-Examine patients to obtain information about their physical condition.,0.0
-"Examine patients using equipment, such as radiograph (x-ray) machines or fluoroscopes, to determine the nature and extent of disorder or injury.",0.0
-"Examine patients with problems related to ocular motility, binocular vision, amblyopia, or strabismus.",0.0
-"Examine permits, licenses, applications, and records to ensure compliance with licensing requirements.",0.0
-Examine photographic images for obvious imperfections prior to plate making.,0.0
-"Examine physical evidence, such as hair, fiber, wood, or soil residues to obtain information about its source and composition.",0.0
-"Examine physiological, morphological, and cultural characteristics, using microscope, to identify and classify microorganisms in human, water, and food specimens.",0.9002
-Examine practices at green building sites to determine whether adherence to green building standards alters risks to workers.,0.0
-"Examine prescriptions, work orders, or broken or used eyeglasses to determine specifications for lenses, contact lenses, or other optical elements.",0.0
-"Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts.",0.0
-Examine products purchased for resale or received for storage to assess the condition of each product or item.,0.0
-Examine products purchased for resale or received for storage to determine product condition.,0.0
-Examine products to verify conformance to quality standards.,0.0
-"Examine quality of film fades or dissolves for potential color corrections, using color analyzers.",0.0
-Examine raw woodstock for defects and to ensure conformity to size and other specification standards.,0.0
-Examine records and governmental agency files to find identifying data about suspects.,0.0
-Examine records and interview workers to ensure recording of transactions and compliance with laws and regulations.,0.954
-Examine records to locate links in chains of evidence or information.,0.0
-"Examine records, reports, or other documents to establish facts or detect discrepancies.",0.8938
-"Examine returned parts for defects, and exchange defective parts or refund money.",0.0
-Examine roadway and clear obstructions from the path of travel.,0.0
-"Examine sample garments on and off models, modifying designs to achieve desired effects.",0.0
-"Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.",0.0
-"Examine semen microscopically to assess and record density and motility of gametes, and dilute semen with prescribed diluents, according to formulas.",0.0
-"Examine shipment contents and compare with records, such as manifests, invoices, or orders, to verify accuracy.",0.0
-"Examine sketches, diagrams, samples, blueprints, or photographs to decide how designs are to be etched, cut, or engraved onto workpieces.",0.0
-"Examine sketches, photographs, and plaster models to obtain desired character image depiction.",0.0
-"Examine sketches, sample articles, and design specifications to determine quantities, shapes, and sizes of pattern parts, and to determine the amount of material or fabric required to make a product.",0.0
-Examine slides under microscopes to ensure tissue preparation meets laboratory requirements.,0.0
-Examine societal issues and their relationship with both technical systems and the environment.,0.9216
-Examine specimens to detect abnormal hormone conditions.,0.9676
-"Examine specimens, using microscopes, to evaluate specimen quality.",0.0
-"Examine stitched, collated, bound, or unbound product samples for defects, such as imperfect bindings, ink spots, torn pages, loose pages, or loose or uncut threads.",0.0
-"Examine structural timbers and supports to detect decay, and replace timbers as required, using hand tools, nuts, and bolts.",0.0
-"Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.",0.0
-"Examine systems to locate problems, such as loose connections or broken insulation.",0.0
-Examine tags on garments to determine alterations that are needed.,0.0
-"Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.",0.0
-Examine telephone transmission facilities to determine requirements for new or additional telephone services.,0.0
-Examine the exhaustibility of natural resources or the long-term costs of environmental rehabilitation.,0.0
-"Examine the minutes of meetings of directors, stockholders, and committees to investigate the specific authority extended at various levels of management.",0.0
-Examine the molecular or chemical aspects of immune system functioning.,0.0
-"Examine the type and location of nearby services, such as shopping centers, schools, parks, and other neighborhood features, to evaluate their impact on property values.",0.0
-"Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.",0.0
-"Examine tickets or passes to verify authenticity, using criteria such as color or date issued.",0.0
-Examine titles to property to determine validity and act as company agent in transactions with property owners.,0.0
-Examine trays to ensure that they contain required items.,0.0
-Examine unexposed photographic plates to detect flaws or foreign particles prior to printing.,0.0
-Examine unserviceable wells to determine actions to be taken to improve well conditions.,0.0
-"Examine valves or mechanical control device parts for defects, dents, or loose attachments, and mark malfunctioning areas of defective units.",0.0
-"Examine whether the organization's objectives are reflected in its management activities, and whether employees understand the objectives.",0.0
-Examine work orders and converse with equipment operators to detect equipment problems and to ascertain whether mechanical or human errors contributed to the problems.,0.0
-Examine workpieces for defects and measure workpieces with straightedges or templates to ensure conformance with specifications.,0.0
-"Examine, evaluate and treat athletes who have been injured or who have medical problems such as exercise-induced asthma.",0.0
-"Examine, evaluate, or process loan applications.",0.9784
-"Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results.",0.0
-"Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.",0.0
-"Examine, interview, and measure patients to determine their appliance needs and to identify factors that could affect appliance fit.",0.0
-"Examine, measure, and weigh materials or products to verify conformance to specifications, using measuring devices, such as rulers, micrometers, or scales.",0.0
-"Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales.",0.0
-"Examine, measure, or weigh cargo or materials to determine specific handling requirements.",0.0
-"Examine, measure, weigh, or test sample products to ensure conformance to specifications.",0.0
-"Examine, select, order, or purchase merchandise consistent with quality, quantity, specification requirements, or other factors, such as environmental soundness.",0.0
-"Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights.",0.0
-"Excavate and grade ditches, and lay and join pipe for water and sewer service.",0.0
-Exchange cooling system components in various vehicles.,0.0
-"Exchange currency for customers, converting currency into requested combinations of bills and coins.",0.0
-Exchange merchandise for customers and accept returns.,0.0
-"Exchange money, credit, tickets, or casino chips and make change for customers.",0.0
-Exchange paper currency for playing chips or coin money.,0.0
-Exchange paper currency for playing chips or coins.,0.0
-Execute and manage communications with digital journalists or bloggers.,0.0
-"Execute arrest warrants, locating and taking persons into custody.",0.0
-"Execute or manage banner, video, or other non-text link ad campaigns.",0.0
-Execute or manage social media campaigns to inform search marketing tactics.,0.8843
-Execute wire transfers of funds.,0.0
-Exercise animals or provide them with companionship.,0.0
-Exercise animals to keep them in healthy condition.,0.0
-Exercise animals to maintain their physical and mental health.,0.0
-"Exercise or practice under the direction of athletic trainers or professional coaches to develop skills, improve physical condition, or prepare for competitions.",0.0
-"Exercise patients who are comatose, paralyzed, or have restricted mobility.",0.0
-"Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.",0.0
-Exhibit animals at shows.,0.0
-Expand or modify system to serve new purposes or improve work flow.,0.0
-"Experiment with different sounds, and types and pieces of music, using synthesizers and computers as necessary to test and evaluate ideas.",0.0
-"Experiment with different types of dancers, steps, dances, and placements, testing ideas informally to get feedback from dancers.",0.0
-"Explain and calculate parking charges, collect fees from customers, and respond to customer complaints.",0.0
-Explain and demonstrate artistic techniques.,0.0
-Explain and demonstrate safety procedures and safety equipment use.,0.0
-"Explain and demonstrate the use of sports and training equipment, such as trampolines or weights.",0.0
-Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers.,0.0
-"Explain and enforce safety rules and regulations governing sports, recreational activities, and the use of exercise equipment.",0.0
-Explain and enforce safety rules and regulations.,0.0
-"Explain and interpret house rules, such as game rules or betting limits, for patrons.",0.0
-"Explain and interpret house rules, such as game rules or betting limits.",0.0
-Explain assembly procedures or techniques to other workers.,0.0
-Explain assessed values to property owners and defend appealed assessments at public hearings.,0.0
-"Explain cable service to subscribers after installation, and collect any installation fees due.",0.0
-Explain changes in contract provisions to customers.,0.0
-"Explain company personnel policies, benefits, and procedures to employees or job applicants.",0.7985
-Explain company policies and procedures to staff using oral or written communication.,0.0
-Explain design specifications to integration or test engineers.,0.0
-"Explain diagnostic procedures such as chorionic villus sampling (CVS), ultrasound, fetal blood sampling, and amniocentesis.",0.0
-Explain drawings to production or construction teams and provide adjustments as necessary.,0.0
-"Explain drawings to production or construction teams and provide adjustments, as necessary.",0.0
-Explain economic impact of policies to the public.,0.0
-"Explain energy conservation measures, such as the use of low flow showerheads and energy-efficient lighting.",0.0
-Explain exercise program or physiological testing procedures to participants.,0.0
-"Explain features, advantages, and disadvantages of various policies to promote sale of insurance plans.",0.0
-Explain federal and state tax laws to individuals and companies.,0.7303
-Explain fluid or tissue collection procedures to patients.,0.0
-"Explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions.",0.7959
-"Explain goals, policies, or procedures to staff members.",0.0
-"Explain how various menu items are prepared, describing ingredients and cooking methods.",0.0
-Explain hunting and fishing laws to groups to ensure compliance.,0.0
-"Explain loan information to clients, such as available loan types, eligibility requirements, or loan restrictions.",0.0
-"Explain magnetic resonance imaging (MRI) procedures to patients, patient representatives, or family members.",0.0
-Explain medical instructions to patients or family members.,0.0
-Explain necessary bookkeeping requirements for customer to implement and provide group insurance program.,0.0
-Explain or demonstrate correct operation or preventive maintenance of medical equipment to personnel.,0.0
-"Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation.",0.0
-Explain police operations to subordinates to assist them in performing their job duties.,0.0
-"Explain policies, procedures, or services to patients using medical or administrative knowledge.",0.8951
-"Explain principles, techniques, and safety procedures to participants in recreational activities and demonstrate use of materials and equipment.",0.0
-Explain procedures and discuss test results or prescribed treatments with patients and parents or guardians.,0.5
-Explain procedures and discuss test results or prescribed treatments with patients.,0.8522
-Explain procedures and observe patients to ensure safety and comfort during scan.,0.0
-"Explain procedures to patients, family members, staff members or others.",0.0
-Explain products or services and prices and demonstrate use of products.,0.0
-"Explain products or services and prices, and answer questions from customers.",0.9636
-Explain proper operation of vehicle systems to customers.,0.0
-"Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.",0.0
-Explain real and personal property taxes to property owners.,0.0
-"Explain recommendations, policies, procedures, requirements, or other related information to residents or building owners.",0.0
-"Explain rental fees, policies, and procedures.",0.8339
-Explain rules and regulations of facilities and entertainment attractions to customers.,0.0
-"Explain rules established by owner or management, such as sanitation or maintenance requirements or parking regulations.",0.0
-"Explain services or policies to clients, such as debt management program rules, advantages and disadvantages of using services, or creditor concession policies.",0.0
-Explain stock market terms or trading practices to clients.,0.8036
-Explain survey objectives and procedures to interviewees and interpret survey questions to help interviewees' comprehension.,0.0
-Explain test procedures and safety precautions to patients and provide them with assistance during test procedures.,0.0
-Explain testing procedures to patients to obtain cooperation and reduce anxiety.,0.0
-"Explain testing procedures to patients, answering questions or reassuring patients, as needed.",0.0
-Explain the cremation process to family or friends of the deceased.,0.0
-"Explain the operation of room features, such as locks, ventilation systems, and televisions.",0.0
-Explain the tax advantages of contributions to potential donors.,0.0
-Explain to claimants how they can appeal rulings that go against them.,0.0
-Explain to clients the personal financial advisor's responsibilities and the types of services to be provided.,0.8997
-Explain to customers how specific types of advertising will help promote their products or services in the most effective way possible.,0.0
-"Explain to customers the different types of loans and credit options that are available, as well as the terms of those services.",0.8328
-Explain treatment procedures to patients to gain cooperation and allay fears.,0.0
-"Explain treatment procedures, medications, diets, or physicians' instructions to patients.",0.0
-"Explain use of library facilities, resources, equipment, and services, and provide information about library policies.",0.0
-"Explain, promote, or sell products or services, such as travelers' checks, savings bonds, money orders, and cashier's checks, using computerized information about customers to tailor recommendations.",0.0
-Explore and develop musical ideas based on sources such as imagination or sounds in the environment.,0.0
-Expose and develop x-ray film.,0.0
-Expose dental diagnostic x-rays.,0.0
-Expose fraudulent insurance claims or stolen funds.,0.0
-"Expose workpieces to acid to develop etch patterns such as designs, lettering, or figures.",0.0
-"Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.",0.9667
-"Extend nails using powder, solvent, and paper forms attached to tips of customers' fingers to support and shape artificial nails.",0.0
-"Extinguish flames and embers to suppress fires, using shovels or engine- or hand-driven water or chemical pumps.",0.0
-"Extinguish smaller fires with portable extinguishers, shovels, and axes.",0.0
-"Extract chemicals from discarded appliances, such as air conditioners or refrigerators, using specialized machinery, such as refrigerant recovery equipment.",0.0
-"Extract deoxyribonucleic acid (DNA) or perform diagnostic tests involving processes such as gel electrophoresis, Southern blot analysis, and polymerase chain reaction analysis.",0.0
-"Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars.",0.0
-"Extract, measure, dilute as appropriate, label, and prepare DNA for array analysis.",0.0
-"Fabricate and dismantle parts, equipment, and machines, using a cutting torch or other cutting equipment.",0.0
-"Fabricate and fit orthodontic appliances and materials for patients, such as retainers, wires, or bands.",0.0
-"Fabricate and install parts and systems to be tested in test equipment, using hand tools, power tools, and test instruments.",0.0
-"Fabricate beam modifying devices, such as compensators, shields, and wedge filters.",0.0
-"Fabricate concrete beams, columns, and panels.",0.0
-"Fabricate defective sections or parts, using metal fabricating machines, saws, brakes, shears, and grinders.",0.0
-"Fabricate devices, such as optoelectronic or semiconductor devices.",0.0
-"Fabricate ducts for high efficiency heating, ventilating, and air conditioning (HVAC) systems to maximize efficiency of systems.",0.0
-"Fabricate engine replacement parts, such as valves, stay rods, or bolts, using metalworking machinery.",0.0
-"Fabricate housings, jigs, fittings, or fixtures, using metalworking machines.",0.0
-Fabricate lenses to meet prescription specifications.,0.0
-"Fabricate metal parts, such as steel frames, columns, beams, or girders, according to blueprints or instructions from supervisors.",0.0
-"Fabricate models or samples in paper, wood, glass, fabric, plastic, metal, or other materials, using hand or power tools.",0.0
-Fabricate needed parts or items from sheet metal.,0.0
-"Fabricate new metal parts, using drill presses, engine lathes, and other machine tools.",0.0
-Fabricate new or modify existing prototype components or fixtures.,0.0
-"Fabricate or alter parts at construction sites, using shears, hammers, punches, or drills.",0.0
-"Fabricate or assemble mechanical, electrical, or electronic components or assemblies.",0.0
-"Fabricate or form parts, coils, or structures according to specifications, using drills, calipers, cutters, or saws.",0.0
-"Fabricate or install metal sashes or moldings for glass installation, using aluminum or steel framing.",0.0
-"Fabricate or modify defective electronic, electrical, or mechanical components, using bench lathe, milling machine, shaper, grinder, or precision hand tools, according to specifications.",0.0
-"Fabricate or repair counters, benches, partitions, or other wooden structures, such as sheds or outbuildings.",0.0
-Fabricate parts and test aids as required.,0.0
-"Fabricate parts for watches and clocks, using small lathes and other machines.",0.0
-"Fabricate parts needed for assembly or installation, using shop machinery or equipment.",0.0
-"Fabricate patient immobilization devices, such as molds or casts, for radiation delivery.",0.0
-Fabricate patterns or templates to guide craft production.,0.0
-"Fabricate prototypes of fuel cell components, assemblies, stacks, or systems.",0.0
-"Fabricate replacements for worn or broken parts, using welders, lathes, drill presses, or shaping or milling machines.",0.0
-Fabricate sensors to be used to control wind turbines.,0.0
-Fabricate temporary restorations or custom impressions from preliminary impressions.,0.0
-Fabricate well casings.,0.0
-Fabricate work aids such as scrapers or templates.,0.0
-"Fabricate, alter, or repair dental devices, such as dentures, crowns, bridges, inlays, or appliances for straightening teeth.",0.0
-"Fabricate, dress down, or substitute parts or major new items to modify equipment to meet unique operational or research needs, working from job orders, sketches, modification orders, samples, or discussions with operating officials.",0.0
-"Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.",0.0
-"Fabricate, set up, and repair rigging, supporting structures, hoists, and pulling gear, using hand and power tools.",0.0
-"Facilitate and promote activities, such as lunches, seminars, or tours, to foster healthcare information privacy or security awareness within the organization.",0.0
-"Facilitate consumer relations or the relationship between parts of the company, such as the managers and employees, or different branch offices.",0.0
-Facilitate organizational development and change.,0.0
-"Fasten angle iron back-hangers to ceilings and tracks, using fasteners or welding equipment.",0.0
-"Fasten glass panes into wood sashes or frames with clips, points, or moldings, adding weather seals or putty around pane edges to seal joints.",0.0
-"Fasten metal or rockboard lath to the structural framework of walls, ceilings, or partitions of buildings, using nails, screws, staples, or wire-ties.",0.0
-Fasten metal treads across door openings or where carpet meets flooring to hold carpet in place.,0.0
-"Fasten or fuse brick or other building material to structure with wire clamps, anchor holes, torch, or cement.",0.0
-"Fasten or install piping, fixtures, or wiring and electrical components to form assemblies or subassemblies, using hand tools, rivet guns, or welding equipment.",0.0
-Fasten roof panel edges or machine-made moldings to structures by nailing or welding.,0.0
-"Fasten safety devices for patrons, or provide them with directions for fastening devices.",0.0
-"Fasten seams or joints together with welds, bolts, cement, rivets, solder, caulks, metal drive clips, or bonds to assemble components into products or to repair sheet metal items.",0.0
-Fasten small metal or plastic boxes to walls to house electrical switches or outlets.,0.0
-Fasten stopper heads to rods with metal pins to assemble refractory stoppers used to plug pouring nozzles of steel ladles.,0.0
-"Fasten structural steel members to hoist cables, using chains, cables, or rope.",0.0
-"Fasten timbers or lumber with glue, screws, pegs, or nails and install hardware.",0.0
-"Fasten, package, or stack materials and products, using hand tools and fastening equipment.",0.0
-Feed and water animals according to schedules and feeding instructions.,0.0
-"Feed and water animals, and clean and disinfect pens, cages, yards, and hutches.",0.0
-Feed and water livestock and monitor food and water supplies.,0.0
-"Feed cables through access holes, roof spaces, or cavity walls to reach fixture outlets, positioning and terminating cables, wires, or strapping.",0.0
-"Feed fuel, such as coal and coke, into fireboxes or onto conveyors, and remove ashes from furnaces, using shovels and buckets.",0.0
-Feed livestock or laboratory animals.,0.0
-Feed mail into postage canceling devices or hand stamp mail to cancel postage.,0.0
-"Feed or exercise animals or provide other general care, such as cleaning or maintaining holding or performance areas.",0.0
-Feed paper through press cylinders and adjust feed and tension controls.,0.0
-Feed patients or assist patients to eat or drink.,0.0
-Feed products into machines by hand or conveyor.,0.0
-"Feed stock into cutting machines, onto conveyors, or under cutting blades, by threading, guiding, pushing, or turning handwheels.",0.0
-"Feed stock through feed mechanisms or conveyors into planing, shaping, boring, mortising, or sanding machines to produce desired components.",0.0
-Feel and visually examine gums for sores and signs of disease.,0.0
-Feel lymph nodes under patient's chin to detect swelling or tenderness that could indicate presence of oral cancer.,0.0
-Feel plants' leaves and note their coloring to detect the presence of insects or disease.,0.0
-Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.,0.0
-File a legible transcript of records of a court case with the court clerk's office.,0.0
-File and maintain loan records.,0.0
-File and maintain records.,0.0
-"File and retrieve corporate documents, records, and reports.",0.0
-"File and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update, and delete documents.",0.0
-File and store completed documents.,0.0
-File and store shorthand notes of court session.,0.0
-File appropriate compliance reports with regulatory agencies.,0.0
-File athlete insurance claims and communicate with insurance providers.,0.0
-File catalog cards according to system used.,0.0
-"File copies of orders received, or post orders on records.",0.0
-"File data and related information, and maintain and update databases.",0.0
-"File grooved, contoured, and irregular surfaces of metal objects, such as metalworking dies and machine parts, to conform to templates, other parts, layouts, or blueprint specifications.",0.0
-File instrument flight plans with air traffic control so that flights can be coordinated with other air traffic.,0.0
-File instrument flight plans with air traffic control to ensure that flights are coordinated with other air traffic.,0.0
-File metal reeds until their pitches correspond with standard tuning bar pitches.,0.0
-"File or finish surfaces of workpieces, using prescribed hand tools.",0.0
-File pleadings with court clerk.,0.0
-File sales slips in customers' ledgers for billing purposes.,0.0
-"File scouting reports that detail player assessments, provide recommendations on athlete recruitment, and identify locations and individuals to be targeted for future recruitment efforts.",0.0
-"File, grind, sand, and smooth filled or repaired surfaces, using power tools and hand tools.",0.0
-"File, grind, shim, and adjust different parts to properly fit them together.",0.0
-"File, lap, and buff parts to fit, using hand and power tools.",0.0
-"File, type, or operate standard office machines.",0.0
-"Fill and smooth cracks or depressions, remove marks and imperfections, and repair broken parts, using plastic or wood putty, glue, nails, or screws.",0.0
-"Fill and tamp holes, using cement, earth, and tamping devices.",0.0
-Fill beverage or ice dispensers.,0.0
-Fill blower hoppers with insulating materials.,0.0
-"Fill chipped or low spots in surfaces of devices, using acrylic resins.",0.0
-Fill cracks or breaks in surfaces of plaster articles or areas with putty or epoxy compounds.,0.0
-Fill cracks or imperfections in marble with wax that matches the stone color.,0.0
-"Fill cracks or other defects in plaster or plasterboard and sand patch, using patching plaster, trowel, and sanding tool.",0.0
-"Fill cracks, holes, or joints with caulk, putty, plaster, or other fillers, using caulking guns or putty knives.",0.0
-Fill customer orders by packaging sold items and documentation for direct shipping or by transferring orders to manufacturers or third-party distributors.,0.0
-"Fill customer orders from stock, and place orders when requested items are out of stock.",0.0
-"Fill cuts and holes in tires, using hot rubber.",0.0
-Fill etched characters with opaque paste to improve readability.,0.0
-"Fill glue and paraffin reservoirs, and position rollers to dispense glue onto paperboard.",0.0
-"Fill holes, cracks, and other surface imperfections preparatory to covering surfaces.",0.0
-Fill hoppers and position spouts to direct flow of flux or manually brush flux onto seams of workpieces.,0.0
-"Fill hoppers, reservoirs, troughs, or pans with material used to coat, paint, or spray, using conveyors or pails.",0.0
-"Fill in details of orchestral sketches, such as adding vocal parts to scores.",0.0
-"Fill machines with glue, cement, or adhesives.",0.0
-"Fill machines with products, ingredients, money, and other supplies.",0.0
-"Fill machines with toners, inks, or other duplicating fluids.",0.0
-Fill medication prescriptions.,0.0
-"Fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.",0.0
-"Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand.",0.0
-"Fill orders for products and samples, following order tickets, and forward or mail items.",0.0
-"Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes.",0.0
-Fill out defective equipment reports.,0.0
-Fill out required job or shift report forms.,0.0
-Fill pipes or plumbing fixtures with water or air and observe pressure gauges to detect and locate leaks.,0.0
-"Fill pipes with sand or resin to prevent distortion, and hold pipes during bending and installation.",0.0
-"Fill prescriptions, measuring medications and labeling containers.",0.0
-"Fill processing or cooking containers, such as kettles, rotating cookers, pressure cookers, or vats, with ingredients, by opening valves, by starting pumps or injectors, or by hand.",0.0
-Fill pulp chamber and canal with endodontic materials.,0.0
-"Fill salt, pepper, sugar, cream, condiment, and napkin containers.",0.0
-Fill shuttle spools with thread from a machine's bobbin winder by pressing a foot treadle.,0.0
-"Fill slight grinding depressions with matching grout material and hand-trowel for a smooth, uniform surface.",0.0
-Fill small dents or scratches with body fillers and smooth surfaces to prepare for painting.,0.0
-Fill small dents that cannot be worked out with plastic or solder.,0.0
-"Fill sprayer tanks with water and chemicals, according to formulas.",0.0
-"Fill tanks of processing machines with solutions such as developer, dyes, stop-baths, fixers, bleaches, or washes.",0.0
-"Fill tanks, hoppers, or machines with paving materials.",0.0
-"Fill water tanks and check tanks, pipes, and fittings for leaks.",0.0
-Find homes for stray or unwanted animals.,0.0
-"Find, retrieve, and make copies of information from files in response to requests and deliver information to authorized users.",0.0
-"Finish and dress the joints and wipe excess grout from between tiles, using damp sponge.",0.0
-"Finish and duplicate drawings and documentation packages according to required mediums and specifications for reproduction, using blueprinting, photography, or other duplicating methods.",0.0
-"Finish completed products or models with shellac, lacquer, wax, or paint.",0.0
-"Finish fancy garments such as evening gowns and costumes, using hand irons to produce high quality finishes.",0.0
-"Finish pants, jackets, shirts, skirts and other dry-cleaned and laundered articles, using hand irons.",0.0
-"Finish parts, using hacksaws or hand, rotary, or squaring shears.",0.0
-"Finish patterns or models with protective or decorative coatings such as shellac, lacquer, or wax.",0.0
-"Finish pleated garments, determining sizes of pleats from evidence of old pleats or from work orders, using machine presses or hand irons.",0.0
-"Finish surfaces of woodwork or wallboard in houses or buildings, using paint, hand tools, or paneling.",0.0
-Finish vehicle instrumentation and deinstrumentation.,0.0
-"Finish velvet garments by steaming them on bucks of hot-head presses or steam tables, and brushing pile (nap) with handbrushes.",0.0
-"Fire coal furnaces by hand or with stokers and gas- or oil-fed boilers, using automatic gas feeds or oil pumps.",0.0
-Fit and align fabricated parts to be welded or assembled.,0.0
-Fit and assemble parts to make or repair machine tools.,0.0
-"Fit and assemble parts to make, repair, or modify dies, jigs, gauges, and tools, using machine tools, hand tools, or welders.",0.0
-Fit and fasten sheet metal coverings to surface areas or other sections of aircraft prior to welding or riveting.,0.0
-"Fit and fasten wallboard or drywall into position on wood or metal frameworks, using glue, nails, or screws.",0.0
-"Fit and secure windows, vinyl roofs, and metal trim to vehicle bodies, using caulking guns, adhesive brushes, and mallets.",0.0
-Fit and study garments on customers to determine required alterations.,0.0
-"Fit and weld replacement parts into place, using wrenches and welding equipment, and grind down welds to smooth them, using power grinders and other tools.",0.0
-"Fit appliances onto patients, and make any necessary adjustments.",0.0
-"Fit bearings to adjust, repair, or overhaul mobile mechanical, hydraulic, and pneumatic equipment.",0.0
-"Fit boot spoilers, side skirts, or mud flaps to cars.",0.0
-Fit dental appliances in patients' mouths to alter the position and relationship of teeth and jaws or to realign teeth.,0.0
-Fit inner tubes and final layers of rubber onto tires.,0.0
-"Fit insulation around obstructions, and shape insulating materials and protective coverings as required.",0.0
-"Fit or assist in fitting valves, couplings, or assemblies to tanks, pumps, or systems, using hand tools.",0.0
-Fit parts together in pre-assembly to ensure that dimensions are accurate.,0.0
-"Fit patients for orthopedic braces, prostheses, or supportive devices, adjusting fit as needed.",0.0
-"Fit patients for orthopedic braces, prostheses, or supportive devices, such as crutches.",0.0
-"Fit prostheses to patients, making any necessary adjustments and modifications.",0.0
-"Fit, alter, repair, and make made-to-measure clothing, according to customers' and clothing manufacturers' specifications and fit, and applying principles of garment design, construction, and styling.",0.0
-"Fit, dispense, and repair assistive devices, such as hearing aids.",0.0
-"Fit, fasten, and assemble wood parts together to form patterns, models, or sections, using glue, nails, dowels, bolts, and screws.",0.0
-"Fit, fasten, and assemble wood parts together to form patterns, models, or sections, using glue, nails, dowels, bolts, screws, and other fasteners.",0.0
-"Fit, install, and secure material on frames, using hand tools, power tools, glue, cement, or staples.",0.0
-"Fit, test, and evaluate devices on patients, and make adjustments for proper fit, function, and comfort.",0.0
-"Fit, wrap, staple, or glue insulating materials to structures or surfaces, using hand tools or wires.",0.0
-"Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems.",0.0
-Flag motorists to warn them of obstacles or repair work ahead.,0.0
-"Flush or clean equipment, using steam hoses or mechanical reamers.",0.0
-Fly with other pilots or pilot-license applicants to evaluate their proficiency.,0.0
-Fold letters or circulars and insert them in envelopes.,0.0
-Fold or shape materials before or after cutting them.,0.0
-Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections.,0.0
-Fold products and product parts during processing.,0.0
-"Fold, twist, stretch, or drape material, and secure articles in preparation for sewing.",0.0
-Follow all gaming regulations.,0.0
-Follow appropriate procedures to get copyrights for completed work.,0.0
-Follow appropriate safety procedures for transporting dangerous goods.,0.0
-Follow blueprints to produce specific designs.,0.0
-"Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas.",0.0
-Follow established safety rules and regulations and maintain a safe and clean environment.,0.0
-Follow established surgical techniques during the operation.,0.0
-Follow ethical codes that protect the confidentiality of information.,0.0
-Follow green operational practices involving conservation of water or energy or reduction of solid waste.,0.0
-"Follow instructions from production managers and directors during productions, such as commands for camera cuts, effects, graphics, and takes.",0.0
-Follow lesson plans designed by absent teachers.,0.0
-Follow nuclear equipment operational policies and procedures that ensure environmental safety.,0.0
-"Follow planned landscaping designs to determine where to lay sod, sow grass, or plant flowers or foliage.",0.0
-Follow policies and procedures for radiation workers to ensure personnel safety.,0.0
-"Follow principles of radiation protection for patient, self, and others.",0.0
-Follow procedures for the use of chemical cleaners and power equipment to prevent damage to floors and fixtures.,0.0
-Follow progress of discharged patients to determine effectiveness of treatments.,0.0
-"Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.",0.0
-"Follow relevant safety regulations and state laws governing vehicle operation, and ensure that passengers follow safety regulations.",0.0
-"Follow safety procedures to ensure the protection of passengers, cargo, and vessels.",0.0
-Follow safety rules as students board and exit buses or cross streets near bus stops.,0.0
-"Follow special cargo-related procedures, such as checking refrigeration systems for frozen foods or providing food or water for livestock.",0.0
-"Follow strict routines of diet, sleep, and exercise to maintain appearance.",0.0
-Follow strict safety procedures when handling toxic materials to avoid contamination.,0.0
-Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.,0.0
-Follow those who breach security until police or other security personnel arrive to apprehend them.,0.0
-Follow up on results of counseling programs and clients' adjustments to determine effectiveness of programs.,0.0
-"Force bolts into holes, using hydraulic mechanisms of self-propelled bolting machines.",0.0
-"Force structural steel members into final positions, using turnbuckles, crowbars, jacks, or hand tools.",0.0
-"Forecast and track marketing and sales trends, analyzing collected data.",0.9181
-"Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.",0.0
-Forecast material costs or develop standard cost lists.,0.0
-Forecast necessary levels of staffing and stock at different times to facilitate effective scheduling and ordering.,0.0
-"Forecast political, economic, and social trends.",0.0
-"Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources.",0.0
-"Forecast staff, equipment, and supply requirements, based on a master menu.",0.0
-Forecast the value of property.,0.0
-"Form a smooth foundation by stapling plywood or Masonite over the floor or by brushing waterproof compound onto surface and filling cracks with plaster, putty, or grout to seal pores.",0.0
-"Form and assemble slab cores around patterns, and position wire in mold sections to reinforce molds, using hand tools and glue.",0.0
-Form book bodies by folding and sewing printed sheets to form signatures and assembling signatures in numerical order.,0.0
-"Formulate and implement training programs, applying principles of learning and individual differences.",0.0
-"Formulate basic layout design or presentation approach and specify material details, such as style and size of type, photographs, graphics, animation, video, and sound.",0.0
-Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.,0.0
-"Formulate environmental plan to be practical, esthetic, and conducive to intended purposes, such as raising productivity or selling merchandise.",0.0
-Formulate general rules that describe and predict the development and behavior of cultures and social institutions.,0.0
-"Formulate herbal preparations to treat conditions considering herbal properties, such as taste, toxicity, effects of preparation, contraindications, and incompatibilities.",0.0
-"Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.",0.0
-"Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.",0.9221
-Formulate or implement regulatory affairs policies and procedures to ensure that regulatory compliance is maintained or enhanced.,0.0
-Formulate or implement sustainability campaign or marketing strategies.,0.0
-Formulate or modify recipes for specific kinds of food products.,0.0
-Formulate plan of treatment for patient's teeth and mouth tissue.,0.0
-Formulate plans and procedures for nuclear medicine departments.,0.0
-Formulate plans to extend business with established accounts and to transact business as agent for advertising accounts.,0.0
-Formulate policies and procedures for bid proposals and procurement of goods and services.,0.0
-Formulate policies and procedures related to fundraising programs.,0.0
-"Formulate policies and procedures related to public information programs, working with public relations executives.",0.0
-"Formulate policies, procedures and programs for recruitment, testing, placement, classification, orientation, benefits and compensation, and labor and industrial relations.",0.0
-"Formulate predictions by interpreting environmental data, such as meteorological, atmospheric, oceanic, paleoclimate, climate, or related information.",0.0
-"Formulate pricing policies for merchandise, according to profitability requirements.",0.0
-Formulate pricing policies on merchandise according to profitability requirements.,0.0
-"Formulate recommendations, policies, or plans to solve economic problems or to interpret markets.",0.0
-"Formulate sampling procedures and designs and develop forms and instructions for recording, evaluating, and reporting quality and reliability data.",0.0
-Formulate strategic plans for the institution.,0.7844
-"Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.",0.8136
-Forward orders to manufacturers.,0.0
-Frame and mat artwork for display or sale.,0.0
-Freeze tissue specimens.,0.0
-"Fulfill all reporting requirements of all relevant government rules and regulations, including the Employee Retirement Income Security Act (ERISA).",0.0
-Furnish change persons with a money bank at the start of each shift.,0.0
-Furnish customers with information on events or activities.,0.0
-Furnish taxpayers with sufficient information and advice to ensure correct tax form completion.,0.7323
-Furnish tools for employee use.,0.0
-Garnish and decorate dishes in preparation for serving.,0.0
-Garnish foods and position them on tables to make them visible and accessible.,0.0
-"Gather all relevant material for bid processes, and coordinate bidding and contract approval.",0.0
-Gather and analyze artifacts and skeletal remains to increase knowledge of ancient cultures.,0.0
-"Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents.",0.937
-Gather and analyze water use data to forecast water demand.,0.0
-"Gather and compile data from hand count sheets, machine count tapes, or radar speed checks and code data for computer input.",0.0
-"Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps.",0.0
-Gather and empty trash.,0.0
-"Gather and evaluate information, using tools such as aerial photographs, radar equipment, or sensitive radio equipment.",0.0
-"Gather and maintain patient information and records, including social or medical history obtained from patients, relatives, or other professionals.",1.0
-Gather and organize information on problems or procedures.,1.0
-Gather and remove litter.,0.0
-"Gather and review climate-related studies from government agencies, research laboratories, and other organizations.",0.0
-"Gather client information from sources such as case documentation, client observation, or interviews of client or family members.",0.0
-Gather cyber intelligence to identify vulnerabilities.,0.0
-"Gather data from sources such as surface or upper air stations, satellites, weather bureaus, or radar for use in meteorological reports or forecasts.",0.9127
-"Gather data on competitors and analyze their prices, sales, and method of marketing and distribution.",0.9399
-"Gather data pertaining to customer needs, and use the information to identify, predict, interpret, and evaluate system and network requirements.",0.0
-"Gather diagnostic data from sources such as case documentation, observations of clients, or interviews with clients or family members.",0.0
-Gather evidence to formulate defense or to initiate legal actions by such means as interviewing clients and witnesses to ascertain the facts of a case.,0.0
-Gather financial documents related to investigations.,0.0
-"Gather historical data from sources such as archives, court records, diaries, news files, and photographs, as well as from books, pamphlets, and periodicals.",0.0
-Gather information about community mental health needs or resources that could be used in conjunction with therapy.,0.0
-"Gather information about offenders' backgrounds by talking to offenders, their families and friends, and other people who have relevant information.",0.0
-"Gather information and develop perspectives about news subjects through research, interviews, observation, and experience.",0.0
-"Gather information from agents concerning the pay, dates, times, provisions, and lengths of jobs.",0.0
-"Gather information from caregivers, nurses, or physicians about patient condition, treatment plans, or appropriate activities.",0.0
-Gather information from customers about a timepiece's problems and its service history.,0.0
-"Gather information from doctors, schools, social workers, juvenile counselors, law enforcement personnel, and others to make recommendations to courts for resolution of child custody or visitation disputes.",0.0
-Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.,0.0
-Gather information from prospective customers to identify their solar energy needs.,0.0
-Gather information on patients' illnesses and medical history to guide the choice of diagnostic procedures for therapy.,0.0
-Gather information related to projects' environmental sustainability or operational efficiency.,0.0
-"Gather intelligence information by field observation, confidential information sources, or public records.",1.0
-Gather materials to be filed from departments or employees.,0.0
-Gather personnel records from other departments or employees.,0.0
-"Gather records pertinent to specific problems, review them for completeness and accuracy, and attach records to correspondence as necessary.",0.9911
-Gather risk-related data from internal or external resources.,0.0
-"Gather, analyze, correlate, or evaluate information from a variety of resources, such as law enforcement databases.",0.0
-"Gather, analyze, or document user feedback to locate or resolve sources of problems.",0.9697
-"Gather, arrange, or assemble instruments or supplies.",0.0
-"Gather, package, or deliver forest products to buyers.",0.0
-"Gather, register, and arrange the material to be typed, following instructions.",0.0
-Gauge oil and gas production.,0.0
-"Gauge tank levels, using calibrated rods.",0.0
-Generate and maintain quality control operating budgets.,0.0
-Generate computer tapes of final layout design to produce layered photo masks or photo plotting design onto film.,0.0
-"Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems.",0.0
-"Generate financial ratios, using computer programs, to evaluate customers' financial status.",0.0
-"Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.",0.0
-"Generate lists of properties for sale, their locations, descriptions, and available financing options, using computers.",0.9746
-Generate lists of properties that are compatible with buyers' needs and financial resources.,0.9837
-Generate prepress proofs in digital or other format to approximate the appearance of the final printed piece.,0.0
-Generate solar energy customer leads to develop new accounts.,0.0
-"Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.",0.9337
-Give advice on sightseeing and shopping.,0.0
-"Give buyers virtual tours of properties in which they are interested, using computers.",0.0
-Give directions to crew members engaged in cleaning wheelhouses or quarterdecks.,0.0
-Give directions to laborers who are packing goods and moving them onto trailers.,0.0
-Give directions to other workers regarding machine set-up and use.,0.0
-Give directions to other workers who are assisting in the batchmaking process.,0.0
-Give door checks to patrons who are temporarily leaving establishments.,0.0
-"Give enemas and perform catheterizations, ear flushes, intravenous feedings, or gavages.",0.0
-"Give facials to patrons, using special compounds, such as lotions and creams.",0.0
-Give network cues permitting selected stations to receive programs.,0.0
-Give technical directions to other personnel during filming.,0.0
-Glaze top layers to make a smooth finish or embed gravel in the bitumen for rough surfaces.,0.0
-Glue and clamp edges or joints of assembled parts.,0.0
-Glue fillets along interior angles of patterns.,0.0
-"Glue tire patches over ruptures in tire casings, using rubber cement.",0.0
-"Grade and sort products according to factors such as color, species, length, width, appearance, feel, smell, and quality to ensure correct processing and usage.",0.0
-"Grade food products according to government regulations or according to type, color, bouquet, and moisture content.",0.0
-"Grade homework and tests, and compute and record results, using answer sheets or electronic marking devices.",0.0
-"Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.",0.0
-"Grade or level trench bases, using tamping machines or hand tools.",0.0
-"Grade stones based on their color, perfection, and quality of cut.",0.0
-Grade students' assignments and exams.,0.0
-"Grade, classify, or sort products according to sizes, weights, colors, or other specifications.",0.0
-Grant divorces and divide assets between spouses.,0.0
-"Grease and lubricate vehicles or specified units, such as springs, universal joints, or steering knuckles, using grease guns or spray lubricants.",0.0
-Grease or oil woodworking machines.,0.0
-Greet and log in patients arriving at office or clinic.,0.0
-Greet and register guests.,0.0
-"Greet and register visitors, and issue any required identification badges or safety devices.",0.0
-Greet and seat customers.,0.0
-"Greet and seat guests, and present menus and wine lists.",0.0
-Greet customers and ascertain what each customer wants or needs.,0.0
-Greet customers and ask about the quality of service they are receiving.,0.0
-"Greet customers and discuss the type, quality, and quantity of merchandise sought for rental.",0.0
-Greet customers and help them locate merchandise.,0.0
-Greet customers and make them feel welcome.,0.0
-Greet customers and open their car doors.,0.0
-Greet customers entering establishments.,0.0
-Greet guests and seat them at tables or in waiting areas.,0.0
-"Greet guests, escort them to their seats, and present them with menus and wine lists.",0.0
-Greet incoming guests and escort them to their rooms.,0.0
-"Greet new arrivals to activities, introducing them to other participants, explaining facility rules, and encouraging participation.",0.0
-Greet passengers boarding aircraft and direct them to assigned seats.,0.0
-Greet passengers boarding transportation equipment and announce routes and stops.,0.0
-"Greet passengers, provide information, and answer questions concerning fares, schedules, transfers, and routings.",0.0
-Greet patrons attending entertainment events.,0.0
-Greet people at the funeral home.,0.0
-"Greet persons entering establishment, determine nature and purpose of visit, and direct or escort them to specific destinations.",0.0
-Greet visitors and determine whether they should be given access to specific individuals.,0.0
-Greet visitors or callers and handle their inquiries or direct them to the appropriate persons according to their needs.,1.0
-"Greet visitors, ascertain purpose of visit, and direct them to appropriate staff.",0.0
-"Greet visitors, log them in and out of the facility, assign them security badges, and contact employee escorts.",0.0
-"Greet, register, and assign rooms to guests of hotels or motels.",0.0
-"Grill and garnish hamburgers or other meats, such as steaks and chops.",0.0
-"Grill, cook, and fry foods such as french fries, eggs, and pancakes.",0.0
-"Grind and reseat valves, using valve-grinding machines.",0.0
-"Grind curved surfaces or areas inaccessible to surfacing machine, such as stairways or cabinet tops, with portable hand grinder.",0.0
-"Grind ends of new or worn rails to attain smooth joints, using portable grinders.",0.0
-"Grind lens edges, or apply coatings to lenses.",0.0
-"Grind meat into hamburger, and into trimmings used to prepare sausages, luncheon meats, and other meat products.",0.0
-"Grind or polish glass, smoothing edges when necessary.",0.0
-"Grind out burrs or sharp edges, using portable grinders, speed lathes, or polishing jacks.",0.0
-"Grind surfaces with a power grinder, or polish surfaces with polishing or surfacing machines.",0.0
-"Grind, cut, buff, or bend edges of workpieces to be joined to ensure snug fit, using power grinders and hand tools.",0.0
-"Grind, file, and sand parts to finished dimensions.",0.0
-"Grind, ream, rebore, and re-tap parts to obtain specified clearances, using grinders, lathes, taps, reamers, boring machines, and micrometers.",0.0
-"Grind, sand, clean, or polish objects or parts to correct defects or to prepare surfaces for further finishing, using hand tools and power tools.",0.0
-"Grind, scrape, sand, or polish surfaces, such as concrete, marble, terrazzo, or wood flooring, using abrasive tools or machines.",0.0
-"Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.",0.0
-"Groom, trim, or clip animals' coats.",0.0
-Grow flowers for use in arrangements or for sale in shop.,0.0
-Guard facility entrances to screen visitors.,0.0
-Guard lodging of sequestered jury.,0.0
-"Guide aircraft to designated areas using hand signals, batons, or other methods.",0.0
-Guide and assist crews laying track and resetting supports and blocking.,0.0
-Guide and counsel students with adjustment or academic problems or special academic interests.,0.0
-Guide and counsel students with adjustment or academic problems or with special academic interests.,0.0
-"Guide and counsel students with adjustment or academic problems, or special academic interests.",0.0
-"Guide and counsel students with adjustments, academic problems, or special academic interests.",0.0
-"Guide and direct flames or electrodes on or across workpieces to straighten, bend, melt, or build up metal.",0.0
-"Guide and stop cars by switching, applying brakes, or placing scotches, or wooden wedges, between wheels and rails.",0.0
-Guide clients in the development of skills or strategies for dealing with their problems.,0.0
-"Guide clients in the gathering of information, such as bank account records, income tax returns, life and disability insurance records, pension plans, or wills.",0.0
-Guide cranes to move loads about decks.,0.0
-Guide design discussions between development teams.,0.0
-Guide garments or garment parts under machine needles and presser feet to sew parts together.,0.0
-Guide lengths of pipe into and out of elevators.,0.0
-Guide loads being lifted to prevent swinging.,0.0
-"Guide nozzles over stone, following stencil outlines, or chip along marks to create designs or to work surfaces down to specified finishes.",0.0
-Guide or control vehicular or pedestrian traffic at such places as street and railroad crossings and construction sites.,0.0
-"Guide or counsel students with adjustment problems, academic problems, or special academic interests.",0.0
-Guide patrons to exits or provide other instructions or assistance in case of emergency.,0.0
-"Guide products on conveyors to regulate flow through machines, and to discard diseased or rotten products.",0.0
-Guide sanding machines over surfaces of floors until surfaces are smooth.,0.0
-"Guide stylus over template, causing cutting tool to duplicate design or letters on workpiece.",0.0
-Guide technical staff in developing materials for specific uses in projected products or devices.,0.0
-Guide the driver when the bus is moving in reverse gear.,0.0
-"Guide workpieces against saws, saw over workpieces by hand, or operate automatic feeding devices to guide cuts.",0.0
-Hammer loose staples for proper attachment.,0.0
-Hammer out bulges or bends in metal workpieces.,0.0
-Hammer out dents and bends in frames and weld tears and breaks.,0.0
-Hammer out dents and twists in tools and equipment.,0.0
-Hammer required counterweights onto rims of wheels.,0.0
-"Hammer, chip, and grind workpieces to cut, bend, and straighten metal.",0.0
-"Hand instruments and supplies to surgeons and surgeons' assistants, hold retractors and cut sutures, and perform other tasks as directed by surgeon during operation.",0.0
-"Hand-form, cut, or finish workpieces, using tools such as table saws, hand sledges, or anvils.",0.0
-"Handle all aspects of employee insurance, benefits, and casualty programs, including monitoring changes in health insurance regulations and creating budgets for benefits and worker's compensation.",0.0
-Handle customer complaints and take appropriate action to resolve them.,1.0
-Handle high voltage sources and hang electrical cables.,0.0
-"Handle lines to moor vessels to wharfs, to tie up vessels to other vessels, or to rig towing lines.",0.0
-Handle passenger emergencies or disruptions.,0.0
-"Handle slides, mud, or pit cleanings or maintenance.",0.0
-"Hang curtains, drapes, blankets, pants, and other garments on stretch frames to dry.",0.0
-Hang draperies and dust window blinds.,0.0
-Hang dry lines to wall moldings to guide positioning of main runners.,0.0
-"Hang drywall panels on metal frameworks of walls and ceilings in offices, schools, or other large buildings, using lifts or hoists to adjust panel heights, when necessary.",0.0
-"Hang steel supports from beams or joists to hold hoses, vents, and gas pipes in place.",0.0
-Hang ventilation tubing and ventilation curtains to ensure that the mining face area is kept properly ventilated.,0.0
-"Hang, fold, package, and tag finished articles for delivery to customers.",0.0
-Harmonize body movements to rhythm of musical accompaniment.,0.0
-"Harvest cell cultures at optimum time, based on knowledge of cell cycle differences and culture conditions.",0.0
-"Harvest cell cultures using substances such as mitotic arrestants, cell releasing agents, and cell fixatives.",0.0
-Harvest fruits and vegetables by hand.,0.0
-"Harvest marine life for human or animal consumption, using diving or dredging equipment, traps, barges, rods, reels, or tackle.",0.0
-"Harvest plants, and transplant or pot and label them.",0.0
-"Harvest tanbark by cutting rings and slits in bark and stripping bark from trees, using spuds or axes.",0.0
-"Haul and spread sand, gravel, and clay to fill washouts and repair road shoulders.",0.0
-"Haul and spread topsoil, fertilizer, peat moss, and other materials to condition soil, using wheelbarrows or carts and shovels.",0.0
-"Haul or spread topsoil, or spread straw over seeded soil to hold soil in place.",0.0
-Hear and resolve complaints from customers or the public.,1.0
-"Hear testimony from constituents, representatives of interest groups, board and commission members, and others with an interest in bills or issues under consideration.",0.0
-Heat and serve prepared foods.,0.0
-"Heat and soften floor covering materials to patch cracks or fit floor coverings around irregular surfaces, using blowtorch.",0.0
-"Heat billets, bars, plates, rods, and other stock to specified temperatures preparatory to forging, rolling, or processing, using oil, gas, or electrical furnaces.",0.0
-"Heat glass to pliable stage, using gas flames or ovens and rotating glass to heat it uniformly.",0.0
-"Heat, shape, or bend plastic or metal frames to adjust eyeglasses to fit clients, using pliers and hands.",0.0
-"Heat-treat parts, using acetylene torches.",0.0
-Help children with homework and school work.,0.0
-"Help clients improve decision making, abstract reasoning, memory, sequencing, coordination, and perceptual skills, using computer programs.",0.0
-Help customers find the location of products.,0.0
-Help customers select bicycles that fit their body sizes and intended bicycle uses.,0.0
-Help customers try on or fit merchandise.,0.0
-"Help develop federal and state programs, draft and interpret laws and legislation, and establish enforcement procedures.",0.0
-Help develop or monitor family schedule.,0.0
-Help direct rescue or firefighting operations in the event of a fire or an explosion.,0.0
-"Help patients with bathing, dressing, maintaining personal hygiene, moving in bed, or standing and walking.",0.0
-"Help patrons find and use library resources, such as reference materials, audio-visual equipment, computers, and other electronic resources and provide technical assistance when needed.",0.0
-"Help physicians examine and treat patients, handing them instruments or materials or performing such tasks as giving injections or removing sutures.",0.0
-"Help physicians, radiation oncologists, or clinical physicists to prepare physical or technical aspects of radiation treatment plans, using information about patient condition and anatomy.",0.0
-Help prepare and serve nutritionally balanced meals and snacks for children.,0.0
-"Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment.",0.0
-"Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.",0.0
-Hire and supervise workers who help locate people with specified attributes and talents.,0.0
-Hire and terminate clerical and administrative personnel.,0.0
-"Hire and train employees, and evaluate their performance.",0.0
-Hire and train recruiters and data collectors.,0.0
-Hire employees and process hiring-related paperwork.,0.0
-Hire or evaluate staff.,0.0
-Hire or supervise loss prevention staff.,0.0
-"Hire principal cast members and crew members, such as art directors, cinematographers, and costume designers.",0.0
-"Hire trainers or coaches to advise clients on performance matters, such as training techniques or performance presentations.",0.0
-"Hire, supervise, and direct workers engaged in special project work, problem-solving, monitoring, and installation of data communication equipment and software.",0.0
-"Hire, supervise, and train support workers.",0.0
-"Hire, supervise, and work with extended coaching staff.",0.0
-"Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.",0.0
-"Hire, train, and direct staff members who develop design concepts into art layouts or who prepare layouts for printing.",0.0
-"Hire, train, and evaluate personnel in sales or marketing establishments, promoting or firing workers when appropriate.",0.0
-"Hire, train, and evaluate personnel.",0.0
-"Hire, train, and supervise food and beverage service staff.",0.0
-"Hire, train, and supervise volunteers and support staff required for events.",0.0
-"Hire, train, evaluate, or discharge staff or resolve personnel grievances.",0.0
-"Hire, train, or supervise new employees or apprentices.",0.0
-"Hire, train, or supervise purchasing clerks, buyers, and expediters.",0.0
-"Hoist steel beams, girders, or columns into place, using cranes or signaling hoisting equipment operators to lift and position structural steel members.",0.0
-"Hoist tar and roofing materials to roofs, using ropes and pulleys, or carry materials up ladders.",0.0
-"Hoist tools and equipment to tree trimmers, and lower branches with ropes or block and tackle.",0.0
-Hold auditions for parts or negotiate contracts with actors determined suitable for specific roles.,0.0
-Hold cut or uneven edges of glass against automated abrasive belts to shape or smooth edges.,0.0
-Hold mail for customers who are away from delivery locations.,0.0
-Hold or position spray guns to direct spray onto articles.,0.0
-Hold or restrain animals during veterinary procedures.,0.0
-"Hold or supply tools, parts, equipment, and supplies for other workers.",0.0
-"Hold plumb bobs, sighting rods, or other equipment to aid in establishing reference points and lines.",0.0
-"Hold public meetings with government officials, social scientists, lawyers, developers, the public, or special interest groups to formulate, develop, or address issues regarding land use or community plans.",0.0
-Hold regular meetings with each assigned unit.,0.0
-Hold rivets while riveters use air hammers to form heads on rivets.,0.0
-"Hold stones, gems, dies, or styluses against rotating plates, wheels, saws, or slitters to cut, shape, slit, grind, or polish them.",0.0
-"Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device.",0.0
-Hone cutters with oilstones to remove nicks.,0.0
-"Hook tow trucks to trailer hitches and fasten attachments, such as graders, plows, rollers, or winch cables to tractors, using hitchpins.",0.0
-"Host civic, charitable, or promotional events broadcast over television or radio.",0.0
-"Identify alternatives to proposals of unions, employees, companies, or government agencies.",0.0
-Identify and analyze industry or geographic trends with business strategy implications.,0.728
-"Identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies, scientific studies, or surveys.",0.0
-Identify and apply for project funding.,0.0
-"Identify and approve equipment and elements required for productions, such as scenery, lights, props, costumes, choreography, and music.",0.0
-Identify and approve work placements for offenders with community service sentences.,0.0
-Identify and build relationships with potential donors.,0.0
-Identify and characterize specific causes or sources of water pollution.,0.0
-"Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.",0.0
-Identify and communicate power system emergencies.,0.0
-"Identify and communicate risks associated with specific neurological surgical procedures, such as epilepsy surgery.",0.0
-Identify and compile database information to create requested maps.,0.0
-Identify and correct deviations from database development standards.,0.0
-"Identify and correct malfunctions of geothermal plant equipment, electrical systems, instrumentation, or controls.",0.0
-"Identify and develop commercial or technical specifications, such as usability, pricing, checkout, or data security, to promote transactional internet-enabled commerce functionality.",0.0
-"Identify and develop contacts for promotional campaigns and industry programs that meet identified buyer targets, such as dealers, distributors, or consumers.",0.0
-"Identify and document goals, anticipated progress, and plans for reevaluation.",0.0
-"Identify and document stones' clarity characteristics, using plot diagrams.",0.0
-"Identify and evaluate equipment, procedural, or conditional inefficiencies involving geothermal plant systems.",0.0
-Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.,0.0
-Identify and evaluate pilot projects or programs to enhance the sustainability research agenda.,0.0
-"Identify and implement appropriate decontamination procedures, based on equipment and the size, nature, and type of contamination.",0.0
-Identify and implement benefits to increase the quality of life for employees by working with brokers and researching benefits issues.,0.0
-"Identify and mark materials, products, and samples, following instructions.",0.0
-"Identify and outline bodily structures, using imaging procedures, such as x-ray, magnetic resonance imaging, computed tomography, or positron emission tomography.",0.0
-Identify and prioritize energy-saving measures.,0.0
-"Identify and quantify drugs or poisons found in biological fluids or tissues, in foods, or at crime scenes.",0.0
-Identify and recommend energy savings strategies to achieve more energy-efficient operation.,0.0
-Identify and recommend environmentally friendly business practices.,0.0
-"Identify and recruit potential athletes by sending recruitment letters, meeting with recruits, and arranging and offering incentives, such as athletic scholarships.",0.0
-Identify and recruit potential volunteer workers.,0.0
-Identify and report merchandise or stock shortages.,0.0
-Identify and report problems in obtaining valid data.,0.9473
-Identify and report safety concerns to maintain a safe shopping and working environment.,0.0
-Identify and resolve any deficiencies in photovoltaic (PV) system installation or materials.,0.0
-"Identify and resolve conflicts related to the meanings of words, concepts, practices, or behaviors.",0.0
-"Identify and resolve equipment malfunctions, working with manufacturers or field representatives as necessary to procure replacement parts.",0.0
-Identify and resolve inconsistencies in interviewees' responses by means of appropriate questioning or explanation.,0.0
-Identify and respond to emergency physical or mental health situations.,0.0
-"Identify and select appropriate sustainable materials for use in landscape designs, such as recycled wood or recycled concrete boards for structural elements or recycled tires for playground bedding.",0.0
-"Identify and share research, recommendations, or other information regarding legal liabilities, risk management, or quality of care.",0.0
-"Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.",0.0
-Identify and treat spots on garments.,0.0
-Identify and troubleshoot equipment problems.,0.0
-Identify any health or safety issues related to planned weatherization projects.,0.0
-Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns.,0.918
-"Identify appropriate methods of specimen collection, preservation, or transport.",0.0
-Identify areas in need of pesticide treatment by analyzing geospatial data to determine insect movement and damage patterns.,0.0
-"Identify articles' fabrics and original dyes by sight and touch, or by testing samples with fire or chemical reagents.",0.0
-"Identify asbestos, lead, or other hazardous materials to be removed, using monitoring devices.",0.0
-Identify business problems or management objectives that can be addressed through data analysis.,0.0
-"Identify case issues and evidence needed, based on analysis of charges, complaints, or allegations of law violations.",0.0
-Identify cases of domestic abuse or other family problems and encourage students or parents to seek additional assistance from mental health professionals.,0.0
-"Identify children showing signs of emotional, developmental, or health-related problems and discuss them with supervisors, parents or guardians, and child development specialists.",0.0
-Identify compliance issues that require follow-up or investigation.,0.0
-"Identify correct anatomical and proportional point locations based on patients' anatomy and positions, contraindications, and precautions related to treatments, such as intradermal needles, moxibustion, electricity, guasha, or bleeding.",0.0
-"Identify corrective actions necessary to bring properties into compliance with applicable fire codes, laws, regulations, and standards, and explain these measures to property owners or their representatives.",0.0
-Identify cost-reduction or process-improvement logistic opportunities.,0.0
-Identify critical points in the manufacturing process and specify sampling procedures to be used at these points.,0.0
-"Identify culturally specific beliefs and practices affecting health status and access to services for distinct populations and communities, in collaboration with medical and public health officials.",0.0
-"Identify defective sectionalizing devices, circuit breakers, fuses, voltage regulators, transformers, switches, relays, or wiring, using wiring diagrams and electrical-testing instruments.",0.0
-"Identify defects in concrete or other building materials, using thermal or infrared testing.",0.0
-"Identify defects in solid materials, using ultrasonic testing techniques.",0.0
-"Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.",0.0
-"Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.",0.0
-Identify design alternatives for the development of new water resources.,0.0
-"Identify diseased or undesirable trees and remove them, using power saws or hand saws.",0.0
-Identify diseases or pests affecting landscaping and order appropriate treatments.,0.0
-"Identify educational, training, or other development opportunities for sustainability employees or volunteers.",0.0
-"Identify electrical, environmental, and safety hazards associated with photovoltaic (PV) installations.",0.0
-Identify emissions testing procedures and standards appropriate for the age and technology of vehicles.,0.0
-"Identify energy-conserving production or fabrication methods, such as by bending metal rather than cutting and welding or casting metal.",0.0
-Identify environmental contamination sources.,0.0
-"Identify environmental impacts caused by products, systems, or projects.",0.0
-Identify environmental impediments to client or patient progress through interviews and review of patient records.,0.0
-"Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.",0.0
-Identify environmental risks and develop risk management strategies for civil engineering projects.,0.0
-Identify environmental threats or opportunities associated with the development and launch of new technologies.,0.0
-"Identify equipment options, such as compressors, and make appropriate selections.",0.0
-"Identify factors that may affect patient management, such as age, gender, barriers to communication, and underlying disease.",0.0
-Identify funding sources and write grant proposals for eligible programs or services.,0.8611
-Identify group or individual target investors for a specific fund.,1.0
-Identify groups at risk for specific preventable diseases or injuries.,0.0
-"Identify hair problems, using microscopes and testing devices, or by sending clients' hair samples out to independent laboratories for analysis.",0.0
-Identify individual or transaction targets to direct intelligence collection.,0.0
-"Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays.",0.0
-Identify interested and qualified customers to provide them with additional information.,0.0
-Identify issues for research and analysis.,0.0
-"Identify key risks and mitigating factors of potential investments, such as asset types and values, legal and ownership structures, professional reputations, customer bases, or industry segments.",0.0
-Identify lawn or plant diseases to determine the appropriate course of treatment.,0.0
-"Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing.",0.0
-"Identify main client groups and audiences, determine the best way to communicate publicity information to them, and develop and implement a communication plan.",0.8656
-Identify malfunctioning equipment or devices.,0.0
-Identify materials appropriate for mechatronic system designs.,0.0
-"Identify means to reduce costs, minimize risks, or increase efficiency of solar installation projects.",0.0
-"Identify methods for distributing purified wastewater into rivers, streams, or oceans.",0.0
-Identify methods for interfacing Web application technologies with enterprise resource planning or other system software.,0.8449
-"Identify methods for laying out, orienting, and mounting modules or arrays to ensure efficient installation, electrical configuration, or system maintenance.",0.0
-Identify mistakes in reports and check with doctors to obtain the correct information.,0.0
-"Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions.",0.0
-Identify need for initial or supplemental project resources.,0.0
-"Identify new advertising markets, and propose products to serve them.",0.0
-Identify new applications for existing nanotechnologies.,0.0
-"Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.",0.0
-"Identify new threat tactics, techniques, or procedures used by cyber threat actors.",0.0
-Identify operational requirements for new systems to inform selection of technological solutions.,0.0
-"Identify opportunities for improvements in quality, cost, or efficiency of automation equipment.",0.0
-Identify opportunities for inventory reductions.,0.0
-"Identify opportunities for strategic improvement or mitigation of business interruption and other risks caused by business, regulatory, or industry-specific change initiatives.",0.0
-Identify opportunities or develop channels for purchase or sale of securities or commodities.,0.0
-"Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.",0.0
-"Identify opportunities or implement changes to improve manufacturing processes or products or to reduce costs, using knowledge of fabrication processes, tooling and production equipment, assembly methods, quality control standards, or product design, materials and parts.",0.0
-"Identify opportunities to buy green commodities, such as alternative energy, water, or carbon-neutral products for resale to consumers.",0.0
-"Identify opportunities to improve plant electrical equipment, controls, or process control methodologies.",0.0
-"Identify opportunities to improve the operation, maintenance, or energy efficiency of building or process systems.",0.0
-"Identify opportunities to reuse or recycle materials to minimize consumption of new materials, minimize waste, or to convert wastes to by-products.",0.0
-Identify or address interoperability requirements.,0.0
-"Identify or address malfunctions of hydroelectric plant operational equipment, such as generators, transformers, or turbines.",0.0
-"Identify or classify species of insects or allied forms, such as mites or spiders.",1.0
-"Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.",0.0
-"Identify or contact members of high-risk or otherwise targeted groups, such as members of minority populations, low-income populations, or pregnant women.",0.0
-Identify or create new sustainability indicators.,0.0
-Identify or define vehicle and system integration challenges for fuel cell vehicles.,0.0
-Identify or develop business rules or standard operating procedures to streamline operating processes.,0.0
-Identify or develop reverse-engineering tools to improve system capabilities or detect vulnerabilities.,0.0
-Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.,0.0
-"Identify or direct implementation of appropriate decontamination procedures, based on equipment and the size, nature, and type of contamination.",0.0
-Identify or document backup or recovery plans.,0.0
-Identify or implement solutions to information security problems.,0.0
-Identify or investigate new opportunities for materials to be collected and recycled.,0.0
-"Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.",0.0
-Identify or maintain links to and from other Web sites and check links to ensure proper functioning.,1.0
-"Identify or monitor current and potential customers, using business intelligence tools.",0.0
-Identify or procure needed resources to implement sustainability programs or projects.,0.0
-"Identify or qualify new suppliers in collaboration with other departments, such as procurement, engineering, or quality assurance.",0.0
-"Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides.",0.0
-Identify or separate waste products or materials for recycling or reuse.,0.0
-Identify patients at risk of complications due to nutritional status.,0.0
-Identify patients' age-specific needs and alter care plans as necessary to meet those needs.,0.0
-"Identify plants, pests, and weeds to determine the selection and application of pesticides and fertilizers.",0.0
-"Identify plumbing, electrical, environmental, or safety hazards associated with solar thermal installations.",0.0
-Identify possible sites for carbon sequestration projects.,0.0
-Identify potential for loss and develop strategies to eliminate it.,0.8568
-"Identify problems uncovered by testing or customer feedback, and correct problems or refer problems to appropriate personnel for correction.",0.0
-"Identify program deviance from standards, and suggest modifications to ensure compliance.",0.0
-"Identify project needs such as resources, staff, or finances by reviewing project objectives and schedules.",0.0
-"Identify prospective customers by using business directories, following leads from existing clients, participating in organizations and clubs, and attending trade shows and conferences.",0.9852
-"Identify prospective customers using business directories, leads from clients, or information from conferences or trade shows.",0.7239
-"Identify prospective customers, using business directories, leads from existing clients, participation in organizations, or trade show or conference attendance.",0.7239
-"Identify protocol problems, inform investigators of problems, or assist in problem resolution efforts, such as protocol revisions.",0.0
-"Identify psychological, emotional, or behavioral issues and diagnose disorders, using information obtained from interviews, tests, records, or reference materials.",0.0
-Identify quality problems and recommend solutions.,0.0
-Identify quality problems or areas for improvement and recommend solutions.,0.0
-"Identify relationships and trends in data, as well as any factors that could affect the results of research.",0.9542
-Identify relationships and trends or any factors that could affect the results of research.,0.7239
-"Identify relevant guidance documents, international standards, or consensus standards.",0.0
-"Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications.",0.0
-Identify resale opportunities and support them to achieve sales plans.,0.0
-"Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.",0.0
-"Identify security system weaknesses, using penetration tests.",0.0
-Identify short- and long-term impacts of environmental remediation activities.,0.0
-Identify signs of emotional or developmental problems in children and bring them to parents' or guardians' attention.,0.0
-Identify skill development needs for funeral home staff.,0.0
-"Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.",0.0
-"Identify spatial coordinates, using remote sensing and Global Positioning System (GPS) data.",0.0
-"Identify staff vacancies and recruit, interview, and select applicants.",0.0
-"Identify stations, and introduce or close shows, ad-libbing or using memorized or read scripts.",0.0
-Identify sustainable alternatives to industrial or waste-management practices.,0.0
-"Identify system data, hardware, or software components required to meet user needs.",0.8663
-"Identify target markets for designs, looking at factors such as age, gender, and socioeconomic status.",1.0
-"Identify the causes of networking problems, using diagnostic testing software and equipment.",0.0
-"Identify the etiology, pathogenesis, morphological change, and clinical significance of diseases.",0.0
-Identify the ownership of each piece of taxable property.,0.0
-Identify the particular health care needs of individuals in a community or target area.,0.0
-Identify tire size and ply and inflate tires accordingly.,0.0
-"Identify tissue structures or cell components to be used in the diagnosis, prevention, or treatment of diseases.",0.9568
-Identify training and development needs.,0.0
-Identify training needs or conduct training sessions for nursing students or medical staff.,0.0
-Identify transaction mistakes when debits and credits do not balance.,0.0
-Identify tubal and ectopic pregnancies and refer patients for treatments.,0.0
-"Identify vehicles in violation of parking codes, checking with dispatchers when necessary to confirm identities or to determine whether vehicles need to be booted or towed.",0.0
-"Identify visual impairments related to basic life skills in areas such as self care, literacy, communication, health management, home management, and meal preparation.",0.0
-"Identify, analyze, and document problems with program function, output, online screen, or content.",0.0
-"Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.",0.0
-"Identify, collect, record, or analyze data relevant to the nursing care of patients.",0.0
-"Identify, compare, classify, and file fingerprints, using systems such as Automated Fingerprint Identification System (AFIS) or the Henry Classification System.",0.0
-"Identify, compile, abstract, and code patient data, using standard classification systems.",0.9776
-"Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.",0.7316
-"Identify, develop, or implement intervention strategies, tutoring plans, or individualized education plans (IEPs) for students.",0.0
-"Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.",0.732
-"Identify, evaluate, or procure hardware or software for implementing online marketing campaigns.",0.0
-"Identify, investigate, or resolve security breaches.",0.9764
-"Identify, monitor, or treat pregnancy-related problems such as hypertension, gestational diabetes, pre-term labor, or retarded fetal growth.",0.0
-"Identify, pack, or transport hazardous or radioactive materials.",0.0
-"Identify, procure, or develop test equipment, instrumentation, or facilities for characterization of microelectromechanical systems (MEMS) applications.",0.0
-"Identify, pursue, and arrest suspects and perpetrators of criminal acts.",0.0
-"Identify, review, or select vendors or consultants to meet project needs.",0.9014
-"Identify, scale, and orient geodetic points, elevations, and other planimetric or topographic features, applying standard mathematical formulas.",0.0
-"Identify, standardize, and communicate levels of access and security.",0.8897
-"Identify, track, or maintain metrics for trading system operations.",1.0
-Idle motors and observe thermometers to determine the effectiveness of cooling systems.,0.0
-"Ignite burners to preheat products, or use torches to apply heat.",0.0
-"Ignite fuel in burners, using torches or flames.",0.0
-"Ignite torches or start power supplies and strike arcs by touching electrodes to metals being welded, completing electrical circuits.",0.0
-Immerse articles in bleaching baths to strip colors.,0.0
-Immerse completed workpieces into water or acid baths to cool and clean components.,0.0
-"Immerse eyeglass frames in solutions to harden, soften, or dye frames.",0.0
-"Immerse film, negatives, paper, or prints in developing solutions, fixing solutions, and water to complete photographic development processes.",0.0
-"Immerse objects to be coated or plated into cleaning solutions, or spray objects with conductive solutions to prepare them for plating.",0.0
-"Immerse pipe in chemical solution to remove dirt, oil, and scale.",0.0
-Immerse samples in chemical compounds to prepare them for testing.,0.0
-Immerse stones in prescribed chemical solutions to determine specific gravities and key properties of gemstones or substitutes.,0.0
-Immerse workpieces in coating solutions or liquid metal or plastic for specified times.,0.0
-Immerse workpieces into coating materials for specified times.,0.0
-"Immobilize patient for placement on stretcher and ambulance transport, using backboard or other spinal immobilization device.",0.0
-Immunize patients to protect them from preventable diseases.,0.0
-"Implement Web site security measures, such as firewalls or message encryption.",0.8362
-Implement airfield safety procedures to ensure a safe operating environment for personnel and aircraft operation.,0.0
-"Implement and coordinate mine safety programs, including the design and maintenance of protective and rescue equipment and safety devices.",0.0
-"Implement and evaluate staff, volunteer, or community training programs.",0.0
-Implement and maintain configuration control systems.,0.0
-"Implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.",0.8951
-Implement appropriate follow-up care plans.,0.0
-Implement appropriate industrial emergency response procedures.,0.0
-"Implement business rules via stored procedures, middleware, or other technologies.",0.978
-Implement catastrophic failure handlers to identify security breaches and prevent serious damage.,0.0
-"Implement changes to machine programs, and enter new specifications, using computers.",0.0
-"Implement controls to provide security for operating systems, software, and data.",0.9828
-"Implement corporate or departmental policies, procedures, and service standards in conjunction with management.",0.0
-Implement corrective action plans to solve organizational or departmental problems.,0.0
-"Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.",1.0
-"Implement energy schedules, including real-time transmission reservations or schedules.",0.0
-"Implement financial planning recommendations, or refer clients to someone who can assist them with plan implementation.",0.0
-"Implement grant-funded projects, monitoring and reporting progress in accordance with sponsoring agency requirements.",0.0
-"Implement load or switching orders in hydroelectric plants, in accordance with specifications or instructions.",0.0
-"Implement methods and procedures for disposition of discrepant material and defective or damaged parts, and assess cost and responsibility.",0.0
-"Implement new or enhanced methods or processes for the processing, testing, or manufacture of nanotechnology materials or products.",0.0
-Implement new or improved supply chain processes to improve efficiency or performance.,0.0
-"Implement new or modified plans in response to delays, bad weather, or construction site emergencies.",0.0
-Implement online customer service processes to ensure positive and consistent user experiences.,0.0
-Implement operational and emergency procedures.,0.0
-"Implement operational procedures, such as those controlling start-up or shut-down activities.",0.0
-Implement or monitor complaint processing systems to ensure effective and timely resolution of all complaint investigations.,0.0
-Implement or monitor processes to reduce property or financial losses.,0.0
-"Implement or oversee environmental management or sustainability programs addressing issues such as recycling, conservation, or waste management.",0.0
-"Implement or perform preventive maintenance, backup, or recovery procedures.",0.0
-Implement or test design solutions.,0.0
-"Implement program plans by ordering needed materials, scheduling speakers, reserving space, or handling other administrative details.",0.0
-"Implement scanning or other automated data entry procedures, using imaging devices and document imaging software.",0.9799
-"Implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls.",0.922
-"Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.",0.0
-"Implement specific customer requirements, such as internal reporting or customized transportation metrics.",0.0
-"Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors.",0.0
-Implement training programs on environmentally responsible building topics to update employee skills and knowledge.,0.0
-Implement treatment plans or protocols as directed by speech-language pathologists.,0.0
-"Implement updates, upgrades, and patches in a timely manner to limit loss of service.",0.0
-"Implement, or assist occupational therapists with implementing, treatment plans designed to help clients function independently.",0.0
-"Import text and art elements, such as electronic clip art or electronic files from photographs that have been scanned or produced with a digital camera, using computer software.",0.9347
-Impose payment deadlines on delinquent taxpayers and monitor payments to ensure that deadlines are met.,0.0
-Impose restrictions upon parties in civil cases until trials can be held.,0.0
-"Imprint or emboss lettering, designs, or numbers on book covers, using gold, silver, or colored foil, and stamping machines.",0.0
-Improve chemical processes to reduce toxic emissions.,0.0
-"Improve fuel efficiency by testing vehicles or components that use lighter materials, such as aluminum, magnesium alloy, or plastic.",0.0
-"Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.",0.945
-Improve user interfaces to bioinformatics software and databases.,0.0
-"Improvise instrumentally, vocally, or physically to meet client's therapeutic needs.",0.0
-Improvise music during performances.,0.0
-"Incise stomach and abdominal walls and probe internal organs, using trocar, to withdraw blood and waste matter from organs.",0.0
-Incise tissue layers in lower extremities to harvest veins.,0.0
-Incorporate experiential or site visit components into courses.,0.0
-Incorporate new manufacturing methods or processes to improve existing operations.,0.0
-"Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.",0.0
-Incorporate research findings into practice as appropriate.,0.0
-Incorporate security systems into exhibit layouts.,0.0
-"Incorporate technical considerations into Web site design plans, such as budgets, equipment, performance requirements, and legal issues including accessibility and privacy.",0.0
-"Incorporate technical considerations into Web site design plans, such as budgets, equipment, performance requirements, or legal issues including accessibility and privacy.",0.0
-"Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.",0.0
-"Indicate artifacts or interferences derived from sources outside of the brain, such as poor electrode contact or patient movement, on electroneurodiagnostic recordings.",0.0
-"Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.",0.0
-Inflate inner tubes and immerse them in water to locate leaks.,0.0
-"Inform Web site users of problems, problem resolutions, or application changes and updates.",0.0
-Inform and educate the public on fire prevention.,0.0
-"Inform and respond to public regarding wildlife and conservation issues, such as plant identification, hunting ordinances, and nuisance wildlife.",0.0
-"Inform athletes about nutrition, hydration, dietary supplements, or uses and possible consequences of medication.",0.0
-"Inform businesses, community groups, and governmental agencies about educational needs, available programs, and program policies.",0.8562
-Inform citizens of community services and recommend options to facilitate longer-term problem resolution.,0.0
-"Inform clients about tax benefits, government rebates, or other financial benefits of alternative-fuel vehicle purchases or energy-efficient home construction, improvements, or remodeling.",0.0
-"Inform clients of essential travel information, such as travel times, transportation connections, or medical and visa requirements.",0.0
-"Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments.",0.0
-"Inform coaches, trainers, or other interested parties regarding the medical conditions of athletes.",0.0
-Inform company employees or other interested parties of environmental issues.,0.0
-Inform customers about foreign currency regulations and compute transaction fees for currency exchanges.,0.0
-"Inform customers about issues related to responsible use and disposal of products, such as waste reduction or product or byproduct recycling or disposal.",0.0
-"Inform customers about the care, maintenance, and handling of various flowers and foliage, indoor plants, and other items.",0.0
-"Inform customers by mail or telephone of order information, such as unit prices, shipping dates, and any anticipated delays.",1.0
-"Inform customers of available options for advertisement artwork, and provide samples.",0.0
-Inform customers of contracts or other information pertaining to purchased services.,0.0
-Inform customers of daily specials.,0.0
-"Inform customers of estimated delivery schedules, service contracts, warranties, or other information pertaining to purchased products.",1.0
-"Inform customers of procedures for applying for services, such as ATM cards, direct deposit of checks, and certificates of deposit.",0.0
-Inform designated employees or departments of items loaded or problems encountered.,0.0
-Inform drivers of detour routes through construction sites.,0.0
-Inform farmers or farm managers of crop progress.,0.0
-"Inform financial decisions by analyzing financial information to forecast business, industry, or economic conditions.",0.7239
-"Inform health professionals, property owners, and the public about harmful properties and related problems of water pollution and contaminated wastewater.",0.0
-Inform importers and exporters of steps to reduce duties and taxes.,0.0
-Inform individuals and groups about the financial assistance available to college or university students.,0.0
-"Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.",0.0
-"Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.",0.9561
-"Inform job applicants of details such as duties and responsibilities, compensation, benefits, schedules, working conditions, or promotion opportunities.",0.0
-Inform job applicants of their acceptance or rejection of employment.,0.7895
-"Inform local, state, national, and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development, and economics.",0.0
-"Inform management about problems, such as employee disputes.",0.0
-"Inform offenders or inmates of requirements of conditional release, such as office visits, restitution payments, or educational and employment stipulations.",0.0
-Inform other screeners when baggage should not be opened because it might contain explosives.,0.0
-"Inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics.",0.9467
-"Inform parents and guardians of child's health problems and surgical procedures through various channels, such as in-person and telecommunication systems.",0.0
-"Inform passengers of how to mail prohibited items to themselves, or confiscate these items.",0.0
-Inform patients and refer to appropriate practitioners when diagnosis reveals findings outside physical therapy.,0.0
-Inform patients of how to prepare and supply birth sites.,0.0
-Inform patients or caregivers about study aspects and outcomes to be expected.,0.0
-"Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.",0.0
-Inform patrons of establishment specialties and features.,0.0
-"Inform personnel of changes in regulations and policies, implications of new or amended laws, and new techniques of police work.",0.0
-Inform physician of patient's condition during anesthesia.,0.0
-"Inform pilots about nearby planes or potentially hazardous conditions, such as weather, speed and direction of wind, or visibility problems.",0.0
-Inform regular customers of new products or services and price changes.,0.0
-"Inform staff of job responsibilities, performance expectations, client service standards, or corporate policies and guidelines.",0.0
-"Inform students and staff of types and methods of anesthesia administration, signs of complications, and emergency methods to counteract reactions.",0.0
-"Inform students of the procedures for completing and submitting class work, such as lab reports.",0.0
-Inform supervisors of equipment malfunctions that need to be addressed.,0.0
-"Inform supervisors when equipment is not working properly and when food and supplies are getting low, and order needed items.",0.0
-Inform supervisors when individual exposures or area radiation levels approach maximum permissible limits.,0.0
-Inform survivors of benefits for which they may be eligible.,0.0
-"Inform tenants of facilities, such as laundries or playgrounds.",0.0
-"Inform the public of available services, and of postal laws and regulations.",0.0
-Inform users of audio and videotaping service policies and procedures.,0.0
-Inform workers about interests or special needs of specific groups.,0.0
-"Initiate and direct efforts to foster tolerance, understanding, and appreciation of diversity in school communities.",0.0
-Initiate corrective actions or order plant shutdowns in emergency situations.,0.0
-Initiate emergency interventions to stabilize patients.,0.0
-"Initiate market research studies, or analyze their findings.",0.0
-Initiate online auctions through auction hosting sites or auction management software.,0.0
-Initiate or conduct airport-wide coordination of snow removal on runways and taxiways.,0.0
-Initiate or coordinate inventory or cost control programs.,0.0
-Initiate or coordinate searches for missing aircraft.,0.0
-Initiate procedures to close down or fine establishments violating environmental or health regulations.,0.0
-"Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistance.",0.0
-Initiate sales campaigns to meet sales and production expectations.,0.0
-"Initiate, facilitate, and moderate class discussions.",0.0
-"Initiate, facilitate, and moderate classroom discussions.",0.0
-"Initiate, review, or approve modifications to project plans.",0.0
-"Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government.",0.0
-Inject contrast media into patients' blood vessels.,0.0
-Inject contrast medium into patients' blood vessels.,0.0
-"Inject prepared animal semen into female animals for breeding purposes, by inserting nozzle of syringe into vagina and depressing syringe plunger.",0.0
-"Inoculate animals against various diseases, such as rabies or distemper.",0.0
-"Inoculate fertilized eggs, broths, or other bacteriological media with organisms.",0.0
-Input data into databases.,0.0
-"Input data, such as file numbers, new or updated information, or document information codes into computer systems to support document and information retrieval.",1.0
-"Input details of specimen processing, analysis, and technical issues into logs or laboratory information systems (LIS).",0.0
-Input details of specimens into logs or computer systems.,0.0
-Input initial part dimensions into machine control panels.,0.0
-Input production job settings into workstation terminals that control automated printing systems.,0.0
-Input specifications into computers to assist with pattern design and pattern cutting.,0.0
-Inquire about pesticides or chemicals to which animals may have been exposed.,0.0
-"Inquire into the cause, manner, and circumstances of human deaths and establish the identities of deceased persons.",0.0
-Insert arterial catheters or perform arterial punctures to obtain arterial blood samples.,0.0
-Insert book bodies in devices that form back edges of books into convex shapes and produce grooves that facilitate cover attachment.,0.0
-Insert control instructions into machine control units to start operation.,0.0
-Insert convex celluloid or cotton between eyeballs and eyelids to prevent slipping and sinking of eyelids.,0.0
-Insert cutting tools or bits into machines and secure them with wrenches.,0.0
-Insert detection instruments into wells with obstructions.,0.0
-"Insert film into top magazine reel, or thread film through a series of sprockets and guide rollers, attaching the end to a take-up reel.",0.0
-"Insert forming fixtures, and start machines that cut frozen products into measured portions or specified shapes.",0.0
-Insert heated metal forms into ties and touch up rough places with hand irons.,0.0
-Insert jacks or drive wedges behind saws to prevent binding of saws and to start trees falling.,0.0
-"Insert material for printing or addressing into loading racks on machines, select type or die sizes, and position plates, stencils, or tapes in machine magazines.",0.0
-Insert metal tubing through rail supports.,0.0
-Insert needles to provide acupuncture treatment.,0.0
-Insert new or repaired tumblers into locks to change combinations.,0.0
-Insert or remove urinary bladder catheters.,0.0
-Insert peripheral or central intravenous catheters.,0.0
-"Insert plugs into receptacles and bolt or screw leads to terminals to connect equipment to power sources, using hand tools.",0.0
-"Insert powder charges into chambers of sidewall sample-taking cylinders, and assemble cylinders, using special wrenches.",0.0
-Insert processed negatives and prints into envelopes for delivery to customers.,0.0
-"Insert sealing strips, wiring, insulating material, ladders, flanges, gauges, or valves, depending on types of structures being assembled.",0.0
-"Insert shims, adjust tension on nuts and bolts, or position parts, using hand tools and measuring instruments, to set specified clearances between moving and stationary parts.",0.0
-"Insert waterproof sealers, bullets, and/or powder charges into guns, and screw gun ports back into place.",0.0
-"Insert wedges and feathers into holes, and drive wedges with sledgehammers to split stone sections from masses.",0.0
-"Insert, pack, and pour explosives, such as dynamite, ammonium nitrate, black powder, or slurries into blast holes; then shovel drill cuttings, admit water into boreholes, and tamp material to compact charges.",0.0
-"Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.",0.0
-"Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.",0.0
-"Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety.",0.0
-"Inspect aircraft components to locate cracks, breaks, leaks, or other problems.",0.0
-"Inspect aircraft for defects and malfunctions, according to pre-flight checklists.",0.0
-Inspect airfield conditions to ensure compliance with federal regulatory requirements.,0.0
-Inspect airframes for wear or other defects.,0.0
-Inspect and adjust crane mechanisms or lifting accessories to prevent malfunctions or damage.,0.0
-Inspect and adjust rental items to meet needs of customer.,0.0
-Inspect and adjust security equipment to ensure it is operational or to detect evidence of tampering.,0.0
-"Inspect and adjust security systems, equipment, or machinery to ensure operational use and to detect evidence of tampering.",0.0
-"Inspect and clean cabins, checking for any problems and making sure that cabins are in order.",0.0
-"Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.",0.0
-"Inspect and count items received and check them against invoices or other documents, recording shortages and rejecting damaged goods.",0.0
-Inspect and evaluate the physical condition of facilities to determine the type of work required.,0.0
-"Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.",0.0
-"Inspect and maintain vehicle supplies and equipment, such as gas, oil, water, tires, lights, or brakes, to ensure that vehicles are in proper working condition.",0.0
-"Inspect and mark completed workpieces and stack them on pallets, in boxes, or on conveyors so that they can be moved to the next workstation.",0.0
-"Inspect and measure workpieces to mark for cuts and to verify the accuracy of cuts, using rulers, squares, or caliper rules.",0.0
-Inspect and monitor audio or video surveillance equipment to ensure it is working appropriately.,0.0
-"Inspect and monitor construction sites to ensure adherence to safety standards, building codes, or specifications.",0.0
-"Inspect and monitor work areas, examine tools and equipment, and provide employee safety training to prevent, detect, and correct unsafe conditions or violations of procedures and safety rules.",0.0
-Inspect and pack the final product.,0.0
-Inspect and remove defective products and packaging material.,0.0
-Inspect and repair or adjust propellers or propeller shafts.,0.0
-"Inspect and test docks, ships, buoyage systems, plant intakes or outflows, or underwater pipelines, cables, or sewers, using closed circuit television, still photography, and testing equipment.",0.0
-"Inspect and test electrical or electronic systems to locate and diagnose malfunctions, using visual inspections and testing instruments, such as oscilloscopes and voltmeters.",0.0
-"Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software.",0.0
-"Inspect and test equipment and circuits to identify malfunctions or defects, using wiring diagrams and testing devices such as ohmmeters, voltmeters, or ammeters.",0.0
-"Inspect and test equipment to locate damage or worn parts and diagnose malfunctions, or read work orders or schematic drawings to determine required repairs.",0.0
-"Inspect and test fire protection or fire detection systems to verify that such systems are installed in accordance with appropriate laws, codes, ordinances, regulations, and standards.",0.0
-"Inspect and test horses, sheep, poultry, or other animals to detect the presence of communicable diseases.",0.0
-"Inspect and test malfunctioning medical or related equipment, following manufacturers' specifications and using test and analysis instruments.",0.0
-"Inspect and test new and existing fire protection systems, fire detection systems, and fire safety equipment to ensure that they are operating properly.",0.0
-"Inspect and test operation, mechanical parts, and circuitry of gate crossings, signals, and signal equipment such as interlocks and hotbox detectors.",0.0
-"Inspect and test power lines and auxiliary equipment to locate and identify problems, using reading and testing instruments.",0.0
-"Inspect and test products to verify conformance to specifications, using precision measuring instruments or circuit testers.",0.0
-Inspect and test systems to verify system compliance with plans and specifications or to detect and locate malfunctions.,0.0
-Inspect and verify dimensions and clearances of parts to ensure conformance to factory specifications.,0.0
-Inspect animal housing facilities to determine their cleanliness and adequacy.,0.0
-"Inspect articles for defects, and remove damaged or worn parts, using hand tools.",0.0
-"Inspect assembled vessels or individual components, such as tubes, fittings, valves, controls, or auxiliary mechanisms, to locate any defects.",0.0
-"Inspect batteries for structural defects such as dented cans, damaged carbon rods and terminals, and defective seals.",0.0
-"Inspect biofuels plant or processing equipment regularly, recording or reporting damage and mechanical problems.",0.0
-"Inspect biomass gasification processes, equipment, and facilities for ways to maximize capacity and minimize operating costs.",0.0
-"Inspect biomass power plant or processing equipment, recording or reporting damage and mechanical problems.",0.0
-Inspect boarding and locking of open-top box cars and wedging of side-drop and hopper cars to prevent loss of material in transit.,0.0
-"Inspect brake systems, steering mechanisms, wheel bearings, and other important parts to ensure that they are in proper operating condition.",0.0
-"Inspect bridges, dams, highways, buildings, wiring, plumbing, electrical circuits, sewers, heating systems, or foundations during and after construction for structural quality, general safety, or conformance to specifications and codes.",0.0
-"Inspect buildings for fire hazards and compliance with fire prevention ordinances, testing and checking smoke alarms and fire suppression equipment as necessary.",0.0
-"Inspect buildings or building designs to determine fire protection system requirements and potential problems in areas such as water supplies, exit locations, and construction materials.",0.0
-"Inspect buildings to identify required weatherization measures, including repair work, modification, or replacement.",0.0
-"Inspect buildings to locate hazardous conditions and fire code violations, such as accumulations of combustible material, electrical wiring problems, and inadequate or non-functional fire exits.",0.0
-"Inspect buildings, equipment, or access points to determine security risks.",0.0
-"Inspect buildings, fences, fields or ranges, supplies, and equipment to determine work to be performed.",0.0
-"Inspect bundle packaging for conformance to regulations or customer requirements, and remove and batch packaging tickets.",0.0
-"Inspect cables or grappling devices for wear and install or replace cables, as needed.",0.0
-Inspect camp sites to ensure that campers are in compliance with forest use regulations.,0.0
-"Inspect canal and bridge equipment, and areas, such as roadbeds, for damage or defects, reporting problems to supervisors as necessary.",0.0
-Inspect cards and equipment to be used in games to ensure that they are in good condition.,0.0
-Inspect cards or equipment to be used in games to ensure they are in proper condition.,0.0
-"Inspect cargo, baggage, and personal articles entering or leaving U.S. for compliance with revenue laws and U.S. customs regulations.",0.0
-"Inspect carry-on items, using x-ray viewing equipment, to determine whether items contain objects that warrant further investigation.",0.0
-"Inspect cash on hand, notes receivable and payable, negotiable securities, and canceled checks to confirm records are accurate.",0.0
-"Inspect ceiling or floor tile, wall coverings, siding, glass, or woodwork to detect broken or damaged structures.",0.0
-"Inspect chains, belts, or scrolls for signs of wear.",0.0
-Inspect checked baggage for signs of tampering.,0.0
-"Inspect coated or plated areas for defects, such as air bubbles or uneven coverage.",0.0
-"Inspect commercial operations relating to fish or wildlife, recreation, or protected areas.",0.0
-"Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards.",0.0
-Inspect completed transportation projects to ensure compliance with environmental regulations.,0.0
-Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations.,0.0
-Inspect completed work to certify that maintenance meets standards and that aircraft are ready for operation.,0.0
-"Inspect completed work to ensure all hardware is tight, antennas are level, hangers are properly fastened, proper support is in place, or adequate weather proofing has been installed.",0.0
-"Inspect completed work to ensure conformance to specifications, standards, and contract requirements.",0.0
-"Inspect components of industrial equipment for accurate assembly and installation or for defects, such as loose connections or frayed wires.",0.0
-"Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.",0.0
-"Inspect condition of premises, and arrange for necessary maintenance or notify owners of maintenance needs.",0.0
-"Inspect conditions of locks, window bars, grills, doors, and gates at correctional facilities to ensure security and help prevent escapes.",0.0
-"Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.",0.0
-Inspect construction work on site to ensure its adherence to the design plans.,0.0
-"Inspect core samples to determine nature of strata, or take samples to laboratories for analysis.",0.0
-"Inspect couplings, air hoses, journal boxes, and handbrakes to ensure that they are securely fastened and functioning properly.",0.0
-"Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting.",0.0
-"Inspect derricks for flaws, and clean and oil derricks to maintain proper working conditions.",0.0
-"Inspect derricks, or order their inspection, prior to being raised or lowered.",0.0
-"Inspect developed film for specified results and quality, using magnifying glasses and scopes, forwarding acceptable negatives or positives to other workers or to customers.",0.0
-"Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes.",0.0
-Inspect dining and serving areas to ensure cleanliness and proper setup.,0.0
-Inspect each car periodically during runs.,0.0
-"Inspect electrical connections, wiring, relays, charging resistance boxes, and storage batteries, following wiring diagrams.",0.0
-"Inspect electrical systems, equipment, or components to identify hazards, defects, or the need for adjustment or repair, and to ensure compliance with codes.",0.0
-Inspect electrical units of railroad grade crossing gates and repair loose bolts and defective electrical connections and parts.,0.0
-"Inspect electronic equipment, instruments, products, or systems to ensure conformance to specifications, safety standards, or applicable codes or regulations.",0.0
-Inspect engines before and after use to ensure proper operation.,0.0
-"Inspect engines for wear or defective parts, using equipment or measuring devices.",0.0
-Inspect equipment and read order sheets to prepare for delivery to users.,0.0
-"Inspect equipment for leaks, diagnose malfunctions, and request repairs.",0.0
-"Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.",0.0
-Inspect equipment for wear and for conformance to specifications.,0.0
-Inspect equipment on a regular basis to ensure proper functioning.,0.0
-"Inspect equipment or monitor operating conditions, meters, and gauges to determine load requirements and detect malfunctions.",0.0
-"Inspect equipment or units to detect leaks or malfunctions, shutting equipment down, if necessary.",0.0
-"Inspect equipment to detect wear and damage and perform minor repairs, adjustments, or maintenance tasks, such as oiling parts.",0.0
-Inspect equipment to ensure that specifications are met or to detect any defects.,0.0
-"Inspect equipment, such as rides, games, and vehicles, to detect wear and damage.",0.0
-"Inspect etched work for depth of etching, uniformity, and defects, using calibrated microscopes, gauges, fingers, or magnifying lenses.",0.0
-Inspect event facilities to ensure that they conform to customer requirements.,0.0
-"Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.",0.0
-"Inspect facilities and equipment, such as emergency management centers and communications equipment, to determine their operational and functional capabilities in emergency situations.",0.0
-"Inspect facilities and recommend building or equipment modifications to ensure emergency readiness and compliance to access, safety, and sanitation regulations.",0.0
-Inspect facilities or installations to determine their environmental impact.,0.0
-Inspect facilities to determine maintenance needs.,0.0
-"Inspect facilities to monitor compliance with regulations governing substances, such as asbestos, lead, or wastewater.",0.0
-"Inspect facilities, machinery, or safety equipment to identify and correct potential hazards, and to ensure safety regulation compliance.",0.0
-"Inspect facilities, supplies, vehicles, and equipment to ensure conformance to standards.",0.0
-Inspect final compositions to ensure completeness and accuracy.,0.0
-"Inspect finished dies for smoothness, contour conformity, and defects.",0.0
-Inspect fire sites after flames have been extinguished to ensure that there is no further danger.,0.0
-Inspect fire suppression systems or portable fire systems to ensure proper working order.,0.0
-"Inspect fire, intruder detection, or other security systems.",0.0
-Inspect floors for smoothness.,0.0
-"Inspect food processing areas to ensure compliance with government regulations and standards for sanitation, safety, quality, and waste management.",0.0
-Inspect food products and processing procedures to determine whether products are safe to eat.,0.0
-"Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures.",0.0
-"Inspect freight cars for compliance with sealing procedures, and record car numbers and seal numbers.",0.0
-Inspect furnaces and equipment to locate defects and wear.,0.0
-"Inspect furrings, mechanical mountings, or masonry surfaces for plumbness and level, using spirit or water levels.",0.0
-Inspect game sites for compliance with regulations or safety requirements.,0.0
-"Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary.",0.0
-Inspect geothermal plant or injection well fields to verify proper equipment operations.,0.0
-"Inspect government property, such as construction sites or public housing, to ensure compliance with contract specifications or legal requirements.",0.0
-Inspect government-owned equipment or materials in the possession of private contractors to ensure compliance with contracts or regulations or to prevent misuse.,0.0
-"Inspect grounds, facilities, and equipment routinely to determine necessity of repairs or maintenance.",0.0
-"Inspect guest rooms, public areas, and grounds for cleanliness and appearance.",0.0
-"Inspect guests' rooms to ensure that they are adequately stocked, orderly, and comfortable.",0.0
-"Inspect hydroelectric facilities, including switchyards, control houses, or relay houses, for normal operation or adherence to safety standards.",0.0
-"Inspect images for quality, using magnetic resonance scanner equipment and laser camera.",0.0
-Inspect incoming loads of waste to identify contents and to screen for the presence of specific regulated or hazardous wastes.,0.0
-"Inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.",0.0
-Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations.,0.0
-"Inspect installation sites and study work orders, building plans, and installation manuals to determine materials requirements and installation procedures.",0.0
-Inspect installation sites.,0.0
-Inspect installed exhibits for conformance to specifications and satisfactory operation of special-effects components.,0.0
-"Inspect instruments to locate defects, and to determine their value or the level of restoration required.",0.0
-Inspect job sites to determine the extent of maintenance or repairs needed.,0.0
-"Inspect job sites, assessing headroom, side room, or other conditions to determine appropriateness of door for a given location.",0.0
-"Inspect landscape work to ensure compliance with specifications, evaluate quality of materials or work, or advise clients or construction personnel.",0.0
-"Inspect layouts and advertising copy, and edit scripts, audio, video, and other promotional material for adherence to specifications.",0.0
-"Inspect lens blanks to detect flaws, verify smoothness of surface, and ensure thickness of coating on lenses.",0.0
-"Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance.",0.0
-Inspect loads to ensure that cargo is secure.,0.0
-Inspect locomotives after runs to detect damaged or defective equipment.,0.0
-Inspect locomotives to detect damaged or worn parts.,0.0
-"Inspect locomotives to verify adequate fuel, sand, water, or other supplies before each run or to check for mechanical problems.",0.0
-Inspect machined parts to verify conformance to specifications.,0.0
-Inspect machinery to determine necessary adjustments and repairs.,0.0
-Inspect machinery to determine whether repairs are needed.,0.0
-Inspect machines and meters to determine causes of malfunctions and fix minor problems such as jammed bills or stuck products.,0.0
-"Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.",0.0
-Inspect mail for the presence of contraband.,0.0
-Inspect mail machine output for defects and determine how to eliminate causes of any defects.,0.0
-Inspect manholes to locate sewer line stoppages.,0.0
-Inspect manufactured or processed products to ensure compliance with contract specifications or legal requirements.,0.0
-Inspect marine equipment and machinery to draw up work requests and job specifications.,0.0
-Inspect markers to verify accurate installation.,0.0
-"Inspect materials and products for defects, and to ensure conformance to specifications.",0.0
-"Inspect materials, components, or products for surface defects and measure circuitry, using electronic test equipment, precision measuring instruments, microscope, and standard procedures.",0.0
-"Inspect materials, products, or equipment to detect defects or malfunctions.",0.0
-"Inspect materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.",0.0
-Inspect meals served for conformance to prescribed diets and standards of palatability and appearance.,0.0
-"Inspect meat products for defects, bruises or blemishes and remove them along with any excess fat.",0.0
-"Inspect merchandise or products to determine quality, value, or yield.",0.0
-"Inspect meters for unauthorized connections, defects, and damage, such as broken seals.",0.0
-"Inspect mining areas for unsafe structures, equipment, and working conditions.",0.0
-Inspect movie films to ensure that they are complete and in good condition.,0.0
-Inspect new construction and major improvements to existing structures to determine values.,0.0
-"Inspect new, repaired, or modified aircraft to identify damage or defects and to assess airworthiness and conformance to standards, using checklists, hand tools, and test instruments.",0.0
-Inspect newly installed energy-efficient equipment to ensure that it was installed properly and is performing according to specifications.,0.0
-Inspect oil and gas wells to determine that installations are completed.,0.0
-"Inspect operating units, such as towers, soap-spray storage tanks, scrubbers, collectors, or driers to ensure that all are functioning and to maintain maximum efficiency.",0.0
-"Inspect or evaluate building envelopes, mechanical systems, electrical systems, or process systems to determine the energy consumption of each system.",0.0
-"Inspect or evaluate workplace environments, equipment, or practices to ensure compliance with safety standards and government regulations.",0.0
-"Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.",0.0
-"Inspect or measure thin films of carbon nanotubes, polymers, or inorganic coatings, using a variety of techniques or analytical tools.",0.0
-"Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings.",0.0
-Inspect or repair fiberglass turbine blades.,0.0
-Inspect or review projects to monitor compliance with building and safety codes or other regulations.,0.0
-Inspect or review projects to monitor compliance with environmental regulations.,0.0
-"Inspect or test cleantech or green technology parts, products, or installations, such as fuel cells, solar panels, or air quality devices, for conformance to specifications or standards.",0.0
-"Inspect or test damaged machine parts, and mark defective areas or advise supervisors of repair needs.",0.0
-"Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals.",0.0
-"Inspect or test installed units, parts, systems, or assemblies for fit, alignment, performance, defects, or compliance with standards, using measuring instruments or test equipment.",0.0
-"Inspect or test lines or cables, recording and analyzing test results, to assess transmission characteristics and locate faults or malfunctions.",0.0
-"Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.",0.0
-Inspect or test parts to determine nature or cause of defects or malfunctions.,0.0
-"Inspect or test raw materials, parts, or products to determine compliance with environmental standards.",0.0
-"Inspect or test wiring installations, assemblies, or circuits for resistance factors or for operation, and record results.",0.0
-Inspect outgoing work for compliance with customers' specifications.,0.0
-Inspect parts for surface defects.,0.0
-"Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.",0.0
-Inspect passenger tickets to verify information and to obtain destination information.,0.0
-Inspect personal or business property.,0.0
-"Inspect physical condition of recycling or hazardous waste facility for compliance with safety, quality, and service standards.",0.0
-"Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.",0.0
-"Inspect physical security design features, installations, or programs to ensure compliance with applicable standards or regulations.",0.0
-"Inspect pipelines, tightening connections and lubricating valves as necessary.",0.0
-Inspect plants and bud ties to assess quality.,0.0
-Inspect playing fields to locate any items that could injure players.,0.0
-Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed.,0.0
-"Inspect premises to identify infestation source and extent of damage to property, wall, or roof porosity and access to infested locations.",0.0
-Inspect problem roofs to determine the best repair procedures.,0.0
-Inspect product load for accuracy and safely move it around the warehouse or facility to ensure timely and complete delivery.,0.0
-Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.,0.0
-Inspect products to ensure that specifications are met and to determine if machines need adjustment.,0.0
-Inspect products to ensure that the quality standards and specifications are met.,0.0
-Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.,0.0
-Inspect project site and evaluate contractor work to detect design malfunctions and ensure conformance to design specifications and applicable codes.,0.0
-Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.,0.0
-Inspect projection equipment prior to operation to ensure proper working order.,0.0
-"Inspect properties that store, handle, and use hazardous materials to ensure compliance with laws, codes, and regulations, and issue hazardous materials permits to facilities found in compliance.",0.0
-"Inspect properties, considering factors such as market value, location, and building or replacement costs to determine appraisal value.",0.0
-"Inspect property, examining its general condition, type of construction, age, and other characteristics, to decide if it is a good insurance risk.",0.0
-Inspect proposed building sites to determine suitability for construction.,0.0
-"Inspect proposed sites to identify structural elements of land areas or other important site information, such as soil condition, existing landscaping, or the proximity of water management facilities.",0.0
-"Inspect pulleys, drive belts, guards, or fences on machines to ensure that machines will operate safely.",0.0
-Inspect records or log book entries or communicate with plant personnel to assess equipment operating status.,0.0
-"Inspect recreational equipment, such as rope tows, T-bars, J-bars, or chair lifts, for safety hazards and damage or wear.",0.0
-Inspect recreational facilities for cleanliness.,0.0
-"Inspect recreational vehicles to diagnose problems and perform necessary adjustment, repair, or overhaul.",0.0
-"Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test-drive vehicles to ensure proper alignment and handling.",0.0
-Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly.,0.0
-"Inspect restrooms for cleanliness and availability of supplies, and clean restrooms when necessary.",0.0
-Inspect returned books for condition and due-date status and compute any applicable fines.,0.0
-"Inspect sample workpieces to verify conformance with specifications, using instruments such as gauges, micrometers, and dial indicators.",0.0
-Inspect sanitary conditions at public facilities.,0.0
-Inspect shipments to ensure that freight is securely braced and blocked.,0.0
-Inspect sites to assess environmental damage or monitor cleanup progress.,0.0
-"Inspect sites to determine physical configuration, such as device locations and conduit pathways.",0.0
-"Inspect soiled articles to determine sources of stains, to locate color imperfections, and to identify items requiring special treatment.",0.0
-"Inspect specified areas to ensure the presence of fire prevention equipment, safety equipment, or first-aid supplies.",0.0
-Inspect sporting equipment or examine participants to ensure compliance with event and safety regulations.,0.0
-"Inspect stations, uniforms, equipment, or recreation areas to ensure compliance with safety standards, taking corrective action as necessary.",0.0
-Inspect stock for imperfections or to estimate grades or qualities of stock or workpieces.,0.0
-"Inspect structures to assess material or equipment needs, to establish the sequence of pipe installations, or to plan installation around obstructions, such as electrical wiring.",0.0
-"Inspect supplies, equipment, and work areas to ensure efficient service and conformance to standards.",0.0
-"Inspect supplies, equipment, or work areas to ensure conformance to established standards.",0.0
-Inspect surface to be covered to ensure that it is firm and dry.,0.0
-"Inspect switch-controlling mechanisms on trolley wires and in track beds, using hand tools and test equipment.",0.0
-Inspect the cleanliness and practices of establishment employees.,0.0
-"Inspect the condition of stationary trains, rolling stock, and equipment.",0.0
-Inspect the condition of underwater steel or wood structures.,0.0
-Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.,0.0
-"Inspect the surface to be covered to determine its condition, and correct any imperfections that might show through carpet or cause carpet to wear unevenly.",0.0
-"Inspect tire casings for defects, such as holes or tears.",0.0
-Inspect track for defects such as broken rails and switch malfunctions.,0.0
-"Inspect tracks, cars, and engines for defects and to determine service needs, sending engines and cars for repairs as necessary.",0.0
-"Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.",0.0
-Inspect trees to determine if they have diseases or pest problems.,0.0
-Inspect trucks prior to beginning routes to ensure safe operating condition.,0.0
-"Inspect used parts to determine changes in dimensional requirements, using rules, calipers, micrometers, or other measuring instruments.",0.0
-Inspect vats after cleaning to ensure that fermentable residue has been removed.,0.0
-"Inspect vehicles and check gas, oil, and water levels prior to departure.",0.0
-Inspect vehicles for damage and record findings so that necessary repairs can be made.,0.0
-"Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations.",0.0
-"Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction.",0.0
-Inspect vehicles to detect any damage.,0.0
-Inspect vessels to ensure efficient and safe operation of vessels and equipment and conformance to regulations.,0.0
-"Inspect waste pretreatment, treatment, and disposal facilities and systems for conformance to federal, state, or local regulations.",0.0
-Inspect water-powered electric generators or auxiliary equipment in hydroelectric plants to verify proper operation or to determine maintenance or repair needs.,0.0
-"Inspect wiring connections, control panel hookups, door installations, and alignments and clearances of cars and hoistways to ensure that equipment will operate properly.",0.0
-Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.,0.0
-"Inspect work of aircraft mechanics performing maintenance, modification, or repair and overhaul of aircraft and aircraft mechanical systems to ensure adherence to standards and procedures.",0.0
-Inspect work performed to ensure that it meets specifications and established standards.,0.0
-"Inspect work progress, equipment, or construction sites to verify safety or to ensure that specifications are met.",0.0
-Inspect work sites for obstructions or holes that could cause structural weakness.,0.0
-Inspect work sites to identify physical hazards.,0.0
-"Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.",0.0
-"Inspect workplaces to ensure the absence of health and safety hazards, such as high noise levels, radiation, or potential lighting hazards.",0.0
-"Inspect worn tires for faults, cracks, cuts, and nail holes, and to determine if tires are suitable for retreading.",0.0
-"Inspect, adjust, or control radio equipment or airport lights.",0.0
-"Inspect, clean, and assemble molds before beginning work.",0.0
-"Inspect, clean, and repair drainage systems, bridges, tunnels, and other structures.",0.0
-"Inspect, clean, maintain, and repair equipment, using mechanics' hand tools, or report malfunctions to supervisors.",0.0
-"Inspect, clean, test, and maintain respiratory therapy equipment to ensure equipment is functioning safely and efficiently, ordering repairs when necessary.",0.0
-"Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.",0.0
-"Inspect, examine, and test the operation of parts or systems to evaluate operating condition and to determine if repairs are needed.",0.0
-"Inspect, examine, or test installed systems or pipe lines, using pressure gauge, hydrostatic testing, observation, or other methods.",0.0
-"Inspect, feel, and measure workpieces to ensure that surfaces and dimensions meet specifications.",0.0
-"Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.",0.0
-"Inspect, maintain, and replace batteries as needed.",0.0
-"Inspect, measure, or test completed metal workpieces to ensure conformance to specifications, using measuring and testing devices.",0.0
-"Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.",0.0
-"Inspect, operate, or test machinery or equipment to diagnose machine malfunctions.",0.0
-"Inspect, repair, and maintain automotive and mechanical equipment and machinery, such as pumps and compressors.",0.0
-"Inspect, repair, or replace brake systems.",0.0
-"Inspect, test, and adjust completed units to ensure that units meet specifications, tolerances, and customer order requirements.",0.0
-"Inspect, test, and listen to defective equipment to diagnose malfunctions, using test instruments such as handheld computers, motor analyzers, chassis charts, or pressure gauges.",0.0
-"Inspect, test, and measure completed work, using devices such as hand tools or gauges to verify conformance to standards or repair requirements.",0.0
-"Inspect, test, or measure materials, products, installations, or work for conformance to specifications.",0.0
-"Inspect, weigh, and measure mounted or unmounted lenses after completion to verify alignment and conformance to specifications, using precision instruments.",0.0
-"Inspect, weigh, and measure products to verify conformance to specifications, using instruments such as micrometers, calipers, magnifiers, or rulers.",0.0
-"Install accessories in swaging machines, using hand tools.",0.0
-"Install active solar systems, including solar collectors, concentrators, pumps, or fans.",0.0
-Install alarm and electronic access systems.,0.0
-"Install all necessary transmission equipment components, including antennas or antenna mounts, surge arrestors, transmission lines, connectors, or tower-mounted amplifiers (TMAs).",0.0
-"Install anchor bolts, steel plates, door sills and other fixtures in freshly poured concrete or pattern or stamp the surface to provide a decorative finish.",0.0
-"Install and adjust blades, cutterheads, boring-bits, or sanding-belts, using hand tools and rules.",0.0
-Install and adjust brakes and brake pads.,0.0
-Install and adjust speed and gear mechanisms.,0.0
-"Install and align repaired or replacement parts for subsequent riveting or welding, using clamps and wrenches.",0.0
-"Install and anchor fixtures in designated positions, using hand tools.",0.0
-Install and configure hypertext transfer protocol (HTTP) servers and associated operating systems.,0.0
-"Install and configure new equipment, including operating software or peripheral equipment.",0.8892
-Install and configure recreations of software production environments to allow testing of software performance.,0.0
-Install and configure wireless networking equipment.,0.0
-"Install and connect auxiliary equipment, such as microphones, amplifiers, disc playback machines, and lights.",0.0
-Install and maintain geothermal plant electrical protection equipment.,0.0
-Install and maintain geothermal system instrumentation or controls.,0.0
-"Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.",0.0
-"Install and repair agricultural irrigation, plumbing, and sprinkler systems.",0.0
-"Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms.",0.0
-"Install and seal air ducts, combustion air openings, or ventilation openings to improve heating and cooling efficiency.",0.0
-"Install and set up medical equipment, using hand tools.",0.0
-"Install appliances such as refrigerators, washing machines, and stoves.",0.0
-"Install assemblies, such as flashing, pipes, tubes, heating and air conditioning ducts, furnace casings, rain gutters, or downspouts in supportive frameworks.",0.0
-"Install attachments to machines for gluing, folding, printing, or cutting.",0.0
-"Install attic ventilation systems, such as turbine vents, gable or ridge vents, or conventional or solar-powered exhaust fans.",0.0
-Install automatic controls to regulate pipe systems.,0.0
-"Install auxiliary components to heating or cooling equipment, such as expansion or discharge valves, air ducts, pipes, blowers, dampers, flues, or stokers.",0.0
-Install blanket insulation between studs and tack plastic moisture barriers over insulation.,0.0
-"Install boilers, containers, and other structures.",0.0
-Install bookkeeping systems and resolve system problems.,0.0
-"Install booths, exhibits, displays, carpets, or drapes, as guided by floor plan of building or specifications.",0.0
-"Install broadcast equipment, troubleshoot equipment problems, and perform maintenance or minor repairs, using hand tools.",0.0
-"Install burners and auxiliary equipment, using hand tools.",0.0
-"Install carpet on some floors using adhesive, following prescribed method.",0.0
-Install casings to prevent cave-ins.,0.0
-"Install circulating pumps using pipe, fittings, soldering equipment, electrical supplies, and hand tools.",0.0
-"Install clay structures in melting tanks and drawing kilns to control the flow and temperature of molten glass, using hoists and hand tools.",0.0
-"Install color effects or image patterns, such as color filters, onto lighting fixtures.",0.0
-"Install copper or plastic plumbing using pipes, fittings, pipe cutters, acetylene torches, solder, wire brushes, sand cloths, flux, plastic pipe cleaners, or plastic glue.",0.0
-"Install copper-clad ground rods, using a manual post driver.",0.0
-"Install decorations, such as flags, banners, festive lights, or bunting on or in building, street, exhibit hall, or booth.",0.0
-"Install dehumidifiers or related equipment for spaces that require cool, dry air to operate efficiently, such as computer rooms.",0.0
-"Install dies onto machines or presses and coat dies with parting agents, according to work order specifications.",0.0
-"Install dies, cutters, and extensions to screeds onto machines, using hand tools.",0.0
-"Install dies, machine screws, and sizing rings on machines that extrude thermoplastic or metal materials.",0.0
-"Install dock seals, bumpers, or shelters.",0.0
-"Install door frames, rails, steel rolling curtains, electronic-eye mechanisms, or electric door openers and closers, using power tools, hand tools, and electronic test equipment.",0.0
-"Install door hardware, such as locks and closers.",0.0
-"Install doors, hatches, brackets, and clips.",0.0
-"Install electrical and electronic components, assemblies, and systems in aircraft, using hand tools, power tools, or soldering irons.",0.0
-"Install electrical assemblies and wiring in aircraft camera housings and memory cards or film in cameras, following blueprints and using hand tools and soldering equipment.",0.0
-Install electrical cables or wire fixtures.,0.0
-"Install electrical equipment such as air-conditioning, heating, or ignition systems and components such as generator brushes and commutators, using hand tools.",0.0
-"Install electrical or electronic parts and hardware in housings or assemblies, using soldering equipment and hand tools.",0.0
-Install electrical wires and controls by attaching conduit along shaft walls from floor to floor and pulling plastic-covered wires through the conduit.,0.0
-"Install engine controls, propeller shafts, or propellers.",0.0
-"Install equipment and accessories, such as stereos, navigation equipment, communication equipment, and security systems.",0.0
-Install equipment such as amplifiers or repeaters to maintain the strength of communications transmissions.,0.0
-"Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.",0.0
-Install equipment to improve the energy or operational efficiency of residential or commercial buildings.,0.0
-"Install equipment, such as instrumentation, test equipment, engines, or aftermarket products, to ensure proper interfaces.",0.0
-"Install equipment, such as spray units, cutting blades, or screens, using hand tools.",0.0
-"Install expansion and control valves, using acetylene torches and wrenches.",0.0
-"Install experimental parts or assemblies, such as hydraulic systems, electrical wiring, lubricants, or batteries into machines or mechanisms.",0.0
-"Install fixtures, appliances, or equipment designed to reduce water or energy consumption.",0.0
-"Install fixtures, outlets, terminal boards, switches, and wall boxes, using hand tools.",0.0
-"Install flat-plat, evacuated glass, or concentrating solar collectors on mounting devices, using brackets or struts.",0.0
-"Install gas burners to convert furnaces from wood, coal, or oil.",0.0
-Install gas pipes and water lines to connect appliances to existing gas lines or plumbing.,0.0
-"Install gauges, stream flow recorders, and soil moisture measuring instruments, and collect and record data from them to assist with watershed analysis.",0.0
-Install gears and holding devices on conveyor equipment.,0.0
-"Install green architectural sheet metal components, such as cool roofs or hot or cold walls.",0.0
-"Install green plumbing equipment, such as faucet flow restrictors, dual-flush or pressure-assisted flush toilets, or tankless hot water heaters.",0.0
-"Install ground leads and connect power cables to equipment, such as motors.",0.0
-"Install ground rigging for yarding lines, attaching chokers to logs and to the lines.",0.0
-"Install guide wires on exterior surfaces of buildings to indicate thickness of plaster or stucco and nail wire mesh, lath, or similar materials to the outside surface to hold stucco in place.",0.0
-Install handrails under the direction of a carpenter.,0.0
-"Install hardware, such as hinges, handles, catches, or drawer pulls, using hand tools.",0.0
-Install heat exchangers and heat exchanger fluids according to installation manuals and schematics.,0.0
-"Install holding fixtures, cams, gears, and stops to control stock and tool movement, using hand tools, power tools, and measuring instruments.",0.0
-Install horizontal and vertical metal or wooden studs to frames so that wallboard can be attached to interior walls.,0.0
-"Install layers of vegetation-based green roofs, including protective membranes, drainage, aeration, water retention and filter layers, soil substrates, irrigation materials, and plants.",0.0
-Install lightning protection on trees.,0.0
-"Install machines, making the necessary water and electrical connections in compliance with codes.",0.0
-"Install manholes, handholes, taps, tubes, valves, gauges, or feedwater connections in drums of water tube boilers, using hand tools.",0.0
-"Install mechanical linkages and actuators, using tensiometers to verify tension of cables.",0.0
-"Install metal lath where plaster applications will be exposed to weather or water, or for curved or irregular surfaces.",0.0
-Install metal molding at wall corners to secure wallboard.,0.0
-"Install module array interconnect wiring, implementing measures to disable arrays during installation.",0.0
-"Install monitoring system components, such as flow meters, temperature gauges, and pressure gauges, according to system design and manufacturer specifications.",0.0
-Install motorcycle accessories.,0.0
-"Install network software, including security or firewall software.",0.0
-"Install new foam dams on pinchwelds, if required.",0.0
-"Install new fuses, electrical cables, or power sources as required.",0.0
-"Install new hardware or software systems or components, ensuring integration with existing network systems.",0.0
-Install new robotic systems in stationary positions or on tracks.,0.0
-Install new tires and tubes.,0.0
-"Install or adjust bindery machine devices, such as knives, guides, rollers, rounding forms, creasing rams, or clamps, to accommodate sheets, signatures, or books of specified sizes.",0.0
-"Install or calibrate electrical or mechanical equipment, such as motors, engines, switchboards, relays, switch gears, meters, pumps, hydraulics, or flood channels.",0.0
-"Install or configure Web server software or hardware to ensure that directory structure is well-defined, logical, and secure, and that files are named properly.",0.0
-"Install or maintain electrical control systems, industrial automation systems, or electrical equipment, including control circuits, variable speed drives, or programmable logic controllers.",0.0
-"Install or maintain landscaped areas, performing tasks such as removing snow, pouring cement curbs, or repairing sidewalks.",0.0
-Install or program computer hardware or machine or instrumentation software in microprocessor-based systems.,0.0
-"Install or remove special equipment, such as tire chains, grader blades, plow blades, or sanders.",0.0
-Install or repair accessories.,0.0
-"Install or repair air purification systems, such as specialized filters or ultraviolet (UV) light purification systems.",0.0
-"Install or repair network cables, including fiber optic cables.",0.0
-Install or repair sanitary or stormwater sewer structures or pipe systems.,0.0
-Install or repair self-contained ground source heat pumps or hybrid ground or air source heat pumps to minimize carbon-based energy consumption and reduce carbon emissions.,0.0
-"Install or repair tower lighting components, including strobes, beacons, or lighting controllers.",0.0
-"Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools.",0.0
-"Install or use instruments such as lasers, grade rods, or transit levels.",0.0
-Install outer doors and door frames at elevator entrances on each floor of a structure.,0.0
-"Install partially overlapping layers of material over roof insulation surfaces, using chalk lines, gauges on shingling hatchets, or lines on shingles.",0.0
-"Install photovoltaic (PV) systems in accordance with codes and standards, using drawings, schematics, and instructions.",0.0
-Install pilings or footings for piers or bridges.,0.0
-"Install pipe assemblies, fittings, valves, appliances such as dishwashers or water heaters, or fixtures such as sinks or toilets, using hand or power tools.",0.0
-"Install pipe systems to support alternative energy-fueled systems, such as geothermal heating or cooling systems.",0.0
-"Install plumbing, such as dip tubes, port fittings, drain tank valves, pressure temperature relief valves, or tanks, according to manufacturer specifications and building codes.",0.0
-"Install pre-assembled metal or wood frameworks for windows or doors to be fitted with glass panels, using hand tools.",0.0
-"Install preformed metal scaffolding in interiors of cupolas, using hand tools.",0.0
-Install pressure-control devices onto wellheads.,0.0
-"Install protective devices, such as bracing, padding, or strapping, to prevent shifting or damage to items being transported.",0.0
-Install refractory bricks or other heat-resistant materials in fireboxes of pressure vessels.,0.0
-"Install regulators and related equipment such as gas meters, odorization units, and gas pressure telemetering equipment.",0.0
-"Install repaired equipment in various settings, such as industrial or military establishments.",0.0
-Install repaired parts into equipment or install new equipment.,0.0
-Install replacement glass in vehicles.,0.0
-Install required labels on solar system components and hardware.,0.0
-"Install robot and modify its program, using teach pendant.",0.0
-"Install rock gardens, ponds, decks, drainage systems, irrigation systems, retaining walls, fences, planters, or playground equipment.",0.0
-"Install rotary knives on flexible cables mounted on machine reels, according to the diameters of pipes to be cleaned.",0.0
-"Install rough door and window frames, subflooring, fixtures, or temporary supports in structures undergoing construction or repair.",0.0
-Install rubber channeling strips around edges of glass or frames to weatherproof windows or to prevent rattling.,0.0
-"Install safes, vault doors, and deposit boxes according to blueprints, using equipment such as power drills, taps, dies, truck cranes, and dollies.",0.0
-Install safety devices on machinery or direct device installation.,0.0
-"Install sewer, water, or storm drain pipes, using pipe-laying machinery or laser guidance equipment.",0.0
-Install sheet metal around insulated pipes with screws to protect the insulation from weather conditions or physical damage.,0.0
-Install skylights on roofs to increase natural light inside structures or to reduce energy costs.,0.0
-"Install solar collector mounting devices on tile, asphalt, shingle, or built-up gravel roofs, using appropriate materials and penetration methods.",0.0
-"Install solar roofing systems that have energy-collecting photovoltaic panels built into roofing membranes, shingles, or tiles.",0.0
-Install solar thermal system controllers and sensors.,0.0
-Install storm windows or storm doors and verify proper fit.,0.0
-"Install straps, braces, and padding to loads to prevent shifting or damage during shipment.",0.0
-"Install structures or fixtures, such as windows, frames, floorings, trim, or hardware, using carpenters' hand or power tools.",0.0
-"Install systems of recording costs or other financial and budgetary data or provide advice on such systems, based on examination of current financial records.",0.573
-"Install telephone station equipment, such as intercommunication systems, transmitters, receivers, relays, and ringers, and related apparatus, such as coin collectors, telephone booths, and switching-key equipment.",0.0
-Install tools in spindles.,0.0
-"Install underground storm, sanitary, or water piping systems, extending piping as needed to connect fixtures and plumbing.",0.0
-"Install updated software and programs that maintain existing software or provide requested features, such as time-correlated call routing.",0.0
-Install vapor barriers or layers of insulation on flat roofs.,0.0
-"Install various types of bolts, including truss, glue, and resin bolts, traversing entire ceiling spans.",0.0
-Install watt-hour meters and connect service drops between power lines and consumers' facilities.,0.0
-"Install, adjust, and operate electronic equipment to record, edit, and transmit radio and television programs, motion pictures, video conferencing, or multimedia presentations.",0.0
-"Install, adjust, and remove dies, synchronizing cams, forging hammers, and stop guides, using overhead cranes or other hoisting devices, and hand tools.",0.0
-"Install, adjust, and repair stationary and mobile radio transmitting and receiving equipment and two-way radio communication systems.",0.0
-"Install, adjust, or repair hydraulic or electromagnetic automatic lift mechanisms used to raise and lower automobile windows, seats, and tops.",0.0
-"Install, align, and adjust neck rings, press plungers, and feeder tubes.",0.0
-"Install, align, and lock specified punches, dies, cutting blades, or other fixtures in rams or beds of machines, using gauges, templates, feelers, shims, and hand tools.",0.0
-"Install, arrange, assemble, and prepare artifacts for exhibition, ensuring the artifacts' safety, reporting their status and condition, and identifying and correcting any problems with the set up.",0.0
-"Install, calibrate, operate, or maintain robots.",0.0
-"Install, calibrate, or maintain sensors, mechanical controls, GPS-based vehicle guidance systems, or computer settings.",0.0
-"Install, connect, or adjust thermostats, humidistats, or timers.",0.0
-"Install, connect, or test underground or aboveground grounding systems.",0.0
-"Install, inspect and test electric meters, relays, and power sources to detect causes of malfunctions and inaccuracies, using hand tools and testing equipment.",0.0
-"Install, inspect, clean, or repair piping or valves.",0.0
-"Install, inspect, maintain, and repair various railroad service equipment on the road or in the shop, including railroad signal systems.",0.0
-"Install, level, and align components such as gears, chains, dies, cutters, and needles.",0.0
-"Install, level, and align components, such as gears, chains, guides, dies, cutters, or needles, to set up machinery for operation.",0.0
-"Install, level, and align machine components such as gears, chains, guides, dies, cutters, or needles to set up machinery for operation.",0.0
-"Install, maintain, and calibrate instruments such as those that monitor water levels, rainfall, and sediments.",0.0
-"Install, maintain, and repair animal care facility equipment, such as infrared lights, feeding devices, and cages.",0.0
-"Install, maintain, and repair electrical distribution and transmission systems, including conduits, cables, wires, and related equipment, such as transformers, circuit breakers, and switches.",0.0
-"Install, maintain, or repair ground or water source-coupled heat pumps to heat and cool residential or commercial building air or water.",0.0
-"Install, maintain, or repair hoses, pumps, filters, or screens to maintain processing equipment, using hand tools.",0.0
-"Install, maintain, or repair security systems, alarm devices, or related equipment, following blueprints of electrical layouts and building plans.",0.0
-"Install, maintain, or use software testing programs.",0.0
-"Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems.",0.0
-"Install, program, or repair programmable controllers, robot controllers, end-of-arm tools, or conveyors.",0.0
-"Install, repair, and replace equipment or accessories, such as handlebars, stands, lights, and seats.",0.0
-"Install, repair, and replace units, fixtures, appliances, and other items and systems in mobile and modular homes, prefabricated buildings, or travel trailers, using hand tools or power tools.",0.0
-"Install, repair, or replace safety glass and related materials, such as back glass heating elements, on vehicles or equipment.",0.0
-"Install, repair, or replace single-ply roofing systems, using waterproof sheet materials such as modified plastics, elastomeric, or other asphaltic compositions.",0.0
-"Install, replace, or change machine parts and attachments, according to production specifications.",0.0
-"Install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders.",0.0
-"Install, test, or maintain radio frequency identification device (RFID) systems.",0.0
-Institute civil and criminal prosecutions and cooperate with other law enforcement agencies in the investigation and prosecution of those in violation of immigration or customs laws.,0.0
-"Instruct and assist children in the development of health and personal habits, such as eating, resting, and toilet behavior.",0.0
-"Instruct and counsel patients about prescribed therapeutic regimens, normal growth and development, family planning, emotional problems of daily living, and health maintenance.",0.0
-"Instruct and drill fire department personnel in assigned duties, including firefighting, medical care, hazardous materials response, fire prevention, and related subjects.",0.0
-Instruct and monitor students in the use and care of equipment and materials to prevent injuries and damage.,0.0
-Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.,0.0
-Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.,0.0
-Instruct and monitor students in the use of equipment and materials to prevent injuries and damage.,0.0
-"Instruct camera operators regarding camera setups, angles, distances, movement, and variables and cues for starting and stopping filming.",0.0
-Instruct children about the dangers of fire.,0.0
-"Instruct children in health and personal habits, such as eating, resting, and toilet habits.",0.0
-"Instruct children in safe behavior, such as seeking adult assistance when crossing the street and avoiding contact with unsafe objects.",0.0
-Instruct clients in how to wear and care for eyeglasses.,0.0
-"Instruct clients in techniques for more effective communication, such as sign language, lip reading, or voice improvement.",0.0
-"Instruct coaches, athletes, parents, medical personnel, or community members in the care and prevention of athletic injuries.",0.0
-"Instruct cooks or other workers in the preparation, cooking, garnishing, or presentation of food.",0.0
-Instruct customers in alteration of products.,0.0
-"Instruct customers in the installation, repair, or maintenance of products.",0.0
-Instruct customers on the safe and proper use of equipment.,0.0
-"Instruct customers regarding operation and care of appliances, and provide information such as emergency service numbers.",0.0
-Instruct dental officers and technical assistants in orthodontic procedures and techniques.,0.0
-Instruct emergency medical response team about emergency interventions to ensure correct application of procedures.,0.0
-Instruct employees or provide on-the-job training.,0.0
-"Instruct in use of voice, video, and data communications systems.",0.7015
-Instruct individuals and groups on ways to preserve health and prevent disease.,0.0
-"Instruct individuals in career development techniques, such as job search and application strategies, resume writing, and interview skills.",0.0
-"Instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results.",0.0
-"Instruct individuals or groups in the use of art media, such as paint, clay, or yarn.",0.0
-"Instruct individuals, families, or other groups on topics such as health education, disease prevention, or childbirth and develop health improvement programs.",0.0
-Instruct interns and residents in the diagnosis and treatment of temporary or permanent physically disabling conditions.,0.0
-Instruct interns or residents in diagnosis and treatment of dermatological diseases.,0.0
-"Instruct interns, residents, or others in ophthalmologic procedures and techniques.",0.0
-Instruct jockeys in handling specific horses during races.,0.0
-"Instruct juries on applicable laws, direct juries to deduce the facts from the evidence presented, and hear their verdicts.",0.0
-Instruct medical staff or students in magnetic resonance imaging (MRI) procedures or equipment operation.,0.0
-"Instruct medical students, graduate students, or others in methods or procedures for diagnosis and management of genetic disorders.",0.0
-Instruct new workers in machine operation.,0.0
-"Instruct novices in climbing techniques, mountaineering, and wilderness survival, and demonstrate use of hunting, fishing, and climbing equipment.",0.0
-"Instruct nurses, residents, interns, students, or other staff on topics such as anesthetic techniques, pain management and emergency responses.",0.0
-"Instruct nursing staff in areas such as the assessment, development, implementation, and evaluation of disability, illness, management, technology, or resources.",0.0
-"Instruct or advise clients on issues, such as household cleanliness, utilities, hygiene, nutrition, or infant care.",0.0
-Instruct other pilots and student pilots in aircraft operations and the principles of flight.,0.0
-Instruct other pilots and student pilots in aircraft operations.,0.0
-Instruct other workers in machine set-up and operation.,0.0
-"Instruct others in program methods, procedures, or functions.",0.0
-Instruct others in the selection and use of bioinformatics tools.,0.6673
-Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.,0.0
-"Instruct participants in skiing, swimming, or other recreational activities and provide safety precaution information.",0.0
-Instruct parties about timing of court appearances.,0.0
-Instruct patient and family in treatment procedures to be continued at home.,0.0
-"Instruct patient in activities and techniques, such as sports, dance, music, art, or relaxation techniques, designed to meet their specific physical or psychological needs.",0.0
-"Instruct patients and families in work, social, and living skills, the care and use of adaptive equipment, and other skills to facilitate home and work adjustment to disability.",0.0
-Instruct patients in oral hygiene and plaque control programs.,0.0
-"Instruct patients in proper body mechanics and in ways to improve functional mobility, such as aquatic exercise.",0.0
-Instruct patients in the care and use of contact lenses.,0.0
-Instruct patients in the use and care of orthoses and prostheses.,0.0
-Instruct patients in use of prosthetic or orthotic devices.,0.0
-"Instruct patients, parents, teachers, or employers in communication strategies to maximize effective receptive communication.",0.0
-"Instruct patrons on how to use reference sources, card catalogs, and automated information systems.",0.0
-Instruct people who seek conversion to a particular faith.,0.0
-Instruct personnel in radiation safety procedures and demonstrate use of protective clothing and equipment.,0.0
-"Instruct radiologic staff in desired techniques, positions, or projections.",0.0
-"Instruct research staff in scientific and procedural aspects of studies including standards of care, informed consent procedures, or documentation procedures.",0.0
-Instruct sales staff in color coordination of clothing racks or counter displays.,0.0
-"Instruct special needs students in academic subjects, using a variety of techniques, such as phonetics, multisensory learning, or repetition to reinforce learning and meet students' varying needs.",0.0
-Instruct staff in quality control and analytical procedures.,0.0
-"Instruct staff in work policies and procedures, and the use and maintenance of equipment.",0.0
-Instruct staff on how to handle difficult and complicated sales.,0.7846
-"Instruct student nurse midwives, medical students, or residents on the birthing process.",0.0
-"Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, and food preparation.",0.0
-"Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, or food preparation.",0.0
-"Instruct students in the knowledge and skills required in a specific occupation or occupational field, using a systematic plan of lectures, discussions, audio-visual presentations, and laboratory, shop, and field studies.",0.0
-"Instruct students individually and in groups, adapting teaching methods to meet students' varying needs and interests.",0.0
-"Instruct students individually and in groups, using teaching methods such as lectures, discussions, and demonstrations.",0.0
-"Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.",0.0
-"Instruct students, using adapted physical education techniques, to improve physical fitness, gross motor skills, perceptual motor skills, or sports and game achievement.",0.0
-"Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.",0.8533
-"Instruct trainees in use of television production equipment, filming of events, and copying and editing graphics or sound onto videotape.",0.0
-Instruct undergraduate and graduate students within the areas of cellular or molecular biology.,0.0
-"Instruct vendors or contractors on quality guidelines, testing procedures, or ways to eliminate deficiencies.",0.0
-"Instruct workers to regulate air conditioning, lighting, and heating in passenger cars to ensure passengers' comfort.",0.0
-Instruct workers to set warning signals in front and at rear of trains during emergency stops.,0.0
-"Instruct, motivate, safeguard, and assist patients as they practice exercises or functional activities.",0.0
-"Instruct, motivate, safeguard, or assist patients practicing exercises or functional activities, under direction of medical staff.",0.0
-"Instruct, or assist in instructing, patients and families in home programs, basic living skills, or the care and use of adaptive equipment.",0.0
-"Insure cargo against loss, damage, or pilferage.",0.0
-Integrate academic and vocational curricula so that students can obtain a variety of skills.,0.0
-"Integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods.",0.961
-"Integrate behavioral, developmental, improvisational, medical, or neurological approaches into music therapy treatments.",0.0
-Integrate electric drive subsystems with other vehicle systems to optimize performance or mitigate faults.,0.0
-Integrate electrical systems with renewable energy systems to improve overall efficiency.,0.0
-Integrate engineering elements into unified architectural designs.,0.0
-"Integrate environmental information into product or company marketing strategies, policies, or activities.",0.0
-Integrate existing land features or landscaping into designs.,0.0
-Integrate hot water heater systems with geothermal heat exchange systems.,0.0
-Integrate human factors requirements into operational hardware.,0.0
-"Integrate nanotechnology with antimicrobial properties into products, such as household or medical appliances, to reduce the development of bacteria or other microbes.",0.0
-Integrate online retailing strategy with physical or catalogue retailing operations.,0.0
-Integrate other geospatial data sources into projects.,0.0
-Integrate remotely sensed data with other geospatial data.,0.0
-"Integrate robotics with peripherals, such as welders, controllers, or other equipment.",0.0
-"Integrate software or hardware components, using computer, microprocessor, or control architecture.",0.0
-"Integrate tags, readers, or software in radio frequency identification device (RFID) designs.",0.0
-"Interact with clients to assist them in gaining insight, defining goals, and planning action to achieve effective personal, social, educational, or vocational development and adjustment.",0.0
-"Interact with the public to answer traffic-related questions, respond to complaints or requests, or discuss traffic control ordinances, plans, policies, or procedures.",0.0
-Interpret administrative and operating policies and procedures for employees.,0.0
-Interpret aerial or ortho photographs.,0.0
-"Interpret and analyze policies, public issues, legislation, or the operations of governments, businesses, and organizations.",0.8627
-Interpret and communicate work procedures and company policies to staff.,0.0
-Interpret and enforce government acts and regulations and explain required standards to agricultural workers.,0.0
-Interpret and enforce provisions of state education codes and rules and regulations of state education boards.,0.0
-Interpret and enforce rules of procedure or establish new rules in situations where there are no procedures already established by law.,0.0
-"Interpret and explain human resources policies, procedures, laws, standards, or regulations.",0.7865
-"Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights.",0.0
-"Interpret and explain laws and regulations to travelers, prospective immigrants, shippers, and manufacturers.",0.0
-"Interpret and explain plans and contract terms to representatives of the owner or developer, including administrative staff, workers, or clients.",0.7806
-"Interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.",0.7833
-Interpret blueprints and drawings to determine specifications and to calculate the materials required.,0.0
-Interpret budget directives and establish policies for carrying out directives.,0.0
-Interpret chemical reactions visible through sight glasses or on television monitors and review laboratory test reports for process adjustments.,0.0
-Interpret civil rights laws and equal opportunity regulations for individuals or employers.,0.7239
-Interpret clinical or diagnostic test results.,0.5
-Interpret contractual agreements for employers and employees engaged in collective bargaining or other labor relations processes.,0.0
-"Interpret data from traffic modeling software, geographic information systems, or associated databases.",0.0
-"Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.",0.9793
-"Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs.",0.9565
-"Interpret data, reports, maps, photographs, or charts to predict long- or short-range weather conditions, using computer models and knowledge of climate theory, physics, and mathematics.",0.0
-"Interpret diagnostic or laboratory tests, such as electrocardiograms (EKGs) and renal functioning tests.",0.0
-Interpret diagnostic test results for deviations from normal.,0.776
-Interpret diagnostic test results to make appropriate differential diagnoses.,0.7591
-Interpret drilling and testing information for personnel.,0.0
-"Interpret engineering sketches, specifications, or drawings.",0.0
-Interpret exercise program participant data to evaluate progress or identify needed program changes.,0.0
-Interpret flight test data to diagnose malfunctions and systemic performance problems.,0.0
-Interpret government regulations and applicable codes to ensure compliance.,0.8728
-Interpret indicators to ascertain the overall health of an environment.,0.0
-Interpret information obtained from electrocardiograms (EKGs) or radiographs (x-rays).,0.0
-Interpret instrument readings to ascertain the depth of obstruction.,0.0
-Interpret insurance data or Health Reimbursement Account (HRA) data to develop programs that address specific needs of target populations.,0.0
-"Interpret laboratory findings or test results to identify and classify substances, materials, or other evidence collected at crime scenes.",0.0
-Interpret laboratory results and communicate findings to patients or physicians.,0.0
-"Interpret laws, rulings and regulations for individuals and businesses.",0.7523
-"Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.",0.0
-"Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.",0.0
-"Interpret or modify music, applying knowledge of harmony, melody, rhythm, and voice production to individualize presentations and maintain audience interest.",0.0
-Interpret or transcribe classroom materials into Braille or sign language.,0.0
-Interpret protocols and advise treating physicians on appropriate dosage modifications or treatment calculations based on patient characteristics.,0.0
-Interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures.,0.9287
-"Interpret religious education activities to the public through speaking, leading discussions, or writing articles for local or national publications.",0.0
-Interpret results of financial analysis procedures.,0.9108
-Interpret results of preoperative tests and physical examinations.,0.0
-"Interpret safety regulations for others interested in industrial safety, such as safety engineers, labor representatives, and safety inspectors.",0.0
-"Interpret specifications, blueprints, job orders, and company policies and procedures for workers.",0.0
-"Interpret specifications, blueprints, or job orders to construct templates and lay out reference points for workers.",0.0
-Interpret test information to resolve design-related problems.,0.0
-"Interpret test results and prepare psychological reports for teachers, administrators, and parents.",0.0
-"Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release.",0.0
-"Interpret the artistic creations of clients to assess their functioning, needs, or progress.",0.0
-"Interpret the results of all methods of non-destructive testing (NDT), such as acoustic emission, electromagnetic, leak, liquid penetrant, magnetic particle, neutron radiographic, radiographic, thermal or infrared, ultrasonic, vibration analysis, and visual testing.",0.0
-"Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.",0.0
-Interpret the results of standardized tests to determine students' strengths and areas of need.,0.0
-"Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.",0.0
-"Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers.",0.0
-Interpret weather and vessel conditions to determine appropriate responses.,0.0
-"Interpret, translate, or provide cultural mediation related to health services or information for community members.",0.0
-Interrupt busy lines if an emergency warrants.,0.0
-Intervene as an advocate for clients or patients to resolve emergency problems in crisis situations.,0.0
-Interview and hire applicants.,0.0
-Interview and hire associates to fill staff vacancies.,0.0
-Interview and hire crew members.,0.0
-Interview and hire new employees.,0.0
-"Interview and hire staff, and oversee staff training.",0.0
-Interview and hire workers.,0.0
-"Interview and hire writers and reporters or negotiate contracts, royalties, and payments for authors or freelancers.",0.0
-Interview and investigate applicants for public assistance to gather information pertinent to their applications.,0.0
-Interview benefits recipients at specified intervals to certify their eligibility for continuing benefits.,0.0
-"Interview claimants, agents, or witnesses to obtain information about disputed issues.",0.0
-Interview clients and take their calls to provide customer service and obtain information on claims.,0.0
-Interview clients by telephone or in person to gather financial information.,0.0
-"Interview clients individually, in families, or in groups, assessing their situations, capabilities, and problems to determine what services are required to meet their needs.",0.0
-"Interview clients to determine clients' assets, liabilities, cash flow, insurance coverage, tax status, or financial objectives.",0.0
-"Interview clients to determine their current income, expenses, insurance coverage, tax status, financial objectives, risk tolerance, or other information needed to develop a financial plan.",0.0
-Interview clients to determine what kinds of properties they are seeking.,0.9917
-Interview clients to obtain additional information on taxable income and deductible expenses and allowances.,0.0
-"Interview clients to obtain information about employment history, educational background, and career goals, and to identify barriers to employment.",0.0
-"Interview clients, review records, and confer with other professionals to evaluate individuals' mental and physical condition and to determine their suitability for participation in a specific program.",0.0
-"Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.",0.0
-Interview credit applicants by telephone or in person to obtain personal and financial data needed to complete credit report.,0.0
-Interview customers to obtain information needed for opening accounts or renting safe-deposit boxes.,0.0
-Interview employers and employees to obtain information about work environments and workplace incidents.,0.0
-"Interview individuals or family members to compile information on social, educational, criminal, institutional, or drug history.",0.0
-Interview individuals to determine the nature of suspected violations and to obtain evidence of violations.,0.0
-"Interview individuals, and research public databases in order to obtain information.",1.0
-Interview job applicants to obtain and verify information used to screen and evaluate them.,0.0
-"Interview job applicants to obtain information on work history, training, education, or job skills.",0.978
-"Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.",0.0
-Interview loan applicants to obtain personal and financial data and to assist in completing applications.,0.9928
-Interview motorists about specific intersections or highways to gather road-condition information for use in planning.,0.0
-"Interview neighbors, associates, or former employers of job applicants to verify personal references or to obtain work history data.",0.0
-"Interview new patients to complete admission forms, to assess their mental health status, or to obtain their mental health and treatment history.",0.0
-Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims.,0.0
-"Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review.",0.0
-"Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.",0.0
-Interview participants to obtain medical history or assess participant goals.,0.0
-"Interview patients or review medical records to obtain comprehensive patient or family medical histories, and document findings.",0.7239
-Interview patients or their representatives to identify problems relating to care.,0.0
-"Interview patients to complete documents, case histories, or forms, such as intake or insurance forms.",0.0
-Interview patients to document symptoms and health histories.,0.0
-Interview patients to obtain comprehensive medical histories.,0.7239
-"Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.",0.7239
-"Interview patients to obtain medical information and measure their vital signs, weight, and height.",0.0
-Interview patients upon admission and record information.,0.0
-Interview people and keep track of their responses.,1.0
-Interview people to gather information about historical events and to record oral histories.,0.0
-"Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.",0.0
-"Interview persons familiar with properties and immediate surroundings, such as contractors, home owners, and realtors, to obtain pertinent information.",0.0
-Interview persons involved in equal opportunity complaints to verify case information.,0.0
-Interview persons present at death scenes to obtain information useful in determining the manner of death.,0.0
-Interview probationers and parolees regularly to evaluate their progress in accomplishing goals and maintaining the terms specified in their probation contracts and rehabilitation plans.,0.0
-Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods.,0.0
-"Interview prospective clients to obtain data about their financial resources and needs, the physical condition of the person or property to be insured, and to discuss any existing coverage.",0.9861
-"Interview show guests about their lives, their work, or topics of current interest.",0.0
-Interview specialists in desired fields to obtain and develop data for park information programs.,0.0
-Interview subject-matter experts or conduct other research to develop instructional content.,0.0
-"Interview vendors and visit suppliers' plants and distribution centers to examine and learn about products, services, and prices.",0.0
-"Interview victims, witnesses, suspects, and other law enforcement personnel.",0.0
-Interview witnesses or suspects and take statements.,0.0
-"Interview witnesses or suspects to identify persons responsible for security breaches or to establish losses, pursue prosecutions, or obtain restitution.",0.0
-"Interview, interrogate, or interact with witnesses or crime suspects to collect human intelligence.",0.0
-"Interview, select, and train warehouse and supervisory personnel.",0.0
-"Interweave and fasten strips of webbing to the backs and undersides of furniture, using small hand tools and fasteners.",0.0
-"Intravenously inject contrast dyes, such as gadolinium contrast, in accordance with scope of practice.",0.0
-Introduce performances and performers to stimulate excitement and coordinate smooth transition of acts during events.,0.0
-"Invent names for products and write the slogans that appear on packaging, brochures and other promotional material.",0.7156
-"Inventory and distribute nuclear, biological, and chemical detection and contamination equipment, providing instruction in its maintenance and use.",0.0
-Inventory and inspect goods to be moved to determine quantities and conditions.,0.0
-"Inventory and order materials, supplies, and services.",0.0
-"Inventory and order medical, lab, or office supplies or equipment.",0.0
-"Inventory and record quantities of materials and finished products, requisitioning additional supplies as necessary.",0.0
-"Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.",0.0
-"Inventory and requisition or order supplies, parts, materials, and equipment.",0.0
-Inventory and requisition supplies and instruments.,0.0
-"Inventory equipment and supplies, ordering parts and tools as necessary.",0.0
-Inventory or estimate plant and wildlife populations.,0.0
-"Inventory personal effects recovered from bodies, such as jewelry or wallets.",0.0
-Inventory products and order new supplies.,0.0
-Inventory stock and reorder when inventories drop to specified levels.,0.0
-Inventory stock and reorder when inventory drops to a specified level.,0.0
-Inventory stock and requisition new stock.,0.0
-Inventory stock to determine types or conditions of available costuming.,0.0
-Inventory stock to ensure that supplies and equipment are available in adequate amounts.,0.0
-"Inventory supplies and requisition or purchase additional items, as necessary.",0.0
-"Inventory supplies of tools, equipment, or materials to ensure that sufficient supplies are available and items are in usable condition.",0.0
-Inventory supplies received and consumed.,0.0
-"Inventory, pack, and remove items left behind by former residents.",0.0
-Investigate accidents affecting the environment to assess ecological impact.,0.0
-Investigate accidents or injuries and prepare reports of findings.,0.0
-Investigate accidents to identify causes or to determine how such accidents might be prevented in the future.,0.0
-Investigate activities of institutions to enforce laws and regulations and to ensure legality of transactions and operations or financial solvency.,0.0
-Investigate air accidents and complaints to determine causes.,0.0
-Investigate alleged license or permit violations.,0.0
-"Investigate alleged parole violations, using interviews, surveillance, and search and seizure.",0.0
-"Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately.",0.0
-Investigate and assess damage to property and create or review property damage estimates.,0.0
-"Investigate and correct errors upon customers' request, according to customer and bank records.",0.0
-Investigate and direct patient inquiries or complaints to appropriate medical staff members and follow up to ensure satisfactory resolution.,0.0
-Investigate and evaluate union complaints or arguments to determine viability.,0.0
-Investigate and make recommendations on carrier requests for waiver of federal standards.,0.0
-Investigate and observe tests on machinery and equipment for compliance with standards.,0.0
-Investigate and report on accidents affecting the environment.,0.0
-Investigate and report on accidents.,0.0
-Investigate and report on industrial accidents for insurance carriers.,0.0
-"Investigate and resolve complaints regarding food quality, service, or accommodations.",1.0
-Investigate and resolve personnel problems within organization and charges of misconduct against staff.,0.0
-Investigate applications for duty refunds and petition for remission or mitigation of penalties when warranted.,0.0
-Investigate applications for special licenses or permits.,0.0
-Investigate available investment opportunities to determine compatibility with client financial plans.,0.0
-"Investigate breaking news developments, such as disasters, crimes, or human-interest stories.",0.0
-"Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites.",0.0
-"Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.",0.7585
-Investigate child abuse or neglect cases and take authorized protective action when necessary.,0.0
-Investigate claimants for the possibility of fraud or abuse.,0.0
-"Investigate claims of inability to pay taxes by researching court information for the status of liens, mortgages, or financial statements, or by locating assets through third parties.",0.0
-Investigate clients' financial and credit status to determine eligibility for financing.,0.0
-"Investigate companies' financial standings, or locate funds stolen by embezzlers, using accounting skills.",0.0
-"Investigate complaints about service and equipment, and take corrective action.",0.0
-"Investigate complaints and suspected violations regarding illegal dumping, pollution, pesticides, product quality, or labeling laws.",0.0
-"Investigate complaints or conflicts related to the alteration of public waters by gathering information, recommending alternatives, or preparing legal documents.",0.0
-"Investigate complaints or conflicts related to the alteration of public waters, gathering information, recommending alternatives, informing participants of progress, and preparing draft orders.",0.0
-Investigate complaints regarding safety violations.,0.0
-"Investigate complaints, disturbances, and violations and resolve problems, following management rules and regulations.",0.0
-"Investigate crimes that have occurred within an institution, or assist police in their investigations of crimes and inmates.",0.0
-"Investigate crop, property, or habitat damage or destruction or instances of water pollution to determine causes and to advise property owners of preventive measures.",0.0
-Investigate customer or public complaints to determine the nature and extent of problems.,0.9748
-Investigate customer problems referred by technical support.,1.0
-"Investigate damage, accidents, or delays at construction sites to ensure that proper construction procedures are being followed.",0.0
-"Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.",0.0
-"Investigate disturbances on the premises, such as security alarms, altercations, and suspicious activity.",0.0
-Investigate employee complaints and resolve problems following management rules and regulations.,0.0
-Investigate employment practices or alleged violations of laws to document and correct discriminatory factors.,0.0
-Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.,0.0
-"Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.",0.0
-"Investigate facts and law of cases and search pertinent sources, such as public records and internet sources, to determine causes of action and to prepare cases.",0.0
-"Investigate green consumer electronics applications for consumer electronic devices, power saving devices for computers or televisions, or energy efficient power chargers.",0.0
-"Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis.",0.0
-Investigate health-related complaints and inspect facilities to ensure that they comply with public health legislation and regulations.,0.0
-Investigate hunting accidents or reports of fish or game law violations.,0.0
-Investigate illegal or suspicious activities.,0.0
-"Investigate incidents or violations, such as delays, accidents, and equipment failures.",0.0
-"Investigate industrial accidents, injuries, or occupational diseases to determine causes and preventive measures.",0.0
-Investigate instances of illegal tapping into service lines.,0.0
-"Investigate known or suspected internal theft, external theft, or vendor fraud.",0.0
-Investigate mechanical failures or unexpected maintenance problems.,0.0
-"Investigate missing checks, payment histories, held funds, returned checks, or other related issues to resolve client or creditor problems.",0.0
-"Investigate or direct investigations of freight theft, suspicious damage or loss of passengers' valuables, or other crimes on railroad property.",0.0
-Investigate or interview individuals suspected of shoplifting or internal theft.,0.0
-Investigate or report questionable test results.,0.0
-"Investigate or resolve operational problems, such as material use variances or bottlenecks.",0.0
-Investigate or review the carbon footprints and environmental performance records of current or potential storage and distribution service providers.,0.0
-Investigate or test specific construction project materials to determine compliance to specifications or standards.,0.8844
-Investigate or test vendors' or competitors' products.,0.0
-"Investigate product characteristics such as the product's safety and handling qualities, its market appeal, how efficiently it can be produced, and ways of distributing, using, and maintaining it.",0.0
-Investigate product complaints and prepare documentation and submissions to appropriate regulatory agencies as necessary.,0.9648
-"Investigate products or markets to determine areas for opportunity or viability for merchandising specific products, using online or offline sources.",0.9561
-"Investigate properties, origins, and activities of glaciers, ice, snow, and permafrost.",0.0
-Investigate property availability for purposes of development.,0.0
-"Investigate reports of animal attacks or animal cruelty, interviewing witnesses, collecting evidence, and writing reports.",0.0
-Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.,0.0
-"Investigate security incidents, using computer forensics, network forensics, root cause analysis, or malware analysis.",0.0
-Investigate soil problems or poor water quality to determine sources and effects.,0.0
-"Investigate sources, such as auctions, estate sales, liquidators, wholesalers, or trade shows for new items, used items, or collectibles.",0.0
-"Investigate system component suitability for specified purposes, and make recommendations regarding component use.",0.0
-Investigate the adaptability of various animal and plant species to changed environmental conditions.,0.0
-"Investigate the adequacy of ventilation, exhaust equipment, lighting, or other conditions that could affect employee health, comfort, or performance.",0.0
-"Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.",0.0
-Investigate the impact of changed land management or land use practices on ecosystems.,0.0
-"Investigate the nature, composition, or expression of genes or research how genetic engineering can impact these processes.",0.0
-"Investigate the properties, origins, or activities of glaciers, ice, snow, or permafrost.",0.0
-"Investigate the relationship between organisms and disease, including the control of epidemics and the effects of antibiotics on microorganisms.",0.0
-"Investigate theoretical or conceptual issues, such as the human design considerations of lunar landers or habitats.",0.8856
-Investigate traffic accidents and other accidents to determine causes and to determine if a crime has been committed.,0.0
-Investigate traffic problems and recommend methods to improve traffic flow or safety.,0.0
-Investigate violations of solid waste or recycling ordinances.,0.0
-"Investigate whether networks, workstations, the central processing unit of the system, or peripheral equipment are responding to a program's instructions.",0.9848
-Investigate work-related complaints to verify problems and to determine responses.,0.0
-"Investigate, evaluate, and settle claims, applying technical knowledge and human relations skills to effect fair and prompt disposal of cases and to contribute to a reduced loss ratio.",0.0
-"Involve parent volunteers and older students in children's activities to facilitate involvement in focused, complex play.",0.0
-"Iron or press articles, fabrics, and furs, using hand irons or pressing machines.",0.0
-"Irrigate soil, using portable pipes or ditch systems, and maintain ditches or pipes and pumps.",0.0
-"Isolate and maintain cultures of bacteria or other microorganisms in prescribed or developed media, controlling moisture, aeration, temperature, and nutrition.",0.0
-"Isolate, analyze, or synthesize vitamins, hormones, allergens, minerals, or enzymes and determine their effects on body functions.",0.0
-"Isolate, identify and prepare specimens for examination.",0.0
-Issue and cash money orders.,0.0
-"Issue and collect passenger boarding passes and transfers, tearing or punching tickets as necessary to prevent reuse.",0.0
-Issue and record adjustments to pay related to previous errors or retroactive increases.,0.0
-Issue and store funeral equipment.,0.0
-Issue arrest warrants.,0.0
-Issue certificates of compliance for vessels without violations.,0.0
-Issue checks to bond owners in settlement of transactions.,0.0
-"Issue clothing, tools, and other authorized items to inmates.",0.0
-"Issue directions for loading, unloading, and seating in boats.",0.0
-"Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete.",0.0
-"Issue fire permits, timber permits, and other forest use licenses.",0.0
-"Issue gym clothes, uniforms, towels, athletic equipment, and special athletic apparel.",0.0
-Issue identification cards to borrowers.,0.0
-"Issue initial and replacement safe-deposit keys to customers, and admit customers to vaults.",0.0
-Issue landing and take-off authorizations or instructions.,0.0
-Issue licenses to individuals meeting standards.,0.0
-"Issue licenses, permits, or other documentation.",0.0
-Issue medications from dispensary and maintain records in accordance with specified procedures.,0.0
-Issue notices and recommend corrective actions when infractions or problems are found.,0.0
-"Issue or distribute materials, products, parts, and supplies to customers or coworkers, based on information from incoming requisitions.",0.0
-Issue patterns to designated machine operators.,0.0
-"Issue permits for construction, relocation, demolition, or occupancy.",0.0
-Issue permits for public assemblies.,0.0
-Issue public notification of all official activities or meetings.,0.0
-"Issue receipts, refunds, credits, or change due to customers.",0.0
-Issue room keys and escort instructions to bellhops.,0.0
-Issue subpoenas and administer oaths in preparation for formal hearings.,0.0
-Issue subpoenas or administer oaths to prepare for formal hearings.,0.0
-Issue supplies and equipment to workers.,0.0
-"Issue ticket stubs or place numbered tags on windshields, log tags or attach tag to customers' keys, and give customers matching tags for locating parked vehicles.",0.0
-"Issue trading stamps, and redeem food stamps and coupons.",0.0
-"Issue various permits and licenses, such as marriage, fishing, hunting, and dog licenses, and collect appropriate fees.",0.0
-Issue warnings or citations and file reports as necessary.,0.0
-"Issue warnings or citations in connection with animal-related offenses, or contact police to report violations and request arrests.",0.0
-"Itemize and total customer merchandise selection at checkout counter, using cash register, and accept cash or charge card for purchases.",0.0
-"Jab logs with metal ends of scale sticks, and inspect logs to ascertain characteristics or defects such as water damage, splits, knots, broken ends, rotten areas, twists, and curves.",0.0
-"Join edges of carpet and seam edges where necessary, by sewing or by using tape with glue and heated carpet iron.",0.0
-"Join lips, using needles and thread or wire.",0.0
-"Join sections of conveyor frames at temporary working areas, and connect power units.",0.0
-"Join structural assemblies, such as wings, tails, or fuselage.",0.0
-"Judge performances in sporting competitions to award points, impose scoring penalties, and determine results.",0.0
-Keep a current record of staff members' whereabouts and availability.,0.0
-"Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.",0.0
-Keep abreast of changes in the law and inform judges when cases are affected by such changes.,0.0
-"Keep abreast of changing rules, techniques, technologies, and philosophies relevant to their sport.",0.0
-Keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research.,0.0
-"Keep abreast of developments and technological advances in the communication field by reading current literature, talking with colleagues, and participating in professional conferences.",0.7239
-"Keep abreast of developments and technological advances in the mathematical field by reading current literature, talking with colleagues, and participating in professional conferences.",0.0
-"Keep abreast of developments in document management technologies and techniques by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.",0.0
-"Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.",0.5
-"Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional organizations and conferences.",0.7239
-"Keep abreast of developments in the field by reading current literature, talking with colleagues, giving presentations at conferences, and serving on committees in professional associations.",0.7239
-"Keep abreast of developments in their field by reading current literature, talking with colleagues, and participating in professional organizations and activities.",0.7239
-"Keep abreast of game design technology and techniques, industry trends, or audience interests, reactions, and needs by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.",0.0
-"Keep abreast of government regulations and emerging Web technology to ensure regulatory compliance by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.",0.0
-"Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.",0.0
-"Keep abreast of regulatory processes and payer systems, such as Medicare, Medicaid, managed care, and private sources.",0.0
-"Keep abreast of the issues affecting constituents by making personal visits and phone calls, reading local newspapers, and viewing or listening to local broadcasts.",0.0
-"Keep accurate records of monetary exchanges, authorization forms, and transaction reconciliations.",0.0
-Keep accurate records of transactions.,0.0
-Keep and monitor legal volumes to ensure that law library is up-to-date.,0.0
-"Keep and review paper, computerized, and video records of athlete, team, and opposing team performance.",0.0
-Keep areas neat while working and return items to correct locations following demonstrations.,0.0
-Keep bus interiors clean for students.,0.0
-"Keep card files on clientele, recording notes of work done, products used and fees charged after each visit.",0.0
-"Keep daily program logs to provide information on all elements aired during broadcast, such as musical selections and station promotions.",0.0
-Keep detailed logs of all work-related activities.,0.0
-"Keep financial records or perform other bookkeeping duties, such as handling credit or collections or mailing monthly statements to patients.",0.0
-Keep information facilities clean during operation.,0.0
-Keep informed about changes in tax and deduction laws that apply to the payroll process.,0.0
-"Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.",0.0
-Keep informed about trends in education and subject matter specialties.,0.0
-"Keep informed of activities or changes that could affect the likelihood of an emergency, response efforts, or plan implementation.",0.0
-"Keep informed of federal, state, and local regulations affecting emergency plans, and ensure that plans adhere to those regulations.",0.0
-Keep informed of industry trends and deals.,0.954
-Keep informed of new products and developments.,0.0
-Keep informed of provisions of labor-management agreements and their effects on departmental operations.,0.0
-Keep informed of shut-down and emergency evacuation procedures.,0.0
-"Keep informed on industry news and trends, products, services, competitors, relevant information about legacy, existing, and emerging technologies, and the latest product-line developments.",0.0
-"Keep informed regarding pending industry changes, trends, or best practices.",0.7239
-Keep logs of recordings.,0.0
-"Keep money drawers in order, and record and balance daily transactions.",0.0
-Keep parking areas clean and orderly to ensure that space usage is maximized.,0.0
-Keep periodic balance sheets of amounts and numbers of transactions.,0.0
-Keep pipe deck and main deck areas clean and tidy.,0.0
-Keep records and accounts.,0.0
-"Keep records and prepare reports detailing findings, investigative methods, and laboratory techniques.",0.0
-"Keep records documenting animal health, diet, or behavior.",0.0
-"Keep records of all goods shipped, received, and stored.",0.0
-"Keep records of assigned cases, and prepare required reports.",0.0
-Keep records of calls placed and charges incurred.,0.0
-"Keep records of calls placed and received, and of related toll charges.",0.0
-Keep records of client needs and preferences and the services provided.,0.0
-Keep records of company locks and keys.,0.0
-"Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.",0.9951
-Keep records of customers' charges and payments.,0.0
-Keep records of employees' attendance and hours worked.,0.0
-Keep records of goods dispatched or received.,0.0
-Keep records of invoices and support documents.,1.0
-Keep records of maintenance and repair work.,0.0
-"Keep records of maintenance, repair, and required updates of equipment.",0.0
-Keep records of material or equipment usage or problems encountered.,0.0
-"Keep records of materials filed or removed, using logbooks or computers and generate computerized reports.",0.0
-Keep records of merchandise distributed and money collected.,0.0
-Keep records of out-going orders.,0.0
-"Keep records of play, meal schedules, and bill payment.",0.0
-"Keep records of purchases, sales, and requisitions.",0.0
-Keep records of repairs and replacements made and causes of malfunctions.,0.0
-"Keep records of room availability and guests' accounts, manually or using computers.",0.0
-Keep records of the amount and condition of logs taken to mills.,0.0
-"Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.",0.0
-Keep records of the quantities of food used.,0.0
-Keep records of transactions and of the number of customers entering an establishment.,0.0
-Keep records of work assignments.,0.0
-Keep records of work orders and test and maintenance reports.,0.0
-Keep records of work performed.,0.0
-"Keep records on individual children, including daily observations and information about activities, meals served, and medications administered.",0.0
-Keep records on the use or damage of stock or stock-handling equipment.,0.0
-Keep records or prepare reports for owner or management concerning visits with clients.,0.0
-"Keep records pertaining to menus, finances, and other business-related issues.",0.0
-"Keep records pertaining to purchases, sales, and requisitions.",0.0
-Keep records required by government agencies regarding sanitation or food subsidies.,0.0
-"Keep storage areas and carts well-stocked, clean, and tidy.",0.0
-"Keep students informed of community events, such as plays and concerts.",0.0
-"Keep track of event times, including race times and elapsed time during game segments, starting or stopping play when necessary.",0.0
-"Keep track of leave time, such as vacation, personal, and sick leave, for employees.",0.0
-"Keep up with developments in area of expertise by reading current journals, books, or magazine articles.",0.0
-Keep up with new penetration testing tools and methods.,0.0
-"Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.",0.0
-"Keep work stations clean and sanitize tools, such as scissors and combs.",0.0
-Key and program specified commands and engineering specifications into computer system to change functions and test final layout.,0.9762
-"Key commands and data into computer to document and specify scan sequences, adjust transmitters and receivers, or photograph certain images.",0.0
-Key in processing instructions to program electronic equipment.,0.9838
-Key information into computer equipment to create layouts for client or supervisor.,0.0
-"Kill or stun trapped quarry, using clubs, poisons, guns, or drowning methods.",0.0
-"Kindle fires, and shovel fuel and other materials into furnaces or onto conveyors by hand, with hoists, or by directing crane operators.",0.0
-Label and record contents of exposed film and note details on report forms.,0.0
-Label and seal graded products and issue official grading certificates.,0.0
-Laminate teaching materials to increase their durability under repeated use.,0.0
-"Lap girdles on rough diamonds, using diamond girdling lathes.",0.0
-"Lay and align bricks, blocks, or tiles to build or repair structures or high temperature equipment, such as cupola, kilns, ovens, or furnaces.",0.0
-"Lay and set mosaic tiles to create decorative wall, mural, and floor designs.",0.0
-"Lay brick to build shells of chimneys and smokestacks or to line or reline industrial furnaces, kilns, boilers and similar installations.",0.0
-"Lay brick to repair or maintain buildings, walls, arches, or other structures.",0.0
-"Lay cable and hook up electrical connections between machines, power sources, and phone lines.",0.0
-"Lay out and connect electrical wiring between controls and equipment, according to wiring diagrams, using electrician's hand tools.",0.0
-"Lay out and draw or scribe patterns onto material, using compasses, protractors, rulers, scribes, or other instruments.",0.0
-"Lay out and draw schematic, orthographic, or angle views to depict functional relationships of components, assemblies, systems, and machines.",0.0
-"Lay out and drill, ream, tap, or cut parts for assembly.",0.0
-Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.,0.0
-"Lay out and fabricate metal structural parts such as plates, bulkheads, and frames.",0.0
-Lay out and mark areas of parts to be shot peened and fill hoppers with shot.,0.0
-"Lay out and mark dimensions of parts, using templates and precision measuring instruments.",0.0
-"Lay out and mark reference points and dimensions on materials, using measuring instruments and drawing or scribing tools.",0.0
-"Lay out and plan interior room arrangements for commercial buildings, using computer-assisted drafting (CAD) equipment and software.",0.0
-"Lay out cutting lines for machining, using drafting tools.",0.0
-"Lay out designs on metal stock, and cut along markings to fabricate pieces used to cast metal molds.",0.0
-"Lay out designs or dimensions from sketches or blueprints on stone surfaces, freehand or by transferring them from tracing paper, using scribes or chalk and measuring instruments.",0.0
-"Lay out full scale drawings of pipe systems, supports, or related equipment, according to blueprints.",0.0
-"Lay out installation of aircraft assemblies and systems, following documentation such as blueprints, manuals, and wiring diagrams.",0.0
-"Lay out lenses and trace lens outlines on glass, using templates.",0.0
-"Lay out materials such as puzzles, scissors and eating utensils for use in therapy, and clean and repair these tools after therapy sessions.",0.0
-"Lay out mounting holes, using measuring instruments, and drill holes with power drill.",0.0
-"Lay out patterns on wood stock and draw outlines of units, sectional patterns, or full-scale mock-ups of products, based on blueprint specifications and sketches, and using marking and measuring devices.",0.0
-Lay out pavement markings for striping crews.,0.0
-"Lay out pipe routes, following written instructions or blueprints and coordinating layouts with supervisors.",0.0
-"Lay out plate, sheet steel, or other heavy metal and locate and mark bending and cutting lines, using protractors, compasses, and drawing instruments or templates.",0.0
-"Lay out reference lines and machining locations on work, using layout tools, and applying knowledge of shop math and layout techniques.",0.0
-"Lay out reference points and dimensions on parts or metal stock to be machined, using precision measuring instruments.",0.0
-"Lay out reference points for installation of structural and functional components, using measuring instruments.",0.0
-"Lay out wall patterns or foundations, using straight edge, rule, or staked lines.",0.0
-"Lay out, direct, and supervise mine construction operations, such as the construction of shafts and tunnels.",0.0
-"Lay out, draw, and reproduce illustrations for reference manuals and technical publications to describe operation and maintenance of mechanical systems.",0.0
-"Lay out, fit, or connect parts to be bonded, calculating production measurements, as necessary.",0.0
-"Lay out, measure, and mark dimensions and reference lines on material, such as roofing panels, using calculators, scribes, dividers, squares, or rulers.",0.0
-"Lay out, measure, and mark metal stock to display placement of cuts.",0.0
-"Lay out, position, and apply shock-absorbing, sound-deadening, or decorative coverings to floors, walls, and cabinets, following guidelines to keep courses straight and create designs.",0.0
-"Lay primacord between rows of charged blast holes, and tie cord into main lines to form blast patterns.",0.0
-"Lay underground cable directly in trenches, or string it through conduit running through the trenches.",0.0
-"Lay underground cable directly in trenches, or string it through conduits running through trenches.",0.0
-"Layout and mark reference points and locations for installation of parts or components, using jigs, templates, or measuring and marking instruments.",0.0
-"Lead discussion sections, tutorials, or laboratory sections.",0.0
-"Lead field training sites and train field staff, students, and volunteers in excavation methods.",0.0
-"Lead group counseling sessions that provide support in such areas as grief, stress, or chemical dependency.",0.0
-Lead individuals or groups to tour site locations and describe points of interest.,0.0
-"Lead nursing department implementation of, or compliance with, regulatory or accreditation processes.",0.0
-"Lead or support negotiations involving tax agreements or abatements, power purchase agreements, land use, or interconnection agreements.",0.0
-"Lead party games, such as dance-offs or prize giveaways.",0.0
-Lead prescribed individual or group therapy sessions as part of specific therapeutic procedures.,0.0
-Lead staff training and development in budgeting and financial management areas.,0.0
-Lead stretching exercises for team members prior to games or practices.,0.0
-Lead studies to examine or recommend changes in process sequences or operation protocols.,0.0
-Lead teams by serving as captain.,0.0
-Lead tours and answer visitors' questions about the exhibits.,0.0
-Lead tours and teach educational courses to students and the general public.,0.0
-"Lead, or participate in, fraud investigation teams.",0.0
-Learn about characters in scripts and their relationships to each other to develop role interpretations.,1.0
-Learn about competitors' products or consumers' interests or concerns to answer questions or provide more complete information.,1.0
-"Learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies.",0.0
-"Learn acting, dancing, and other skills required for dramatic singing roles.",0.0
-Learn and follow safety regulations.,0.0
-"Learn and observe proper safety precautions, rules, regulations, and practices so that unsafe conditions can be recognized and proper safety protocols implemented.",0.0
-Learn material and pass required tests for certification.,0.0
-Learn the location and purpose of street traffic signs within assigned patrol areas.,0.0
-Learn to operate new office technologies as they are developed and implemented.,0.0
-"Learn to operate new technology systems and procedures through instruction, simulators, or models.",0.0
-Leave messages to arrange different times to read meters in cases in which meters are not accessible.,0.0
-Leave notices telling patrons where to collect mail that could not be delivered.,0.0
-"Lend, reserve, and collect books, periodicals, videotapes, and other materials at circulation desks and process materials for inter-library loans.",0.0
-Let out or take in seams in suits and other garments to improve fit.,0.0
-"Level bedplate and establish centerline, using straightedge, levels, and transit.",0.0
-Level concrete and allow to dry.,0.0
-"Level refrigerators, adjust doors, and connect water lines to water pipes for ice makers and water dispensers, using hand tools.",0.0
-"Level washing machines and connect hoses to water pipes, using hand tools.",0.0
-License the use of photographs through stock photo agencies.,0.0
-"Lift and align components into position, using hoist or block and tackle.",0.0
-"Lift and move loads, using cranes, hoists, and rigging, to install or repair hydroelectric system equipment or infrastructure.",0.0
-"Lift and position workpieces in relation to surface plates, manually or with hoists, and using parallel blocks and angle plates.",0.0
-"Lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps.",0.0
-Lift and unload containers of mail or parcels onto equipment for transportation to sortation stations.,0.0
-"Lift equipment into position, using cranes and rigging tools or equipment, such as gin poles.",0.0
-"Lift metal stock or workpieces manually or using hoists, and position and secure them in machines, using fasteners and hand tools.",0.0
-"Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.",0.0
-"Lift or move materials and finished products, using large cranes.",0.0
-"Lift raw materials, finished products, and packed items, manually or using hoists.",0.0
-"Lift tote boxes of finished cartons, and dump cartons into feed hoppers.",0.0
-"Lift units or parts such as motors or generators, using cranes or chain hoists, or signal crane operators to lift heavy parts or subassemblies.",0.0
-"Lift upper mold sections from lower sections, and remove molded patterns.",0.0
-Lift workpieces onto work tables either manually or with hoists or direct crane operators to lift and position workpieces.,0.0
-Lift workpieces to machines manually or with hoists or cranes.,0.0
-"Lift, position, and remove barricades to open or close parking areas.",0.0
-"Lift, position, and secure machined parts on surface plates or worktables, using hoists, vises, v-blocks, or angle plates.",0.0
-"Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.",0.0
-"Light and adjust pilot lights on gas stoves, and examine valves and burners for gas leakage and specified flame.",0.0
-"Light burners or start heating units of machines, and regulate screed temperatures and asphalt flow rates.",0.0
-"Light fuses, drop detonating devices into wells or boreholes, or activate firing devices with plungers, dials, or buttons, in order to set off single or multiple blasts.",0.0
-"Line drilled holes with pipes, and install all necessary hardware, to prepare new wells.",0.0
-Line interiors of molds with treated paper and fill molds with composition-stone mixture.,0.0
-"Line slots with sheet insulation, and insert coils into slots.",0.0
-Link or chart suspects to criminal organizations or events to determine activities and interrelationships.,0.0
-"List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, and diagrams.",0.0
-"List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, or diagrams.",0.0
-Listen and provide emotional support and encouragement to psychiatric patients.,0.0
-Listen for jackpot alarm bells and issue payoffs to winners.,0.0
-"Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.",0.0
-"Listen to and resolve customer complaints regarding services, products, or personnel.",1.0
-Listen to and resolve customers' complaints regarding products or services.,0.9827
-"Listen to customer requests, referring to alphabetical or geographical directories to answer questions and provide telephone information.",0.0
-"Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage.",0.0
-"Listen to engines, rotary chains, or other equipment to detect faulty operations or unusual well conditions.",0.0
-"Listen to machines during operation to detect sounds such as those made by dull cutting tools or excessive vibration, and adjust machines to compensate for problems.",0.0
-Listen to mud pumps and check regularly for vibration and other problems to ensure that rig pumps and drilling mud systems are working properly.,0.0
-Listen to music before playing at events to ensure recordings are appropriate and meet quality standards.,0.0
-"Listen to operating engines to detect and diagnose malfunctions, such as sticking or burned valves.",0.0
-Listen to recordings to master pieces or to maintain and improve skills.,0.0
-"Listen to speakers' statements to determine meanings and to prepare translations, using electronic listening systems as necessary.",0.0
-"Load agricultural products into trucks, and drive trucks to market or storage facilities.",0.0
-"Load and adjust workpieces onto equipment or work tables, using hand tools.",0.0
-"Load and arrange glass or mirrors onto delivery trucks, using suction cups or cranes to lift glass.",0.0
-"Load and move dirt, rocks, equipment, or other materials, using trucks, crawler tractors, power cranes, shovels, graders, or related equipment.",0.0
-"Load and position wrapping paper, sticks, bags, or cartons into dispensing machines.",0.0
-Load and unload baggage in baggage compartments.,0.0
-"Load and unload crops or containers of materials, manually or using conveyors, handtrucks, forklifts, or transfer augers.",0.0
-Load and unload equipment chambers and transport finished product to storage or to area for further processing.,0.0
-Load and unload film cassettes used to record images from procedures.,0.0
-Load and unload film.,0.0
-"Load and unload items from machines, conveyors, and conveyances.",0.0
-"Load and unload mail trucks, sometimes lifting containers of mail onto equipment that transports items to sorting stations.",0.0
-"Load and unload trucks, vans, or automobiles.",0.0
-"Load and unload vessel equipment and supplies, by hand or using hoisting equipment.",0.0
-"Load articles into washers or dry-cleaning machines, or direct other workers to perform loading.",0.0
-Load automatic stapling mechanisms.,0.0
-Load baggage or cargo for crew or passengers.,0.0
-"Load circuit boards, racks or rolls of film, negatives, or printing paper into processing or printing machines.",0.0
-"Load computer tapes and disks, and install software and printer paper or forms.",0.0
-Load debris and refuse onto trucks and haul it away for disposal.,0.0
-"Load digital images onto computers directly from cameras or from storage devices, such as flash memory cards or universal serial bus (USB) devices.",0.0
-"Load dishes, glasses, and tableware into dishwashing machines.",0.0
-"Load equipment receptacles or conveyors with material to be processed, by hand or using hoists.",0.0
-Load floppy disks or tapes containing information into system.,0.0
-"Load hoppers, containers, or conveyors to feed machines with products, using forklifts, transfer augers, suction gates, shovels, or pitchforks.",0.0
-"Load hot-melt plastic rod glue through reactivator axles, using wrenches, and switch on reactivators, setting temperature and timers to heat glue to specifications.",0.0
-"Load logs or wood onto trucks, trailers, or railroad cars, by hand or using loaders or winches.",0.0
-"Load machine hoppers with mixed materials, using augers, or stuff rolls of plastic dough into machine cylinders.",0.0
-Load machines onto trucks to prepare for transportation.,0.0
-Load machines with materials such as blank paper or film.,0.0
-"Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks.",0.0
-"Load machines with required input or output media, such as paper, cards, disks, tape, or Braille media.",0.0
-"Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand.",0.0
-"Load materials and products into machines and equipment, or onto conveyors, using hand tools and moving devices.",0.0
-Load materials and products into package processing equipment.,0.0
-"Load materials into extruding and forming machines, using hand tools, and adjust feed mechanisms to set feed rates.",0.0
-"Load materials into machinery and equipment, using hand tools.",0.0
-"Load materials into well holes or into equipment, using hand tools.",0.0
-Load newly constructed teeth into porcelain furnaces to bake the porcelain onto the metal framework.,0.0
-Load or feed workpieces into welding machines to join or bond components.,0.0
-"Load or stack filled molds in ovens, dryers, or curing boxes, or on storage racks or carts.",0.0
-"Load or unload bundles from trucks, or move containers to storage bins, using moving equipment.",0.0
-"Load or unload materials into containers or onto trucks, using hoists or forklifts.",0.0
-"Load or unload materials, vehicles, or passengers from vessels.",0.0
-"Load or unload trucks or help others with loading or unloading, using special loading-related equipment or other equipment as necessary.",0.0
-Load or unload trucks that deliver or pick up food or supplies.,0.0
-"Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces.",0.0
-"Load presses with paper and make necessary adjustments, according to paper size.",0.0
-"Load sandblasting equipment with abrasives, attach nozzles to hoses, and turn valves to admit compressed air and activate jets.",0.0
-Load semiconductor material into furnace.,0.0
-"Load smaller aircraft, handling passenger luggage and supervising refueling.",0.0
-Load specified amounts of metal and flux into furnaces or clay crucibles.,0.0
-"Load trays with accessories, such as eating utensils, napkins, or condiments.",0.0
-"Load vehicles with listed goods, ensuring goods are loaded correctly and taking precautions with hazardous goods.",0.0
-"Load workpieces, plastic material, or chemical solutions into machines.",0.0
-"Load, receive, or ship radioactive materials.",0.0
-"Load, unload, or adjust materials or products on conveyors by hand, by using lifts, hoists, and scoops, or by opening gates, chutes, or hoppers.",0.0
-"Load, unload, or identify building materials, machinery, or tools, distributing them to the appropriate locations, according to project plans or specifications.",0.0
-"Load, unload, or position lighting equipment.",0.0
-"Locate and appraise undeveloped areas for building sites, based on evaluations of area market conditions.",0.0
-Locate and attach appropriate files to incoming correspondence requiring replies.,0.0
-"Locate and confiscate real or personal property, as directed by court order.",0.0
-Locate and contact potential clients to offer advertising services.,0.0
-"Locate and correct data entry errors, or report them to supervisors.",0.0
-"Locate and deliver information or data as requested by customers, such as contractors, government entities, and members of the public.",0.0
-"Locate and distribute resources, such as periodicals or curricula, to enhance the effectiveness of educational programs.",0.9023
-"Locate and document information regarding the next of kin, including their relationship to the deceased and the status of notification attempts.",0.0
-"Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.",0.0
-Locate and identify symbols on topographical surveys to denote geological and geophysical formations or oil field installations.,0.0
-"Locate and interview plaintiffs, witnesses, or representatives of business or government to gather facts relevant to inspections or alleged violations.",0.0
-"Locate and label parts, and maintain inventory of stock.",0.0
-Locate and list addresses and households.,0.0
-"Locate and mark dimensions and reference lines on defective or replacement parts, using templates, scribes, compasses, and steel rules.",0.0
-"Locate and mark drilling or cutting positions on stones or dies, using diamond chips and power hand tools.",0.0
-"Locate and mark reference points for columns or plates on boiler foundations, following blueprints and using straightedges, squares, transits, or measuring instruments.",0.0
-"Locate and mark sites selected for geophysical prospecting activities, such as efforts to locate petroleum or other mineral products.",0.0
-"Locate and mark the position of pipe installations, connections, passage holes, or fixtures in structures, using measuring instruments such as rulers or levels.",0.0
-"Locate and mark workpiece bending and cutting lines, allowing for stock thickness, machine and welding shrinkage, and other component specifications.",0.0
-"Locate and monitor overdue accounts, using computers and a variety of automated systems.",0.0
-"Locate and notify customers of delinquent accounts by mail, telephone, or personal visits to solicit payment.",0.9421
-Locate and obtain existing geographic information databases.,0.0
-"Locate and record data on sales of comparable property using specialized software, internet searches, or personal records.",0.0
-"Locate and recover lost or broken bits, casings, and drill pipes from wells, using special tools.",0.0
-Locate and remove or repair circuit defects such as blown fuses or malfunctioning transistors.,0.0
-"Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, and hand tools.",0.0
-"Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, or hand tools.",0.0
-"Locate and review research articles or environmental, historical, or technical reports.",0.9026
-"Locate and scribe parting lines on patterns, using measuring instruments, such as calipers, squares, or depth gauges.",0.0
-"Locate and secure settings, properties, effects, and other production necessities.",0.0
-"Locate and seize contraband, undeclared merchandise, and vehicles, aircraft, or boats that contain such merchandise.",0.0
-"Locate and supply materials to masons for installation, following drawings or numbered sequences.",0.0
-"Locate barriers to client employment, such as inaccessible work sites, inflexible schedules, or transportation problems, and work with clients to develop strategies for overcoming these barriers.",0.0
-"Locate center lines and verify template positions, using measuring instruments such as gauge blocks, height gauges, and dial indicators.",0.0
-"Locate crystal axis of ingot, and draw orientation lines on ingot, using x-ray equipment, drill, and sanding machine.",0.0
-"Locate existing pipes needing repair or replacement, using magnetic or radio indicators.",0.0
-"Locate files relating to specified design project in database library, load program into computer, and record completed job data.",1.0
-"Locate fish, using fish-finding equipment.",0.0
-"Locate forest fires on area maps, using azimuth sighters and known landmarks.",0.0
-Locate grain line patterns to determine how rocks will split when cut.,0.0
-Locate guests to appear on talk or interview shows.,0.0
-Locate items requested by customers.,0.0
-"Locate library materials for patrons, including books, periodicals, tape cassettes, Braille volumes, and pictures.",0.9559
-"Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.",0.0
-"Locate malfunctions in brakes, motors, switches, and signal and control systems, using test equipment.",0.0
-Locate new materials and direct their acquisition and display.,0.0
-"Locate or select biodegradable, non-toxic, or other environmentally friendly raw materials for manufacturing processes.",0.0
-"Locate performers or extras for crowd and background scenes, and stand-ins or photo doubles for actors, by direct contact or through agents.",0.0
-Locate potential sources of geothermal energy.,0.0
-"Locate problems, using specially designed equipment, and mark where digging must occur to reach damaged tanks or pipes.",0.0
-Locate punctures in tubeless tires by visual inspection or by immersing inflated tires in water baths and observing air bubbles.,0.0
-"Locate suppliers, using sources such as catalogs and the internet, and interview them to gather information about products to be ordered.",1.0
-"Locate suspicious bags pictured in printouts sent from remote monitoring areas, and set these bags aside for inspection.",0.0
-"Locate tower sites where work is to be performed, using mapping software.",0.0
-"Locate underground services, such as pipes or wires, prior to beginning work.",0.0
-Locate unusual or unique information in response to specific requests.,0.9691
-"Locate vendors of materials, equipment or supplies, and interview them to determine product availability and terms of sales.",0.9049
-Locate worn or torn areas in roofs.,0.0
-"Locate, measure, and mark site locations or placement of structures or equipment, using measuring and marking equipment.",0.0
-Lock doors and gates of entrances and exits to secure buildings.,0.0
-Log and store exhibits from court proceedings.,0.0
-"Log data, such as water levels and weather conditions.",0.0
-"Log items distributed to persons, such as keys and key cards.",0.0
-"Look for trace evidence, such as fingerprints, hairs, fibers, or shoe impressions, using alternative light sources when necessary.",0.0
-"Lower anchor poles to verify depths of excavations, using winches, or scan depth gauges to determine depths of excavations.",0.0
-Lower and explode charges in boreholes to start flow of oil from wells.,0.0
-Lower and man lifeboats when emergencies occur.,0.0
-"Lower gauge rods into tanks or read meters to verify contents, temperatures, and volumes of liquid loads.",0.0
-"Lower irons, rams, or pressing heads of machines into position over material to be pressed.",0.0
-Lower pans inside cabinets to catch molten filaments until flow of polymer through packs has stopped.,0.0
-"Lower perforating guns into wells, using hoists; then use measuring devices and instrument panels to position guns in correct positions for taking samples.",0.0
-"Lower table-mounted cutters such as knife blades, cutting wheels, or saws to cut items to specified sizes.",0.0
-Lower thermometers into tanks to obtain temperature readings.,0.0
-"Lubricate door closer oil chambers, and pack spindles with leather washers.",0.0
-"Lubricate machinery, equipment, or engine parts, such as gears, shafts, or bearings.",0.0
-"Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools.",0.0
-"Lubricate machines, change oil, or fill hydraulic reservoirs to specified levels.",0.0
-Lubricate moving parts on gate-crossing mechanisms and swinging signals.,0.0
-Lubricate moving parts.,0.0
-"Lubricate or apply adhesives or other materials to machines, machine parts, or other equipment according to specified procedures.",0.0
-"Lubricate or clean machines, using wrenches, grease guns, or solvents.",0.0
-"Lubricate wearing surfaces of mechanical parts, using oils or other lubricants.",0.0
-Lubricate workpieces with oil.,0.0
-"Lubricate, adjust, or repair machinery and replace parts, such as gears, bearings, or bucket teeth.",0.0
-"Lubricate, clean, or make minor repairs to machine parts to keep machines in working condition.",0.0
-"Lubricate, clean, or repair machinery, equipment, or tools.",0.0
-"Machine parts to specifications, using machine tools, such as lathes, milling machines, shapers, or grinders.",0.0
-Mail charge statements to customers.,0.0
-Mail merchandise samples or promotional literature in response to requests.,0.0
-"Mail newsletters, promotional material, or other information.",0.0
-"Mail, fax, or arrange for delivery of legal correspondence to clients, witnesses, and court officials.",0.0
-Maintain a clinical practice.,0.0
-Maintain a current file of examination protocols.,0.0
-Maintain a lost-and-found collection.,0.0
-Maintain a proper sterile field during surgical procedures.,0.0
-Maintain a safe play environment.,0.0
-Maintain a safe working environment by monitoring safety procedures and equipment.,0.0
-Maintain a ship's engines under the direction of the ship's engineering officers.,0.0
-Maintain a supply of packing materials.,0.0
-"Maintain access to, and security of, highly sensitive materials.",0.0
-"Maintain accurate and complete student records and prepare reports on children and activities as required by laws, district policies, and administrative regulations.",0.0
-Maintain accurate and complete student records as required by administrative policy.,0.0
-"Maintain accurate and complete student records as required by law, district policy, and administrative regulations.",0.0
-Maintain accurate and complete student records as required by laws or administrative policies.,0.0
-"Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.",0.0
-"Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.",0.0
-"Maintain accurate and complete student records, and prepare reports on children and activities, as required by laws, district policies, and administrative regulations.",0.0
-Maintain accurate case histories of patients.,0.0
-Maintain accurate laboratory records and data.,0.0
-Maintain accurate record or batch-record documentation of nanoproduction.,0.0
-Maintain accurate records of deliveries.,0.0
-"Maintain accurate, complete, and correct student records as required by laws, district policies, and administrative regulations.",0.0
-"Maintain accurate, detailed reports and records.",0.0
-"Maintain activity logs, financial transaction logs, or other records of weatherization work performed.",0.0
-"Maintain adequate supplies of items, such as clean linens, silverware, glassware, dishes, or trays.",0.0
-Maintain air-to-ground and point-to-point radio contact with aircraft commanders.,0.0
-Maintain all required environmental records and documentation.,0.0
-Maintain an inventory of materials.,0.0
-Maintain an inventory of parts for emergency repairs.,0.0
-"Maintain an unobstructed operative field, using surgical retractors, sponges, or suctioning and irrigating equipment.",0.0
-Maintain and adjust machinery to ensure proper performance.,0.0
-"Maintain and administer computer networks and related computing environments, including computer hardware, systems software, applications software, and all configurations.",0.0
-"Maintain and apply knowledge of current policies, regulations, and industrial processes.",0.0
-Maintain and calibrate radioisotope and laboratory equipment.,0.0
-"Maintain and clean equipment, work areas, or shelves.",0.0
-Maintain and clean work and inventory areas.,0.0
-Maintain and coordinate repair of marine machinery and equipment for installation on vessels.,0.0
-"Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.",0.0
-"Maintain and follow standard quality, safety, environmental, and infection control policies and procedures.",0.0
-Maintain and guard stations in bridges to check waterways for boat traffic.,0.0
-Maintain and lubricate parts or components.,0.0
-Maintain and merchandise home healthcare products or services.,0.0
-Maintain and perform safety inspections on equipment and tools.,0.0
-Maintain and promote a positive attitude toward clients and their treatment programs.,0.0
-"Maintain and repair chainsaws and other equipment, cleaning, oiling, and greasing equipment, and sharpening equipment properly.",0.0
-"Maintain and repair equipment, or report malfunctioning equipment to supervisors so that repairs can be scheduled.",0.0
-Maintain and repair irrigation and climate control systems.,0.0
-Maintain and repair laboratory equipment.,0.0
-"Maintain and repair materials, work sites, and equipment.",0.0
-Maintain and repair trapping equipment.,0.0
-"Maintain and review account records, updating and recategorizing them according to status changes.",0.0
-"Maintain and review computerized or manual records of purchased items, costs, deliveries, product performance, and inventories.",0.0
-"Maintain and troubleshoot problems with library equipment, including computers, photocopiers, and audio-visual equipment.",0.0
-Maintain and update all resource materials associated with emergency preparedness plans.,0.0
-"Maintain and update filing, inventory, mailing, and database systems, either manually or using a computer.",0.0
-"Maintain and update human resources documents, such as organizational charts, employee handbooks or directories, or performance evaluation forms.",0.8098
-Maintain and update organization information technology applications and network systems blueprints.,0.0
-"Maintain archive of images, photos, or previous work products.",0.0
-Maintain assigned account bases while developing new accounts.,0.0
-"Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.",0.0
-"Maintain awareness of advances in medicine, computerized diagnostic and treatment equipment, data processing technology, government regulations, health insurance changes, and financing options.",0.0
-"Maintain awareness of current income tax regulations, local zoning, building and tax laws, and growth possibilities of a property's area.",0.0
-Maintain awareness of new and emerging computational methods and technologies.,0.0
-"Maintain boats or equipment on board, such as engines, winches, navigational systems, fire extinguishers, or life preservers.",0.0
-Maintain cage security according to rules.,0.0
-Maintain cage security.,0.0
-"Maintain campsites or recreational areas, replenishing firewood or other supplies and cleaning kitchens or restrooms.",0.0
-"Maintain case files that include activities, progress notes, evaluations, and recommendations.",0.0
-Maintain case history records and prepare reports.,0.0
-Maintain charts that contain patients' pertinent identification and therapy information.,0.0
-"Maintain claim files, such as records of settled claims and an inventory of claims requiring detailed analysis.",0.0
-"Maintain clean and orderly checkout areas, and complete other general cleaning duties, such as mopping floors and emptying trash cans.",0.0
-Maintain clean lobbies or entrance areas for travelers or guests.,0.0
-"Maintain clean working environments, according to clean room standards.",0.0
-Maintain cleanliness of bus or motor coach.,0.0
-Maintain cleanliness of work area.,0.0
-Maintain client databases.,0.0
-"Maintain close communications with dispatching personnel, using two-way radios or cell phones.",0.0
-Maintain close contact with clients during job training and placements to resolve problems and evaluate placement adequacy.,0.0
-"Maintain communication between governing boards, medical staff, and department heads by attending board meetings and coordinating interdepartmental functioning.",0.0
-Maintain company archives.,0.0
-Maintain complete and detailed records of patients' health care plans and prognoses.,0.0
-"Maintain complete records of engineering department activities, including machine operations.",0.0
-Maintain computer and manual records pertaining to facilities and equipment.,0.0
-Maintain computer equipment used in instruction.,0.0
-Maintain computerized inventories of available passenger space and provide information on space reserved or available.,0.0
-"Maintain computers in classrooms and laboratories, and assist students with hardware and software use.",0.0
-Maintain confidentiality of customers' transactions.,0.0
-Maintain confidentiality of records relating to clients' treatment.,0.0
-"Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.",0.0
-"Maintain contact with insurance carriers, fire and police departments, and other agencies to ensure protection and compliance with codes and regulations.",0.0
-"Maintain contact with kitchen staff, management, serving staff, and customers to ensure that dining details are handled properly and customers' concerns are addressed.",0.0
-Maintain contact with sponsors to schedule and coordinate site visits or to answer questions about issues such as incomplete data.,0.0
-"Maintain contact with, and formulate reports for, contractors and clients to ensure completion of work at minimum cost.",0.0
-Maintain controlled drug inventory and related log books.,0.0
-Maintain court docket.,0.0
-Maintain current electrician's license or identification card to meet governmental regulations.,0.0
-"Maintain current knowledge base of existing and emerging regulations, standards, or guidance documents.",0.0
-"Maintain current knowledge of Equal Employment Opportunity (EEO) and affirmative action guidelines and laws, such as the Americans with Disabilities Act (ADA).",0.0
-Maintain current knowledge of government policy decisions.,0.0
-"Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards.",0.6943
-"Maintain current knowledge of relevant legislation, political situations, or other factors that could affect freight shipping.",0.0
-"Maintain current knowledge of relevant regulations, including proposed and final rules.",0.0
-Maintain current knowledge of relevant research.,0.0
-"Maintain current knowledge of state legal regulations for nurse practitioner practice, including reimbursement of services.",0.0
-"Maintain current knowledge of the quality control field, relying on current literature pertaining to materials use, technological advances, or statistical studies.",0.0
-"Maintain customer records and follow up periodically with telephone, mail, or personal reminders of services due.",0.0
-Maintain customer records using automated systems.,0.7239
-"Maintain customer records, using automated systems.",1.0
-Maintain cyber defense software or hardware to support responses to cyber incidents.,0.0
-Maintain daily logs and supplement inspection records with photographs.,0.0
-"Maintain daily logs of operation, maintenance, and safety activities, including test results, instrument readings, and details of equipment malfunctions and maintenance work.",0.0
-Maintain databases of experiment characteristics or results.,0.0
-"Maintain databases of geodetic and related information, including coordinate, descriptive, or quality assurance data.",0.0
-Maintain databases of logistics information.,0.9449
-"Maintain databases such as bad check logs, reports on multiple offenders, and alarm activation lists.",0.0
-"Maintain databases, mailing lists, telephone networks, and other information to facilitate the functioning of health education programs.",0.0
-Maintain dental equipment and sharpen and sterilize dental instruments.,0.0
-Maintain departmental policies and procedures in areas such as safety and infection control.,0.0
-"Maintain departmental policies, procedures, objectives, or infection control standards.",0.0
-"Maintain desired courses, using compasses or electronic navigational aids.",0.0
-Maintain detailed and complete records of health care plans and prognoses.,0.0
-Maintain documentation of all loss prevention activity.,0.0
-"Maintain documentation of all patients' contacts, reviewing and updating records as necessary.",0.0
-"Maintain documentation of compliance activities, such as complaints received or investigation outcomes.",0.0
-Maintain documentation or reports on security-related incidents or investigations.,0.0
-"Maintain each station by performing general housekeeping duties such as painting, washing, and cleaning.",0.0
-"Maintain effective laboratory operations by adhering to standards of specimen collection, preparation, or laboratory safety.",0.0
-"Maintain electrical power, heating, ventilation, refrigeration, water, or sewerage systems.",0.0
-"Maintain electrical switchgear, process controls, transmitters, gauges, and control equipment in accordance with geothermal plant procedures.",0.0
-"Maintain engines, fishing gear, and other on-board equipment and perform minor repairs.",0.0
-"Maintain equipment inventories, and select, store, or issue equipment as needed.",0.0
-"Maintain equipment logs that record performance problems, repairs, calibrations, or tests.",0.0
-"Maintain equipment or furniture to keep it in good working condition, including performing the assembly or disassembly of equipment or accessories.",0.0
-Maintain equipment service records.,0.0
-Maintain equipment storage areas to ensure that inventory is protected.,0.0
-"Maintain equipment such as range markers, fire extinguishers, boat fenders, lines, pumps, and fittings.",0.0
-Maintain equipment used in a particular sport.,0.0
-"Maintain equipment, making repairs or modifications when necessary.",0.0
-"Maintain familiarity with all games used at a facility, as well as strategies or tricks employed in those games.",0.0
-Maintain familiarity with aspects of local real estate markets.,1.0
-Maintain familiarity with the games at a facility and with strategies or tricks used by cheaters at such games.,0.0
-Maintain files and control records to show correspondence activities.,0.0
-Maintain files and records of surgical procedures.,0.0
-"Maintain files of information relating to emergency calls, such as personnel rosters and emergency call-out and pager files.",0.0
-"Maintain files, such as hazardous waste databases, chemical usage data, personnel exposure information, or diagrams showing equipment locations.",0.0
-"Maintain files, such as maintenance records, bills of lading, or cost reports.",0.0
-"Maintain financial records, order merchandise, or prepare accounts.",0.0
-"Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued.",0.0
-"Maintain financial, operational, production, or employment records for farms or ranches.",0.0
-"Maintain fire suppression equipment in good condition, checking equipment periodically to ensure that it is ready for use.",0.0
-Maintain fitness equipment.,0.0
-"Maintain flight and event logs, air crew flying records, and flight operations records of incoming and outgoing flights.",0.0
-"Maintain food and equipment inventories, and keep inventory records.",0.0
-Maintain garment drape and proportions as alterations are performed.,0.0
-"Maintain geographic information systems laboratories, performing duties such as updating software.",0.0
-"Maintain government-issued certifications, as required.",0.0
-"Maintain growth, feeding, production, and cost records.",0.0
-"Maintain hardware and software, including computers, media equipment, scanners, color copiers, and color laser printers.",0.0
-"Maintain high tension lines, de-energizing lines for power companies when repairs are requested.",0.0
-Maintain input or data quality of risk management systems.,0.959
-"Maintain instruments, equipment, or machinery to ensure proper working condition.",0.0
-Maintain inventories of audio and videotapes and related supplies.,0.0
-"Maintain inventories of clothing or uniforms, accessories, equipment, or linens.",0.0
-Maintain inventories of endoscopic equipment and supplies.,0.0
-"Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary.",0.0
-"Maintain inventories of hazardous materials or hazardous wastes, using waste tracking systems to ensure that materials are handled properly.",0.0
-Maintain inventories of materials.,0.0
-"Maintain inventories of robotic production supplies, such as sensors or cables.",0.0
-"Maintain inventories of spare parts for all equipment, requisitioning parts as necessary.",0.0
-Maintain inventories of supplies.,0.0
-"Maintain inventory levels, ordering new supplies as necessary.",0.0
-Maintain inventory of audio-visual equipment.,0.0
-"Maintain inventory of instructional equipment, materials, or aids.",0.0
-"Maintain inventory of shipping supplies, such as boxes, labels, tape, bubble wrap, loose packing materials, or tape guns.",0.0
-Maintain inventory of spare parts.,0.0
-Maintain inventory records.,0.0
-"Maintain inventory, ordering materials as required.",0.0
-"Maintain irrigation systems, including winterizing the systems and starting them up in spring.",0.0
-Maintain job records and schedule work crew.,0.0
-Maintain judges' law libraries by assembling or updating appropriate documents.,0.0
-"Maintain kitchen work areas, equipment, or utensils in clean and orderly condition.",0.0
-"Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.",0.0
-"Maintain knowledge of all organizational and governmental rules affecting purchases, and provide information about these rules to organization staff members and to vendors.",0.0
-Maintain knowledge of community services and resources available to patients.,0.0
-Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques.,0.0
-"Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.",0.0
-"Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.",0.0
-Maintain knowledge of fire laws and fire prevention techniques and tactics.,0.0
-Maintain knowledge of first-aid procedures.,0.0
-"Maintain knowledge of laws, regulations, policies or other issuances pertaining to digital forensics or information privacy.",0.0
-"Maintain knowledge of real estate law, local economies, fair housing laws, types of available mortgages, financing options, and government programs.",0.0
-Maintain knowledge of relevant national and international current events.,0.0
-"Maintain knowledge of tax code changes, and of accounting procedures and theory to properly evaluate financial information.",0.6988
-"Maintain knowledge of, comply with, and enforce all institutional policies, rules, procedures, and regulations.",0.9769
-"Maintain laboratory equipment such as photomicroscopes, inverted microscopes, and standard darkroom equipment.",0.0
-"Maintain laboratory equipment, such as microscopes, mass spectrometers, microtomes, immunostainers, tissue processors, embedding centers, and water baths.",0.0
-Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.,0.0
-"Maintain laboratory notebooks that record research methods, procedures, and results.",0.0
-Maintain laboratory safety programs and train personnel in laboratory safety techniques.,0.0
-"Maintain laboratory, research, or treatment records, as well as inventories of pharmaceuticals, equipment, or supplies.",0.0
-"Maintain liaisons with outside organizations, such as fire departments, mutual aid societies, and rescue teams, so that emergency responses can be facilitated.",0.0
-"Maintain library equipment, such as photocopiers, scanners, and computers, and instruct patrons in proper use of such equipment.",0.0
-"Maintain library of model documents, templates, or other reusable knowledge assets.",1.0
-Maintain log books that detail all repairs and checks performed.,0.0
-"Maintain logbooks of daily activities, including areas visited or activities performed.",0.0
-Maintain logistics records in accordance with corporate policies.,0.0
-Maintain logs of activities and completed work.,0.0
-"Maintain logs of instrument readings, test results, or shift production for entry in computer databases.",0.0
-Maintain logs of network activity.,0.0
-Maintain logs of recycling materials received or shipped to processing companies.,0.0
-Maintain logs of semen specimens used and animals bred.,0.0
-"Maintain logs of working hours or of vehicle service or repair status, following applicable state and federal regulations.",0.0
-"Maintain logs related to network functions, as well as maintenance and repair records.",0.0
-"Maintain logs, prepare reports, and direct the preparation, handling, and maintenance of departmental records.",0.0
-"Maintain logs, reports, work requests, or other records of work performed in hydroelectric plants.",0.0
-Maintain machine tools in proper operational condition.,0.0
-"Maintain machines and remove and replace broken or worn machine tools, using hand tools.",0.0
-Maintain massage areas by restocking supplies or sanitizing equipment.,0.0
-"Maintain medical records, technical library, or correspondence files.",0.0
-"Maintain metrics, reports, process documentation, customer service logs, or training or safety records.",0.0
-"Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.",0.0
-"Maintain networks by performing activities such as file addition, deletion, or backup.",0.9408
-"Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.",0.0
-"Maintain operations records, such as work orders, site inspection forms, or other documentation.",0.0
-Maintain ophthalmic instruments or equipment.,0.0
-"Maintain optimum physical fitness levels by training regularly, following nutrition plans, or consulting with health professionals.",0.0
-Maintain or arrange for maintenance of fitness equipment or facilities.,0.0
-"Maintain or coordinate the maintenance of network peripherals, such as printers.",0.0
-"Maintain or make minor adjustments or field repairs to equipment used in surveys, including the replacement of parts on traffic data gathering devices.",0.0
-Maintain or modify all financial analytic models in use.,0.0
-Maintain or modify existing Geographic Information Systems (GIS) databases.,0.0
-"Maintain or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.",0.0
-"Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness.",0.0
-Maintain or repair endoscopic equipment.,0.0
-"Maintain or repair engines, electric motors, pumps, winches, or other mechanical or electrical equipment, or assist other crew members with maintenance or repair duties.",0.0
-Maintain or repair hearing aids or other communication devices.,0.0
-"Maintain or repair hydroelectric plant electrical, mechanical, or electronic equipment, such as motors, transformers, voltage regulators, generators, relays, battery systems, air compressors, sump pumps, gates, or valves.",0.0
-Maintain or repair lab equipment.,0.0
-Maintain or repair measurement devices or equipment used for calibration testing.,0.0
-"Maintain or repair plumbing by replacing defective washers, replacing or mending broken pipes, or opening clogged drains.",0.0
-"Maintain or repair specialized equipment or machinery located in cafeterias, laundries, hospitals, stores, offices, or factories.",0.0
-Maintain or repair studio facilities.,0.0
-"Maintain or repair tools, equipment, or structures, such as buildings, greenhouses, fences, or benches, using hand or power tools.",0.0
-"Maintain or repair vehicles with alternative fuel systems, including biodiesel, hybrid, or compressed natural gas vehicles.",0.0
-"Maintain or update business intelligence tools, databases, dashboards, systems, or methods.",1.0
-Maintain or update emergency response plans or procedures.,0.0
-"Maintain or update records of client account activity, including financial transactions, counseling session notes, correspondence, document images, or client inquiries.",1.0
-"Maintain or verify records of time, materials, expenditures, or crew activities.",0.0
-Maintain order among students during trips to ensure safety.,0.0
-Maintain order and ensure adherence to safety rules.,0.0
-Maintain order in courtroom during trial and guard jury from outside contact.,0.0
-"Maintain order, discipline, and security within assigned areas in accordance with relevant rules, regulations, policies, and laws.",0.0
-Maintain organization of the music library.,0.0
-Maintain parts inventories and order any additional parts needed for repairs.,0.0
-Maintain patient recall system.,0.0
-"Maintain patient records at all stages, including initial and subsequent evaluation and treatment activities.",0.0
-Maintain patients' records.,0.0
-Maintain patients' restrictions to assigned areas.,0.0
-Maintain pattern records for reference.,0.0
-"Maintain permanent fleet cryptologic and carry-on direct support systems required in special land, sea surface and subsurface operations.",0.0
-"Maintain portfolios of artistic work to demonstrate styles, interests, and abilities.",0.0
-"Maintain portfolios of marketing campaigns, strategies, and other marketing products or ideas.",0.0
-Maintain process parameters and evaluate process anomalies.,0.0
-"Maintain processing, production, and inspection information and reports.",0.0
-Maintain production equipment and machinery.,0.0
-"Maintain production records such as quantities, dimensions, and thicknesses of materials processed.",0.0
-"Maintain production records, such as quantities, types, and dimensions of materials produced.",0.0
-Maintain production records.,0.0
-"Maintain professional development through activities such as postgraduate education, continuing education, preceptorships, and residency programs.",0.0
-Maintain programming logs as required by station management and the Federal Communications Commission.,0.0
-Maintain project logbook records or computer program files.,0.0
-Maintain proper storage and security conditions for drugs.,0.0
-"Maintain props, products, or mannequins, inspecting them for imperfections, doing touch-ups, cleaning up after customers, or applying preservative coatings as necessary.",0.0
-Maintain quality of pool water by testing chemical levels.,0.0
-"Maintain radio or telephone contact with adjacent control towers, terminal control units, or other area control centers to coordinate aircraft movement.",0.0
-"Maintain records and compile statistical reports concerning personnel-related data such as hires, transfers, performance appraisals, and absenteeism rates.",0.0
-"Maintain records and compile statistical reports concerning personnel-related data, such as hires, transfers, performance appraisals, and absenteeism rates.",0.0
-Maintain records and files of work and revisions.,0.0
-Maintain records and logbooks.,0.0
-"Maintain records for each case, including contacts, telephone numbers, and actions taken.",0.0
-"Maintain records of business transactions and product inventories, reporting data to companies or government agencies as necessary.",0.0
-"Maintain records of contacts, accounts, and orders.",0.0
-"Maintain records of customer prescriptions, work orders, and payments.",0.0
-"Maintain records of daily activities, personnel reports, ship positions and movements, ports of call, weather and sea conditions, pollution control efforts, or cargo or passenger status.",0.0
-"Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities.",0.0
-"Maintain records of decisions, actions, and progress related to environmental redevelopment projects.",0.0
-Maintain records of drilling and production operations.,0.0
-"Maintain records of engineering department activities, including expense records and details of equipment maintenance and repairs.",0.0
-Maintain records of equipment maintenance work or repairs.,0.0
-"Maintain records of event aspects, including financial details.",0.0
-Maintain records of evidence and write and review reports.,0.0
-"Maintain records of footage drilled, location and nature of strata penetrated, materials and tools used, services rendered, and time required.",0.0
-Maintain records of goods ordered and received.,0.0
-"Maintain records of hydroelectric facility operations, maintenance, or repairs.",0.0
-Maintain records of inventory or equipment usage and order medical instruments or supplies when inventory is low.,0.0
-"Maintain records of items received, stored, issued, and returned and file catalog cards according to system used.",0.0
-Maintain records of machine maintenance and repair.,0.0
-Maintain records of materials moved.,0.0
-"Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.",0.0
-Maintain records of performance reports for future reference.,0.0
-Maintain records of prisoners' identification and charges.,0.0
-"Maintain records of sales, rental or usage activity, special permits issued, maintenance and operating costs, or property availability.",0.9668
-Maintain records of services provided and the effects of advice given.,0.0
-"Maintain records of students' assessment results, progress, feedback, or school performance, ensuring confidentiality of all records.",0.0
-Maintain records of survey data.,0.0
-Maintain records of testing results or other documents as required by state or other governing agencies.,0.0
-Maintain records of time required to perform each job.,0.0
-"Maintain records pertaining to inventory, personnel, orders, supplies, or machine maintenance.",0.0
-Maintain records related to sales.,0.0
-"Maintain records that include patient information, sonographs and interpretations, files of correspondence, publications and regulations, or quality assurance records, such as pathology, biopsy, or post-operative reports.",0.0
-"Maintain records to demonstrate compliance with safety and environmental laws, regulations, or policies.",0.0
-"Maintain records, document actions, and present written progress reports.",0.0
-"Maintain records, reports, or files as required, including such information as radiation dosages, equipment settings, or patients' reactions.",0.0
-"Maintain records, such as daily production records, using specified forms.",0.0
-"Maintain records, such as itemized lists of clothing or valuables delivered with body and names of persons embalmed.",0.0
-"Maintain records, such as pharmacy files, patient profiles, charge system files, inventories, control records for radioactive nuclei, or registries of poisons, narcotics, or controlled drugs.",0.0
-"Maintain records, such as quantities or types of processing completed, materials used, or customer charges.",0.0
-"Maintain records, such as vehicle logs, records of cargo, or billing statements, in accordance with regulations.",0.0
-Maintain regularly scheduled office hours to advise and assist students.,0.0
-Maintain relationships with customs brokers in other ports to expedite clearing of cargo.,0.0
-"Maintain repair logs, documenting all preventive and corrective aircraft maintenance.",0.0
-Maintain required maps and records.,0.0
-"Maintain required records of study activity including case report forms, drug dispensation records, or regulatory forms.",0.0
-"Maintain required records of work hours, budgets, payrolls, and other information.",0.0
-"Maintain required records, such as personnel information or project records.",0.0
-Maintain sales forecasting reports.,0.0
-"Maintain sanitation, health, and safety standards in work areas.",0.0
-Maintain scheduling and event calendars.,0.0
-Maintain service records of robotic equipment or automated production systems.,0.0
-"Maintain soil stability and vegetation for non-grazing uses, such as wildlife habitats and outdoor recreation.",0.0
-"Maintain stock and supplies, preparing supplies for special examinations and ordering supplies when necessary.",0.0
-"Maintain stock of supplies, and requisition any needed items.",0.0
-Maintain stocks of machine parts and machining tools.,0.0
-"Maintain stocks of parts used in on-site installation, maintenance, and repair of appliances.",0.0
-Maintain stocks of parts.,0.0
-"Maintain student attendance records, grades, and other required records.",0.0
-"Maintain student records, including special education reports, confidential records, records of services provided, and behavioral data.",0.0
-"Maintain supplies of tools, equipment, and materials, and order additional supplies as needed.",0.0
-Maintain supply inventories and records of client services.,0.0
-"Maintain supply of fluids, such as plasma, saline, blood, or glucose, for use during operations.",0.0
-Maintain surveillance of establishments to obtain identifying information on suspects.,0.0
-Maintain system logs or manuals to document testing or operation of equipment.,0.0
-"Maintain talent files that include information such as performers' specialties, past performances, and availability.",0.0
-Maintain tallies of trees examined and counted during tree marking or measuring efforts.,0.0
-Maintain technical project files.,0.0
-Maintain test equipment in operational condition by performing routine maintenance or making minor repairs or adjustments as needed.,0.0
-"Maintain thorough student records to document attendance, participation, or progress, ensuring confidentiality of all records.",0.0
-Maintain time or production records.,0.0
-"Maintain tool and spare parts inventories required for repair, installation, or replacement services.",0.0
-Maintain tools and equipment.,0.0
-"Maintain tools, vehicles, and equipment and keep parts and supplies in order.",0.0
-Maintain treatment records.,0.0
-Maintain trucks and food-dispensing equipment and clean inside of machines that dispense food or beverages.,0.0
-"Maintain understanding of current Web technologies or programming practices through continuing education, reading, or participation in professional conferences, workshops, or groups.",0.7817
-Maintain up-to-date knowledge of hacking trends.,0.0
-Maintain up-to-date knowledge of music releases and trends.,0.0
-"Maintain updated client records with plans, notes, appropriate forms, or related information.",0.0
-Maintain validation test equipment.,0.0
-"Maintain vehicles and medical and communication equipment, and replenish first aid equipment and supplies.",0.0
-"Maintain wellness- and fitness-related schedules, records, or reports.",0.0
-Maintain work area according to cleanroom or other processing standards.,0.0
-"Maintain working knowledge of various factors that determine a farm's capacity to produce, such as agricultural variables and proximity to market centers and transportation facilities.",0.0
-"Maintain, adjust, and clean equipment, and perform minor repairs.",0.0
-"Maintain, calibrate, or repair plant instrumentation, control, and electronic devices in geothermal plants.",0.0
-"Maintain, clean, or sterilize laboratory instruments or equipment.",0.0
-"Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.",0.0
-"Maintain, repair, and lubricate equipment, using hand tools and power tools.",0.0
-"Maintain, repair, and overhaul farm machinery and vehicles, such as tractors, harvesters, and irrigation systems.",0.0
-"Maintain, repair, and rebuild aircraft structures, functional components, and parts, such as wings and fuselage, rigging, hydraulic units, oxygen systems, fuel systems, electrical systems, gaskets, or seals.",0.0
-"Make adjustments or minor repairs to heating, cooling, ventilating, plumbing, or electrical systems.",0.0
-"Make adjustments or minor repairs, such as tightening leaking gland or pipe joints.",0.0
-"Make adjustments to meter components, such as setscrews or timing mechanisms, so that they conform to specifications.",0.0
-Make adjustments to patterns after fittings.,0.0
-"Make and confirm reservations for transportation and accommodations, using telephones, faxes, mail, and computers.",0.9876
-Make and confirm reservations.,0.9971
-Make and fit prosthetic appliances.,0.0
-Make and modify plaster casts of areas to be fitted with prostheses or orthoses to guide the device construction process.,0.0
-"Make announcements regarding flights, using public address systems.",0.0
-"Make announcements to passengers, such as notifications of upcoming stops or schedule delays.",0.0
-"Make appointments, keep records, or perform other clerical duties in doctors' offices or clinics.",0.0
-"Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.",0.0
-Make arrangements with customs brokers to facilitate the passage of goods through customs.,0.0
-Make bids or offers to buy or sell securities.,0.0
-"Make clinical recommendations to physicians, other health care providers, insurance companies, patients, or health care organizations.",0.0
-Make commercial dubs.,0.0
-"Make computations relating to load requirements of wiring or equipment, using algebraic expressions and standard formulas.",0.0
-Make copies of correspondence or other printed material.,0.0
-"Make decisions that balance the perspectives of private citizens, public officials, and party leaders.",0.0
-Make diagnoses when different illnesses occur together or in situations where the diagnosis may be obscure.,0.0
-Make emergency visits to resolve equipment problems.,0.0
-"Make exposures necessary for the requested procedures, rejecting and repeating work that does not meet established standards.",0.0
-"Make garment style changes, such as tapering pant legs, narrowing lapels, and adding or removing padding.",0.0
-Make impressions for study casts.,0.0
-"Make incisions in arms or thighs and drain blood from circulatory system and replace it with embalming fluid, using pump.",0.0
-"Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.",0.0
-Make manuscript acceptance or revision recommendations to the publisher.,0.7885
-Make many quick changes backstage during fashion shows and yet maintain poised appearance before audiences.,0.0
-"Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.",0.0
-Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.,0.0
-"Make minor repairs to couplings, air hoses, and journal boxes, using hand tools.",0.0
-Make minor repairs to vehicle and change tires.,0.0
-Make minor repairs to vehicles.,0.0
-"Make minor repairs using basic hand or power tools and materials, such as glass, lumber, and drywall.",0.0
-"Make minor repairs, lubricate, and maintain equipment, using hand tools.",0.0
-"Make objects or characters appear lifelike by manipulating light, color, texture, shadow, and transparency, or manipulating static images to give the illusion of motion.",0.0
-Make or participate in recordings in music studios.,0.0
-Make or participate in recordings.,0.0
-"Make orthotic or prosthetic devices, using materials such as thermoplastic and thermosetting materials, metal alloys and leather, and hand or power tools.",0.0
-"Make photocopies of correspondence, documents, and other printed matter.",0.0
-Make preliminary impressions for study casts and occlusal registrations for mounting study casts.,0.0
-Make presentations at professional meetings to further knowledge in the field.,0.0
-Make presentations to educate the public on how to recycle or on the environmental advantages of recycling.,0.0
-"Make presentations to legislative or other government committees regarding policies, programs, or budgets.",0.0
-Make promotional appearances at public or private events to represent their employers.,0.0
-Make radiographic images to detect flaws in objects while leaving objects intact.,0.0
-"Make rails for fences, by sawing lumber or by cutting metal tubing to required lengths.",0.0
-"Make recommendations on management systems and planning for wildlife populations and habitat, consulting with stakeholders and the public at large to explore options.",0.0
-"Make recommendations regarding public policy, such as nutrition labeling, food fortification, or nutrition standards for school programs.",0.0
-"Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.",0.0
-Make recommendations to control or eliminate unsafe conditions at workplaces or public facilities.,0.0
-Make recommendations to management concerning such issues as staffing decisions or procedural changes.,0.0
-Make regular rounds to ensure that residents and areas are safe and secure.,0.0
-"Make repairs to robots or peripheral equipment, such as replacement of defective circuit boards, sensors, controllers, encoders, or servomotors.",0.0
-"Make repairs, such as enlarging or reducing ring sizes, soldering pieces of jewelry together, and replacing broken clasps and mountings.",0.0
-"Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events.",0.0
-Make service calls to maintain and repair machines.,0.0
-"Make service calls to repair units in customers' homes, or return units to shops for major repairs.",0.0
-Make special dressings and sauces as condiments for sandwiches.,0.0
-"Make special pickups of recyclable materials, such as food scraps, used oil, discarded computers, or other electronic items.",0.0
-Make system device lists or event timing charts.,0.0
-Make templates or cutting tools.,0.0
-Make tentative diagnoses and decisions about management and treatment of patients.,0.0
-Make travel arrangements for attorneys.,0.7239
-Make travel arrangements for executives.,1.0
-Make travel arrangements for office personnel.,0.7239
-Make travel arrangements for sightseeing or other tours.,1.0
-"Make wood replacement parts, using woodworking machines and hand tools.",0.0
-"Make, modify, and repair orthopedic or therapeutic footwear according to doctors' prescriptions, or modify existing footwear for people with foot problems and special needs.",0.0
-"Make, repair, or replace automobile upholstery and convertible and vinyl tops, using knowledge of fabric and upholstery methods.",0.0
-"Make, restore, or create custom upholstered furniture, using hand tools and knowledge of fabrics and upholstery methods.",0.0
-"Manage activities related to strategic or tactical purchasing, material requirements planning, controlling inventory, warehousing, or receiving.",0.0
-"Manage activities such as audits, regulatory agency inspections, or product recalls.",0.0
-"Manage and direct the construction, operations, or maintenance activities at project site.",0.0
-Manage and maintain executives' schedules.,0.0
-Manage and maintain temporary or permanent lodging facilities.,0.0
-"Manage and oversee operations, maintenance, administration, and improvement of commercial, industrial, or residential properties.",0.7184
-"Manage and treat common health problems, such as infections, influenza or pneumonia, as well as serious, chronic, and complex illnesses, in adolescents, adults, and the elderly.",0.0
-"Manage anesthesiological services, coordinating them with other medical activities and formulating plans and procedures.",0.0
-"Manage backup, security and user help systems.",0.0
-"Manage budgets and direct case service allocations, authorizing expenditures and payments.",0.0
-"Manage business and financial affairs for clients, such as arranging travel and lodging, selling tickets, and directing marketing and advertising activities.",0.0
-Manage business aspects such as employing or supervising staff or handling paperwork or insurance claims.,0.0
-"Manage change in integrated health care delivery systems, such as work restructuring, technological innovations, and shifts in the focus of care.",0.0
-"Manage client portfolios, keeping client plans up-to-date.",0.9784
-Manage communications budgets.,0.0
-Manage credit and help price corporate security offerings.,0.0
-"Manage dance schools, or assist in their management.",0.0
-Manage field offices or involve staff in cooperative ventures.,0.0
-"Manage forage resources through fire, herbicide use, or revegetation to maintain a sustainable yield from the land.",0.0
-"Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.",0.0
-"Manage fuel cell battery hybrid system architecture, including sizing of components, such as fuel cells, energy storage units, or electric drives.",0.0
-Manage fundraising budgets.,0.0
-"Manage funeral home finances, including receiving payments, making bank deposits, or performing general bookkeeping duties.",0.0
-"Manage funeral home operations, including the hiring, training, or supervision of embalmers, funeral attendants, or other staff.",0.0
-Manage in-house communication courses.,0.0
-Manage informational kiosks or displays of event signs or posters.,0.0
-Manage intradepartmental infection control and equipment security.,0.0
-Manage inventory or sale of artist merchandise.,0.0
-Manage investment funds to maximize return on client investments.,1.0
-Manage laboratory teams or monitor the quality of a team's work.,0.0
-Manage leasing of facility space.,0.0
-Manage medical laboratories.,0.0
-Manage new product introduction projects to ensure effective deployment of microelectromechanical systems (MEMS) devices or applications.,0.0
-Manage newborn care during the first weeks of life.,0.0
-"Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.",0.0
-"Manage operations at biofuels power generation facilities, including production, shipping, maintenance, or quality assurance activities.",0.0
-Manage or analyze data obtained from remote sensing systems to obtain meaningful results.,0.0
-"Manage or operate real estate offices, handling associated business details.",0.0
-"Manage or oversee fitness or recreation facilities, ensuring safe and clean facilities and equipment.",0.0
-"Manage own accounts and projects, working within budget and scheduling requirements.",0.0
-"Manage paper or electronic filing systems by recording information, updating paperwork, or maintaining documents, such as attendance records or correspondence.",0.0
-Manage parts and supply inventories for biomass plants.,0.0
-"Manage patients' airway or pulmonary status, using techniques such as endotracheal intubation, mechanical ventilation, pharmacological support, respiratory therapy, and extubation.",0.0
-"Manage patients' pain relief and sedation by providing pharmacologic and non-pharmacologic interventions, monitoring patients' responses, and changing care plans accordingly.",0.0
-"Manage pharmacy operations, hiring or supervising staff, performing administrative duties, or buying or selling non-pharmaceutical merchandise.",0.0
-Manage private livestock operations.,0.0
-"Manage project execution to ensure adherence to budget, schedule, and scope.",0.0
-Manage projects or contribute to committee or team work.,0.0
-Manage quantity food service departments or clinical and community nutrition services.,0.0
-"Manage reserve materials by placing items on reserve for library patrons, checking items in and out of library, and removing out-of-date items.",0.0
-Manage safety programs at power generation facilities.,0.0
-"Manage sales team, including setting goals, providing incentives, and evaluating employee performance.",0.0
-"Manage schedules and set dates, times, and locations for meetings and appointments.",0.0
-Manage shipments by researching shipping methods or costs and tracking packages.,0.0
-Manage site assessments or environmental studies for wind fields.,0.0
-"Manage special events, such as sponsorship of races, parties introducing new products, or other activities the firm supports, to gain public attention through the media without advertising directly.",0.0
-"Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.",0.0
-"Manage surgery services, including planning, scheduling and coordination, determination of procedures, or procurement of supplies and equipment.",0.0
-Manage systems to ensure that pricing structures adequately reflect logistics costing.,0.0
-"Manage teams of engineers by creating schedules, tracking inventory, creating or using budgets, or overseeing contract obligations or deadlines.",0.0
-Manage the coordination and overall integration of technical activities in architecture or engineering projects.,0.0
-Manage the daily operations of recreational facilities.,0.0
-"Manage the department or supervise clerical workers, directing or controlling activities of personnel in the medical records department.",0.0
-"Manage the design and development of tools to assist employees in benefits selection, and to guide managers through compensation decisions.",0.0
-"Manage the development, design, or construction of energy conservation projects to ensure acceptability of budgets and time lines, conformance to federal and state laws, or adherence to approved specifications.",0.0
-"Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence.",0.0
-"Manage the movement of goods into and out of production facilities to ensure efficiency, effectiveness, or sustainability of operations.",0.0
-Manage the work of subcontractors to ensure quality control.,0.0
-Manage timely flow of business intelligence information to users.,0.0
-Manage tracking and reporting of search-related activities and provide analyses to marketing executives.,0.0
-Manage user access to systems and equipment through account management and password administration.,0.9583
-Manage warranty repair or replacement services.,0.0
-Manage wildlife on and around airport grounds.,0.0
-Manage wind project costs to stay within budget limits.,0.0
-Maneuver completed roofing units into position for installation.,0.0
-"Maneuver trucks into loading or unloading positions, following signals from loading crew and checking that vehicle and loading equipment are properly positioned.",0.0
-"Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software.",0.9786
-"Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.",0.0
-Manipulate controls to adjust or activate power distribution equipment or machines.,0.0
-"Manipulate controls to set, activate, and adjust mechanisms on machinery.",0.0
-"Manipulate controls, levers, and valves to start pumps, auxiliary equipment, or conveyors, and to adjust equipment positions, speeds, timing, and material flows.",0.0
-"Manipulate plot, score, sound, and graphics to make the parts into a continuous whole, working closely with people in audio, visual, music, optical, or special effects departments.",0.0
-"Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products.",0.0
-"Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases.",0.8699
-"Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights.",0.0
-"Manipulate rigging lines, hoists, and pulling gear to move or support materials, such as heavy equipment, ships, or theatrical sets.",0.0
-"Manipulate strings, wires, rods, or fingers to animate puppets or dummies in synchronization with talking, singing, or recorded programs.",0.0
-"Manipulate valves, switches, and buttons, or key commands into control panels to start semiconductor processing cycles.",0.0
-Manually install structural assemblies or signal crane operators to position assemblies for joining.,0.0
-"Manually or mechanically load or unload materials from pallets, skids, platforms, cars, lifting devices, or other transport vehicles.",0.0
-"Map data between source systems, data warehouses, and data marts.",0.9351
-Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.,0.0
-Map forest tract data using digital mapping systems.,0.0
-"Map the presence of imperfections within objects, using sonic measurements.",0.0
-"Mark and label containers, container tags, or products, using marking tools.",0.0
-"Mark and store parts in stockrooms, according to prearranged systems.",0.0
-Mark and tag components so that stock inventory can be tracked and identified.,0.0
-Mark bins as to types of mixtures stored.,0.0
-"Mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks.",0.8418
-"Mark curves, lines, holes, dimensions, and welding symbols onto workpieces, using scribes, soapstones, punches, and hand drills.",0.0
-"Mark cutting lines around patterns or templates, or follow layout points, using squares, rules, and straightedges, and chalk, pencils, or scribes.",0.0
-"Mark cutting lines or identifying information on stock, using marking pencils, rulers, or scribes.",0.0
-"Mark defects, such as knotholes, cracks, and splits, for repair.",0.0
-"Mark design boundaries, and paint natural or artificial turf fields with team logos or names before events.",0.0
-"Mark dimensions or outlines on stone prior to cutting, using rules and chalk lines.",0.0
-Mark frames where a particular shot or piece of sound is to begin or end.,0.0
-Mark identification numbers or symbols onto patterns or templates.,0.0
-"Mark identification numbers, trademarks, grades, marketing data, sizes, or model numbers on products.",0.0
-Mark identifying data on workpieces.,0.0
-"Mark identifying information on patterns, parts, and templates to indicate assembly methods and details.",0.0
-"Mark identifying information on tubing or cable assemblies, using etching devices, labels, rubber stamps, or other methods.",0.0
-"Mark identifying information such as colors or codes on patterns, parts, and templates to indicate assembly methods.",0.0
-"Mark items with details, such as grade or acceptance-rejection status.",0.0
-"Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.",0.0
-Mark logs for identification.,0.0
-"Mark or discard items with defects such as spots, stains, scars, snags, chips, scratches, or unacceptable shapes or finishes.",0.0
-Mark or tag identification on parts.,0.0
-"Mark or tag material with proper job number, piece marks, and other identifying marks as required.",0.0
-"Mark patterns, locations, and depths of charge holes for drilling, and issue drilling instructions.",0.0
-"Mark reference points onto floors or face blocks and transpose them to workpieces, using measuring devices, squares, chalk, and soapstone.",0.0
-"Mark samples and finished patterns with information, such as garment size, section, style, identification, and sewing instructions.",0.0
-"Mark stock items, using identification tags, stamps, electric marking tools, or other labeling equipment.",0.0
-"Mark tires of parked vehicles with chalk and record time of marking, and return at regular intervals to ensure that parking time limits are not exceeded.",0.0
-"Mark up, paste, and assemble final layouts to prepare layouts for printer.",0.0
-"Mark up, paste, and complete layouts and write typography instructions to prepare materials for typesetting or printing.",0.8263
-"Mark vertical guidelines on walls to align strips, using plumb bobs and chalk lines.",0.0
-"Mark weld points and positions of components on workpieces, using rules, squares, templates, or scribes.",0.0
-"Mark, engrave, or emboss designs on metal pieces such as castings, wire, or jewelry, following specifications.",0.0
-"Market artwork through brochures, mailings, or Web sites.",0.0
-"Market bank products to individuals and firms, promoting bank services that may meet customers' needs.",0.9151
-Market or promote the casino to bring in business.,0.0
-"Market vacant space to prospective tenants through leasing agents, advertising, or other methods.",0.0
-"Mask off mold areas not to be laminated, using cellophane, wax paper, masking tape, or special sprays containing mold-release substances.",0.0
-"Massage and knead muscles and soft tissues of the body to provide treatment for medical conditions, injuries, or wellness maintenance.",0.0
-"Massage and treat scalp for hygienic and remedial purposes, using hands, fingers, or vibrating equipment.",0.0
-"Massage body parts to relieve soreness, strains, and bruises.",0.0
-"Massage body parts to relieve soreness, strains, or bruises.",0.0
-"Massage patients or apply preparations or treatments, such as liniment, alcohol rubs, or heat-lamp stimulation.",0.0
-"Massage, shampoo, and condition patron's hair and scalp to clean them and remove excess oil.",0.0
-"Match appropriations for specific programs with appropriations for broader programs, including items for emergency funds.",0.0
-"Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.",0.0
-Match individuals' needs and eligibility with available financial aid programs to provide informed recommendations.,0.0
-Match laboratory requisition forms to specimen tubes.,0.0
-"Match light fixture settings, such as brightness and color, to lighting design plans.",0.0
-"Match materials for color, grain, or texture, giving attention to knots or other features of the wood.",0.0
-"Match order forms with invoices, and record the necessary information.",0.0
-"Match sample colors, applying knowledge of bleaching agent and dye properties, and types, construction, conditions, and colors of articles.",0.0
-Match statements with batches of canceled checks by account numbers.,0.0
-"Measure amount of body fat, using such equipment as hydrostatic scale, skinfold calipers, or tape measures.",0.0
-"Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.",0.0
-Measure and adjust voltages to specified values to determine operational accuracy of instruments.,0.0
-"Measure and align parts, fasteners, or trimmings, following seams, edges, or markings on parts.",0.0
-Measure and analyze Web site usage data to maximize search engine returns or refine customer interfaces.,0.0
-Measure and analyze system performance and operating parameters to assess operating condition of systems or equipment.,0.0
-Measure and assess customer and employee satisfaction.,0.0
-"Measure and assess vegetation resources for biological assessment companies, environmental impact statements, and rangeland monitoring programs.",0.0
-"Measure and compute dimensions of lettering, designs, or patterns to be engraved.",0.0
-"Measure and cut insulation for covering surfaces, using tape measures, handsaws, knives, and scissors.",0.0
-"Measure and cut insulation for covering surfaces, using tape measures, handsaws, power saws, knives, or scissors.",0.0
-"Measure and cut metal lath to size for walls and ceilings, using tin snips.",0.0
-"Measure and cut new covering materials, using patterns and measuring and cutting instruments, following sketches and design specifications.",0.0
-"Measure and cut openings in panels or tiles for electrical outlets, windows, vents, plumbing, or other fixtures, using keyhole saws or other cutting tools.",0.0
-"Measure and cut products to specified dimensions, using measuring and cutting instruments.",0.0
-"Measure and cut strips from rolls of wallpaper or fabric, using shears or razors.",0.0
-"Measure and examine extruded products to locate defects and to check for conformance to specifications, adjusting controls as necessary to alter products.",0.0
-"Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.",0.0
-Measure and inspect machined parts to ensure conformance to product specifications.,0.0
-"Measure and lay out fence lines and mark posthole positions, following instructions, drawings, or specifications.",0.0
-"Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.",0.0
-"Measure and mark dimensions of parts on paper or lumber stock prior to cutting, following blueprints, to ensure a tight fit and quality product.",0.0
-"Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.",0.0
-"Measure and mark guidelines on surfaces or foundations, using chalk lines and dividers.",0.0
-"Measure and mark locations for installation of markers, using tape, string, or chalk.",0.0
-Measure and mark outlines or patterns on glass to indicate cutting lines.,0.0
-"Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules.",0.0
-Measure and mark stock for cuts.,0.0
-"Measure and mark surfaces to be tiled, following blueprints.",0.0
-"Measure and mark surfaces to lay out work, according to blueprints or drawings, using tape measures, straightedges or squares, and marking devices.",0.0
-"Measure and mark vinyl material and cut material to size for roof installation, using rules, straightedges, and hand shears.",0.0
-"Measure and mix chemicals to prepare solutions for processing, according to formulas.",0.0
-Measure and mix ingredients to prepare glue.,0.0
-Measure and monitor raw biofuels feedstock.,0.0
-"Measure and monitor raw biomass feedstock, including wood, waste, or refuse materials.",0.0
-"Measure and record food and liquid intake or urinary and fecal output, reporting changes to medical or nursing staff.",0.0
-"Measure and record lens power, using lensometers.",0.0
-"Measure and record patients' vital signs, such as height, weight, temperature, blood pressure, pulse, or respiration.",0.0
-"Measure and record the speed of vehicular traffic, using electrical timing devices or radar equipment.",0.0
-"Measure and set stops, rolls, brushes, and guides on automatic feeders and conveying equipment or coating machines, using micrometers, rules, and hand tools.",0.0
-"Measure and take impressions of patients' jaws and teeth to determine the shape and size of dental prostheses, using face bows, dental articulators, recording devices, and other materials.",0.0
-"Measure and verify levels of rock or gravel, bases, or other excavated material.",0.0
-"Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments.",0.0
-"Measure and weigh amounts of crystal growing materials, mix and grind materials, load materials into container, and monitor processing procedures to help identify crystal growing problems.",0.0
-Measure arbors and dies to verify sizes specified on work tickets.,0.0
-"Measure area dimensions requiring treatment, calculate fumigant requirements, and estimate cost for service.",0.0
-"Measure bobbins periodically, using gauges, and turn screws to adjust tension if bobbins are not of specified size.",0.0
-"Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.",0.0
-"Measure clients' bridge and eye size, temple length, vertex distance, pupillary distance, and optical centers of eyes, using measuring devices.",0.0
-"Measure completed workpieces to verify conformance to specifications, using micrometers, gauges, calipers, templates, or rulers.",0.0
-"Measure corneal curvature with keratometers or ophthalmometers to aid in the diagnosis of conditions, such as astigmatism.",0.0
-"Measure corneal thickness, using pachymeter or contact ultrasound methods.",0.0
-"Measure customers for fit, and discuss with them the type of footwear to be made, recommending details such as leather quality.",0.0
-"Measure customers, using tape measures, and record measurements.",0.0
-"Measure depth of water in shallow or unfamiliar waters, using leadlines, and telephone or shout depth information to vessel bridges.",0.0
-"Measure depths of drilled blast holes, using weighted tape measures.",0.0
-"Measure depths of water, using depth-measuring equipment.",0.0
-"Measure designated amounts of ingredients for terrazzo or grout, according to standard formulas and specifications, using graduated containers and scales, and load ingredients into portable mixer.",0.0
-"Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.",0.0
-"Measure dimensions and verify level, alignment, or elevation of structures or fixtures to ensure compliance to building plans and codes.",0.0
-"Measure dimensions of bundles, using rulers, and cut battens to required sizes, using power saws.",0.0
-"Measure dimensions of finished workpieces to ensure conformance to specifications, using precision measuring instruments, templates, and fixtures.",0.0
-"Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.",0.0
-"Measure distance from reference points and mark guidelines to lay out work, using plumb bobs and levels.",0.0
-Measure distances from landmarks to identify exact installation sites for equipment.,0.0
-"Measure distances, clean sightlines, and record data to help survey crews.",0.0
-"Measure emission of nanodust or nanoparticles during nanocomposite or other nano-scale production processes, using systems such as aerosol detection systems.",0.0
-"Measure energy usage with devices such as data loggers, universal data recorders, light meters, sling psychrometers, psychrometric charts, flue gas analyzers, amp probes, watt meters, volt meters, thermometers, or utility meters.",0.0
-"Measure excavation sites, using plumbers' snakes, tapelines, or lengths of cutting heads within sewers, and mark areas for digging.",0.0
-"Measure fabric to specifications, cut uneven edges with shears, fold material, and press it with an iron to form a heading.",0.0
-"Measure factors that affect installation and arrangement of equipment, such as distances to be spanned by wire and cable.",0.0
-"Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.",0.0
-"Measure felled trees and cut them into specified log lengths, using chain saws and axes.",0.0
-"Measure furnace walls to determine dimensions and cut required number of sheets from plastic block, using saws.",0.0
-"Measure geological characteristics used in prospecting for oil or gas, using measuring instruments.",0.0
-"Measure glandular activity, blood volume, red cell survival, or radioactivity of patient, using scanners, Geiger counters, scintillometers, or other laboratory equipment.",0.0
-Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes.,0.0
-"Measure ingredients and mix molding, casting material, or sealing compounds to prescribed consistencies, according to formulas.",0.0
-Measure ingredients required for specific food items.,0.0
-"Measure log lengths and mark boles for bucking into logs, according to specifications.",0.0
-Measure mirrors and dimensions of areas to be covered to determine work procedures.,0.0
-"Measure noise levels in workplaces and conduct hearing conservation programs in industry, military, schools, and communities.",0.0
-Measure or mix chemicals or compounds in accordance with detailed instructions or formulas.,0.0
-Measure or weigh compounds and solutions for use in testing or animal feed.,0.0
-"Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers.",0.0
-Measure or weigh ingredients used in laboratory testing.,0.0
-"Measure or weigh ingredients, using scales or measuring containers.",0.0
-"Measure or weigh materials to be refined, mixed, transferred, stored, or otherwise processed.",0.0
-"Measure or weigh materials, using rulers, calculators, and scales.",0.0
-"Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.",0.0
-"Measure oxygen consumption or lung functioning, using spirometers.",0.0
-"Measure parts for wear, using precision instruments.",0.0
-"Measure parts to determine tolerances, using precision measuring instruments such as micrometers, calipers, and verniers.",0.0
-"Measure parts to verify specified dimensions or settings, such as camera shutter speed or light meter reading accuracy, using measuring instruments.",0.0
-"Measure parts, such as sleeves or pant legs, and mark or pin-fold alteration lines.",0.0
-"Measure parts, using precision measuring instruments, to determine whether similar parts may be machined to required sizes.",0.0
-"Measure patient's range-of-joint motion, body parts, or vital signs to determine effects of treatments or for patient evaluations.",0.0
-Measure patients' body parts and mark locations where electrodes are to be placed.,0.0
-"Measure patients' range-of-joint motion, body parts, or vital signs to determine effects of treatments or for patient evaluations.",0.0
-"Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.",0.0
-"Measure salinity, acidity, light, oxygen content, and other physical conditions of water to determine their relationship to aquatic life.",0.0
-"Measure signal strength at utility poles, using electronic test equipment.",0.0
-"Measure sizes of stones' bore holes and cuts to ensure adherence to specifications, using precision measuring instruments.",0.0
-"Measure specified amounts of semen into calibrated syringes, and insert syringes into inseminating guns.",0.0
-Measure surfaces or review work orders to estimate the quantities of materials needed.,0.0
-"Measure the amount of radioactivity in patients or equipment, using radiation monitoring devices.",0.0
-"Measure the effectiveness of marketing, advertising, and communications programs and strategies.",0.9216
-"Measure the intensity and identify the types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.",0.0
-"Measure the properties of bodies of water, such as water levels, volume, and flow.",0.0
-Measure the tension of control cables.,0.0
-"Measure the thickness of the retinal nerve, using scanning laser polarimetry techniques to aid in diagnosis of glaucoma.",0.0
-Measure tires to determine mold size requirements.,0.0
-"Measure tolerances of assembled and salvageable parts for conformance to standards or specifications, using gauges, micrometers, and calipers.",0.0
-Measure vehicle emissions to determine whether they are within acceptable limits.,0.0
-"Measure velocity, horsepower, revolutions per minute (rpm), amperage, circuitry, and voltage of units or parts to diagnose problems, using ammeters, voltmeters, wattmeters, and other testing devices.",0.0
-"Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures.",0.0
-"Measure visual acuity, including near, distance, pinhole, or dynamic visual acuity, using appropriate tests.",0.0
-"Measure visual, auditory, or somatosensory evoked potentials (EPs) to determine responses to stimuli.",0.0
-"Measure wind, temperature, and humidity in the upper atmosphere, using weather balloons.",0.0
-"Measure workpieces and lay out work, using precision measuring devices.",0.0
-"Measure, cut and install tackless strips along the baseboard or wall.",0.0
-"Measure, cut, and bend wire and conduit, using measuring instruments and hand tools.",0.0
-"Measure, cut, and install frameworks and conduit to support and connect wiring, control panels, and junction boxes, using hand tools.",0.0
-"Measure, cut, and thread pipe, and connect it to feeder lines and equipment or appliances, using rules and hand tools.",0.0
-"Measure, cut, fit, and press anti-glare adhesive film to glass or spray glass with tinting solution to prevent light glare.",0.0
-"Measure, cut, thread and assemble new pipe, placing the assembled pipe in hangers or other supports.",0.0
-"Measure, cut, thread, or bend pipe or tubing, using pipe fitter's tools.",0.0
-"Measure, examine, or test completed units to check for defects and ensure conformance to specifications, using precision instruments, such as micrometers.",0.0
-"Measure, fit, and groom hairpieces.",0.0
-"Measure, mark, and mask areas to be excluded from plating.",0.0
-"Measure, mark, and scribe metal or plastic stock to lay out machining, using instruments such as protractors, micrometers, scribes, or rulers.",0.0
-"Measure, mark, or record openings or distances to layout areas where construction work will be performed.",0.0
-"Measure, mix, cut, shape, soften, and join materials and ingredients, such as powder, cornmeal, or rubber to prepare them for machine processing.",0.0
-"Measure, mix, prepare, and test chemical solutions used to clean or repair machinery and equipment.",0.0
-"Measure, space, and set saw blades, cutters, and perforators, according to product specifications.",0.0
-"Measure, test, or weigh bottles, cans, or other containers to ensure that hardness, strength, or dimensions meet specifications.",0.0
-"Measure, weigh, and count products and materials.",0.0
-"Measure, weigh, and mix chemical ingredients, according to specifications.",0.0
-"Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes.",0.0
-"Measure, weigh, or verify levels of rock, gravel, or other excavated material to prevent equipment overloads.",0.0
-Mediate agreements among rangeland users and preservationists as to appropriate land use and management.,0.0
-"Mediate between benefits providers and employees, such as by assisting in handling employees' benefits-related questions or taking suggestions.",0.0
-Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.,0.0
-Mediate discussions between employer and employee representatives in attempt to reconcile differences.,0.0
-Mediate interpersonal problems between residents.,0.0
-"Meet and collaborate with agency personnel, community organizations, and other professional personnel to plan balanced recreational programs for participants.",0.0
-"Meet frequently with artists, typesetters, layout personnel, marketing directors, and production managers to discuss projects and resolve problems.",0.0
-Meet or correspond with parents or guardians to discuss children's progress and to determine priorities and resource needs.,0.0
-Meet regularly with parents to discuss children's activities and development.,0.0
-Meet schedules for the collection and return of mail.,0.0
-Meet with applicants to obtain information for loan applications and to answer questions about the process.,0.0
-Meet with boards of directors and committees to discuss and resolve legal and environmental issues or disputes between neighbors.,0.0
-"Meet with civic, educational, and community groups to develop community programs and events, and to discuss law enforcement subjects.",0.0
-Meet with clients and other professionals to discuss details of case.,0.0
-"Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations.",0.0
-"Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.",0.0
-"Meet with clients to negotiate management and service contracts, determine priorities, and discuss the financial and operational status of properties.",0.0
-Meet with clients to review or discuss architectural drawings.,0.0
-"Meet with clients to schedule and plan details of conventions, banquets, receptions and other functions.",0.0
-"Meet with clients' other advisors, such as attorneys, accountants, trust officers, or investment bankers, to fully understand clients' financial goals and circumstances.",0.0
-"Meet with clients, printers, or designers to discuss job requirements or binding plans.",0.0
-"Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs.",0.0
-"Meet with customers to discuss menus for special occasions, such as weddings, parties, or banquets.",0.0
-"Meet with department heads, managers, supervisors, vendors, and others, to solicit cooperation and resolve problems.",0.0
-"Meet with directors and senior members of camera crews to discuss assignments and determine filming sequences, camera movements, and picture composition.",0.0
-"Meet with families, probation officers, police, or other interested parties to exchange necessary information during the treatment process.",0.0
-Meet with family members to plan the funeral.,0.0
-"Meet with federal, state, and local agencies to stay abreast of policies and to discuss improvements for education programs.",0.0
-"Meet with individuals, special interest groups, and others on behalf of executives, committees, and boards of directors.",0.0
-Meet with investors to determine investment goals or to discuss investment strategies.,0.0
-"Meet with job search committees or coordinators to explain the role of the equal opportunity coordinator, to provide resources for advertising, or to explain expectations for future contacts.",0.0
-Meet with managers or other supervisors to stay informed of changes affecting operations.,0.0
-Meet with managers or other supervisors to stay informed of changes affecting workers or operations.,0.0
-"Meet with managers, vendors, and others to solicit cooperation and resolve problems.",0.0
-"Meet with other departmental leaders to establish organizational goals, strategic plans, and objectives, as well as make decisions about personnel, resources, and space or equipment needs.",0.0
-Meet with other instructors to discuss individual students and their progress.,0.0
-Meet with other professionals to discuss individual students' needs and progress.,0.0
-"Meet with parents and guardians to discuss their children's progress and needs, determine their priorities for their children, and suggest ways that they can promote learning and development.",0.0
-Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.,0.0
-Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children and their resource needs.,0.0
-Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.,0.0
-Meet with parents and guardians to provide guidance in using community resources and to teach skills for dealing with students' impairments.,0.0
-"Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.",0.0
-Meet with persons involved in equal opportunity complaints to arbitrate and settle disputes.,0.0
-"Meet with prospective tenants to show properties, explain terms of occupancy, and provide information about local areas.",0.0
-Meet with sales representatives to negotiate prices or order supplies.,0.0
-Meet with soloists and concertmasters to discuss and prepare for performances.,0.0
-"Meet with sponsors and organizing committees to plan scope and format of events, to establish and monitor budgets, or to review administrative procedures and event progress.",0.0
-"Meet with staff to discuss rules, regulations, and work-related problems.",0.0
-Meet with supervisor daily to submit completed assignments and discuss progress.,0.0
-Meet with supervisors to discuss students' grades or to complete required grade-related paperwork.,0.0
-"Meet with suppliers to discuss performance metrics, to provide performance feedback, or to discuss production forecasts or changes.",0.0
-Meet with vendors or suppliers to discuss products used in repair work.,0.0
-Meet with youth groups to acquaint them with consequences of delinquent acts.,0.0
-"Melt and apply solder along adjoining edges of workpieces to solder joints, using soldering irons, gas torches, or electric-ultrasonic equipment.",0.0
-"Melt and apply solder to fill holes, indentations, or seams of fabricated metal products, using soldering equipment.",0.0
-"Melt metals or mix plaster, porcelain, or acrylic pastes and pour materials into molds or over frameworks to form dental prostheses or apparatuses.",0.0
-Melt or heat coating materials to specified temperatures.,0.0
-"Melt or refine metal before casting, calculating required temperatures, and observe metal color, adjusting controls as necessary to maintain required temperatures.",0.0
-"Memorize musical selections and routines, or sing following printed text, musical notation, or customer instructions.",0.0
-"Mend and sew articles, using hand stitching, adhesive patches, or sewing machines.",0.0
-"Mentor and support administrative staff members, such as superintendents and principals.",0.0
-Mentor graduate students and junior colleagues.,0.0
-Mentor junior and adjunct faculty members.,0.0
-Mentor new faculty members.,0.0
-Mentor new faculty.,0.0
-Mentor or train staff to lead group exercise.,0.0
-"Merge scanned images or build photo mosaics of large areas, using image processing software.",0.0
-"Milk animals such as cows and goats, by hand or using milking machines.",0.0
-"Mix acids, chemicals, or dry cement as required for a specific job.",0.0
-"Mix and add detergents, dyes, bleaches, starches, and other solutions and chemicals to clean, color, dry, or stiffen articles.",0.0
-"Mix and apply glazes to pottery pieces, using tools, such as spray guns.",0.0
-Mix and apply mortar or cement to edges and ends of drain tiles to seal halves and joints.,0.0
-"Mix and edit voices, music, and taped sound effects for live performances and for prerecorded events, using sound mixing boards.",0.0
-"Mix and match colors of paint, stain, or varnish with oil or thinning and drying additives to obtain desired colors and consistencies.",0.0
-"Mix and measure compounds, or weigh premixed compounds, and dump them into machine tubs, cavities, or molds.",0.0
-Mix and measure glue that will be used for instrument repair.,0.0
-"Mix and pour concrete around bases of posts, or tamp soil into postholes to embed posts.",0.0
-Mix and prepare flavors for mixed drinks.,0.0
-Mix and regulate sound inputs and feeds or coordinate audio feeds with television pictures.,0.0
-"Mix and spray or spread fertilizers, herbicides, or insecticides onto grass, shrubs, or trees, using hand or automatic sprayers or spreaders.",0.0
-"Mix and test solutions, and turn valves to fill tanks with solutions.",0.0
-"Mix bleaching agents with hot water in vats, and soak material until it is bleached.",0.0
-"Mix catalysts into resins, and saturate cloth and mats with mixtures, using brushes.",0.0
-"Mix cement, sand, and water to produce concrete, grout, or slurry, using hoe, trowel, tamper, scraper, or concrete-mixing machine.",0.0
-Mix cleaning compounds or solutions.,0.0
-"Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.",0.0
-"Mix feed, additives, and medicines in prescribed portions.",0.0
-Mix finish ingredients to obtain desired colors or shades.,0.0
-"Mix food, liquid formulas, medications, or food supplements according to instructions, prescriptions, and knowledge of animal species.",0.0
-Mix ingredients according to specified procedures or formulas.,0.0
-"Mix ingredients for green salads, molded fruit salads, vegetable salads, and pasta salads.",0.0
-Mix ingredients to create compounds for covering or cleaning surfaces.,0.0
-"Mix ingredients, such as liquor, soda, water, sugar, and bitters, to prepare cocktails and other drinks.",0.0
-"Mix ingredients, such as pancake or waffle batters.",0.0
-Mix mortar and plaster to desired consistency or direct workers who perform mixing.,0.0
-"Mix mortar or grout and pour or spread mortar or grout on marble slabs, stone, or foundation.",0.0
-"Mix mortar, plaster, and grout, manually or using machines, according to standard formulas.",0.0
-Mix or blend ingredients by starting machines and mixing for specified times.,0.0
-"Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.",0.0
-Mix or pour concrete into forms to encase waste material for disposal.,0.0
-"Mix paints to match color specifications or original colors, stirring or thinning paints, using spatulas or power mixing equipment.",0.0
-"Mix paste, using paste powder and water, and brush paste onto surfaces.",0.0
-"Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.",0.0
-"Mix pharmaceutical preparations, according to written prescriptions.",0.0
-"Mix pigments to match patients' skin coloring, according to formulas, and apply mixtures to orthotic or prosthetic devices.",0.0
-"Mix plaster, and carry plaster to plasterers.",0.0
-Mix polyester resins and hardeners to be used in restoring damaged areas.,0.0
-Mix sealing compounds by hand or with portable electric mixers.,0.0
-Mix solutions such as developing solutions and colored coating solutions.,0.0
-"Mix specified amounts of sand, clay, dirt, or mortar powder with water to form refractory mixtures.",0.0
-"Mix specified amounts of sand, clay, mortar powder, and water to form refractory clay or mortar, using shovels or mixing machines.",0.0
-"Mix specified materials or chemicals, and dump solutions, powders, or seeds into planter or sprayer machinery.",0.0
-"Mix water and detergents or acids in containers to prepare cleaning solutions, according to specifications.",0.0
-"Mix, apply, and spread plaster, concrete, mortar, cement, mastic, glue or other adhesives to form a bed for the tiles, using brush, trowel and screed.",0.0
-"Mix, blend, or cultivate ingredients to make reagents or to manufacture food or beverage products.",0.0
-"Mix, cut, or sample recorded music using DJ controllers, CDJs, or DJ mixers.",0.0
-"Mix, pour, or spread concrete, using portable cement mixers.",0.0
-"Mix, pour, or use processing chemicals or gases according to safety standards or established operating procedures.",0.0
-Model appropriate social behaviors and encourage concern for others to cultivate development of interpersonal relationships and communication skills.,0.0
-"Model biological, chemical, or physical treatment processes to remove or degrade pollutants.",0.0
-"Model substances such as clay or wax, using fingers and small hand tools to form objects.",0.0
-Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems.,0.0
-"Moderate panels or discussion shows on topics such as current affairs, art, or education.",0.0
-"Modify aircraft structures, space vehicles, systems, or components, following drawings, schematics, charts, engineering orders, and technical publications.",0.0
-Modify and customize commercial programs for internal needs.,0.9038
-"Modify and refine designs, using working models, to conform with customer specifications, production limitations, or changes in design trends.",0.0
-Modify and revise designs to correct operating deficiencies or to reduce production problems.,0.0
-"Modify computer security files to incorporate new software, correct errors, or change individual access status.",0.955
-Modify computer-controlled robot movements.,0.0
-"Modify cooking and forming operations based on the results of sampling processes, adjusting time cycles and ingredients to achieve desired qualities, such as firmness or texture.",0.0
-"Modify cutting programs to account for problems encountered during operation, and save modified programs.",0.0
-"Modify electrical prototypes, parts, assemblies, or systems to correct functional deviations.",0.0
-Modify existing databases and database management systems or direct programmers and analysts to make changes.,0.8897
-Modify existing programs to enhance efficiency.,0.9224
-"Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.",0.7239
-"Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.",0.9592
-"Modify material moving, mixing, grouting, grinding, polishing, or cleaning procedures, according to installation or material requirements.",0.0
-"Modify mixing, grouting, grinding, or cleaning procedures, according to type of installation or material used.",0.0
-Modify or improve filing systems or implement new filing systems.,0.0
-Modify patient treatment plans as indicated by patients' responses and conditions.,0.0
-"Modify properties of metal alloys, using thermal and mechanical treatments.",0.0
-"Modify the general education curriculum for special-needs students, based upon a variety of instructional techniques and instructional technology.",0.0
-"Modify the general education curriculum for special-needs students, based upon a variety of instructional techniques and technologies.",0.0
-Modify the general elementary education curriculum for special-needs students.,0.0
-Modify the general kindergarten education curriculum for special-needs students.,0.0
-Modify the general preschool curriculum for special-needs students.,0.0
-Modify treatment activities or approaches as needed to comply with changes in clients' status.,0.0
-Modify treatment plans according to changes in client status.,0.0
-Modify treatment plans to comply with changes in client status.,0.0
-Modify treatment plans to comply with changes in clients' status.,0.0
-"Modify, clean, or maintain pipe systems, units, fittings, or related machines or equipment, using hand or power tools.",0.0
-"Modify, devise, or maintain nuclear equipment used in operations.",0.0
-"Modify, maintain, or repair electrical, electronic, or mechanical components, equipment, or systems to ensure proper functioning.",0.0
-"Modify, maintain, or repair electronics equipment or systems to ensure proper functioning.",0.0
-"Modify, update, or process existing policies and claims to reflect any change in beneficiary, amount of coverage, or type of insurance.",0.0
-Moisten materials to soften and smooth them.,0.0
-"Mold expansion joints and edges, using edging tools, jointers, and straightedge.",0.0
-"Mold expansion joints and edges, using edging tools, jointers, or straightedges.",0.0
-"Mold or install ornamental plaster pieces, panels, or trim.",0.0
-Mold wax over denture setups to form the full contours of artificial gums.,0.0
-"Monitor Web developments through continuing education, reading, or participation in professional conferences, workshops, or groups.",0.0
-Monitor activities of logging companies and contractors.,0.0
-"Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons.",0.0
-"Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.",0.0
-"Monitor aircraft within a specific airspace, using radar, computer equipment, or visual references.",0.0
-"Monitor alarm systems to detect emergencies, such as fires and illegal entry into establishments.",0.0
-Monitor alarm systems to ensure that secure conditions are maintained.,0.0
-"Monitor all aspects of patient care, including diet and physical activity.",0.0
-"Monitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment.",0.0
-"Monitor and adjust controls that regulate building systems, such as air conditioning, furnace, or boiler.",0.0
-Monitor and adjust operations of geothermal power plant equipment or systems.,0.0
-Monitor and adjust production processes or equipment for quality and productivity.,0.0
-Monitor and analyze data from processes and experiments.,0.0
-Monitor and analyze energy consumption.,0.0
-"Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning.",0.0
-Monitor and analyze sales promotion results to determine cost effectiveness of promotion campaigns.,0.8893
-"Monitor and analyze sales records, trends, or economic conditions to anticipate consumer buying patterns, company sales, and needed inventory.",0.0
-"Monitor and analyze system performance, such as network traffic, security, and capacity.",0.0
-"Monitor and authorize entrance and departure of employees, visitors, and other persons to guard against theft and maintain security of premises.",0.0
-"Monitor and authorize entry of employees, visitors, or other persons.",0.0
-"Monitor and continually assess operating room conditions, including patient and surgical team needs.",0.0
-Monitor and control temperature of products.,0.0
-Monitor and direct the activities of trials and hearings to ensure that they are conducted fairly and that courts administer justice while safeguarding the legal rights of all involved parties.,0.0
-Monitor and direct the work of lower-level clerks.,0.0
-Monitor and document patients' progress during post-anesthesia period.,0.0
-"Monitor and ensure a sound, ethical environment.",0.0
-Monitor and evaluate effectiveness of sustainability programs.,0.0
-"Monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations.",0.0
-"Monitor and evaluate the job performance of subordinates, and authorize promotions and transfers.",0.0
-"Monitor and evaluate the performance of accounting and other financial staff, recommending and implementing personnel actions, such as promotions and dismissals.",0.0
-Monitor and follow applicable laws and regulations.,1.0
-"Monitor and inspect equipment, computer terminals, switches, valves, gauges, alarms, safety devices, and meters to detect leaks or malfunctions and to ensure that equipment is operating efficiently and safely.",0.0
-Monitor and log transmitter readings.,0.0
-Monitor and maintain aseptic technique throughout procedures.,0.0
-Monitor and maintain records of daily facility operations.,0.0
-"Monitor and measure thicknesses of electroplating on component parts to verify conformance to specifications, using micrometers.",0.0
-"Monitor and observe experiments, recording production and test data for evaluation by research personnel.",0.0
-"Monitor and operate communications systems, such as mobile radios.",0.0
-"Monitor and order supplies or food items, and restock as necessary to maintain inventory.",0.0
-"Monitor and perform tests on water, food, and the environment to detect harmful microorganisms or to obtain information about sources of pollution, contamination, or infection.",0.0
-Monitor and record biofuels processing data.,0.0
-Monitor and record clients' progress to ensure that goals and objectives are met.,0.0
-Monitor and record flow meter performance.,0.0
-Monitor and record food temperatures to ensure food safety.,0.0
-Monitor and record switchboard or control board readings to ensure that electrical or steam distribution equipment is operating properly.,0.0
-Monitor and report incidents of infectious diseases to local and state health agencies.,0.0
-Monitor and review paperwork procedures and systems to prevent error-related shortages.,0.0
-"Monitor and review programming to ensure that schedules are met, guidelines are adhered to, and performances are of adequate quality.",0.0
-Monitor and test operations of engines or other equipment so that malfunctions and their causes can be identified.,0.0
-Monitor animals recovering from surgery and notify veterinarians of any unusual changes or symptoms.,0.0
-Monitor athletes' use of equipment to ensure safe and proper use.,0.0
-"Monitor automated press operation systems and respond to fault, error, or alert messages.",0.0
-Monitor automated systems for placing collect calls and intervene for a callers needing assistance.,0.0
-Monitor bank vaults to ensure cash balances are correct.,0.0
-"Monitor batch, continuous flow, or hybrid biofuels production processes.",0.0
-"Monitor behavior of subordinates to ensure alert, courteous, and professional behavior toward inmates, parolees, fellow employees, visitors, and the public.",0.0
-"Monitor blood or plasma donors during and after procedures to ensure health, safety, and comfort.",0.0
-"Monitor boiler water, chemical, and fuel levels, and make adjustments to maintain required levels.",0.0
-Monitor broadcasts to ensure that programs conform to station or network policies and regulations.,0.0
-"Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorized and budgeted.",0.0
-"Monitor budgets, expense reports, or other financial data for fundraising organizations.",0.0
-Monitor bug resolution efforts and track successes.,1.0
-Monitor building security and safety by performing tasks such as locking doors after operating hours or checking electrical appliance use to ensure that hazards are not created.,0.0
-"Monitor cardiac patients, using electrocardiography devices, such as a holter monitor.",0.0
-"Monitor changes affecting supply and demand, tracking market conditions, price trends, or futures markets.",0.9645
-Monitor changes in legislation and accreditation standards that affect information security or privacy in the computerized healthcare system.,0.0
-Monitor checkout stations to ensure they have adequate cash available and are staffed appropriately.,0.0
-Monitor clients' progress to determine whether changes in rehabilitation plans are needed.,0.0
-Monitor clients' use of medications.,0.0
-Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.,0.0
-Monitor closed-circuit television cameras.,0.0
-Monitor company or workforce adherence to labor agreements.,0.0
-Monitor competitors' sales activities by following their advertisements in newspapers or other media.,0.0
-Monitor compliance systems to ensure their effectiveness.,0.0
-"Monitor compliance to operational, safety, or inventory control procedures, including physical security standards.",0.0
-"Monitor compliance with health and fire regulations regarding food preparation and serving, and building maintenance in lodging and dining facilities.",0.0
-"Monitor compliance with standard operating procedures for loss prevention, physical security, or risk management.",1.0
-"Monitor computer-controlled test equipment, according to written or verbal instructions.",0.0
-"Monitor conduct of prisoners in housing unit, or during work or recreational activities, according to established policies, regulations, and procedures, to prevent escape or violence.",0.0
-Monitor construction activities to ensure that environmental regulations are not violated.,0.0
-Monitor consumer preferences or environmental trends to determine the best way to introduce new green products.,0.0
-Monitor contract compliance and results of forestry activities to assure adherence to government regulations.,0.0
-"Monitor contractor performance, recommending contract modifications when necessary.",0.0
-"Monitor control panels during pumping operations to ensure that materials are being pumped at the correct pressure, density, rate, and concentration.",0.0
-Monitor costs incurred by project staff to identify budget issues.,0.0
-Monitor credit extended to players.,0.0
-Monitor current reports of computer viruses to determine when to update virus protection systems.,0.0
-Monitor customer preferences to determine focus of sales efforts.,0.0
-Monitor daily stock prices and compute fluctuations to determine the need for additional collateral to secure loans.,0.0
-"Monitor database performance and perform any necessary maintenance, upgrades, or repairs.",0.8876
-Monitor development of new products to help identify possible problems for mass production.,0.0
-"Monitor developments in the fields of industrial technology, business, finance, and economic theory.",0.0
-"Monitor drilling operations, by checking gauges and listening to equipment to assess drilling conditions and to determine the need to adjust drilling or alter equipment.",0.0
-"Monitor effectiveness of pain management interventions, such as medication or spinal injections.",0.0
-Monitor effects of pollution or land degradation and recommend means of prevention or control.,0.0
-"Monitor emergency and code alarms, make emergency announcements, or route emergency calls to the appropriate location.",0.0
-Monitor emerging trends regarding industry regulations to determine potential impacts on organizational processes.,0.0
-Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations.,0.0
-Monitor employee and patron activities to ensure liquor regulations are obeyed.,0.0
-Monitor employees' work levels and review work performance.,0.0
-Monitor employees' work schedules and attendance for payroll purposes.,0.0
-"Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design.",0.0
-"Monitor engine operation, fuel consumption, and functioning of aircraft systems during flights.",0.0
-"Monitor engine, machinery, or equipment indicators when vessels are underway, and report abnormalities to appropriate shipboard staff.",0.0
-"Monitor environmental factors, such as humidity and temperature, that may impact equipment performance and make necessary adjustments.",0.0
-Monitor environmental impacts of development activities.,0.0
-Monitor environments to ensure maintenance of optimum animal or plant life.,0.0
-"Monitor equipment during operation to ensure adherence to specifications for characteristics such as pressure, temperature, or flow.",0.0
-"Monitor equipment functioning, observe temperature, level, and flow gauges, and perform regular unit checks to ensure that all equipment is operating as it should.",0.0
-Monitor equipment operation to detect malfunctions.,0.0
-"Monitor equipment operation, gauges, and panel lights to detect deviations from standards.",0.0
-Monitor equipment to ensure proper operation.,0.0
-Monitor establishment activities to ensure adherence to all state gaming regulations and company policies and procedures.,0.0
-"Monitor event activities to ensure compliance with applicable regulations and laws, satisfaction of participants, and resolution of any problems that arise.",0.9249
-"Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities.",0.941
-Monitor factors such as temperatures and dye flow rates to ensure that they are within specified ranges.,0.0
-"Monitor fetal development by listening to fetal heartbeat, taking external uterine measurements, identifying fetal position, or estimating fetal size and weight.",0.0
-"Monitor fetal growth and well-being through heartbeat detection, body measurement, and palpation.",0.0
-Monitor field work to ensure proper performance and use of materials.,0.0
-"Monitor financial activities and details, such as cash flow and reserve levels, to ensure that all legal and regulatory requirements are met.",0.0
-Monitor financial market trends to ensure that client plans are responsive.,0.9462
-Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals.,0.9699
-Monitor finished cartons as they drop from forming machines into rotating hoppers and into gravity feed chutes to prevent jamming.,0.0
-Monitor fire suppression expenditures to ensure that they are necessary and reasonable.,0.0
-"Monitor follow-up actions in cases where violations were found, and review compliance monitoring reports.",0.0
-"Monitor food distribution, ensuring that meals are delivered to the correct recipients and that guidelines, such as those for special diets, are followed.",0.0
-"Monitor food preparation methods, portion sizes, and garnishing and presentation of food to ensure that food is prepared and presented in an acceptable manner.",0.0
-Monitor food preparation or serving techniques to ensure that proper procedures are followed.,0.0
-"Monitor food service operations to ensure conformance to nutritional, safety, sanitation and quality standards.",0.0
-Monitor for trains at railroad crossings and signal the bus driver when it is safe to proceed.,0.0
-Monitor forecasts and quotas to identify changes and predict effects on supply chain activities.,0.0
-Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.,0.0
-Monitor fulfillment of purchase contract terms to ensure that they are handled in a timely manner.,0.0
-Monitor functioning of equipment and make necessary modifications to ensure system operates in conformance with specifications.,0.0
-Monitor functioning of equipment to ensure system operates in conformance with specifications.,0.0
-Monitor functioning of slot machine coin dispensers and fill coin hoppers when necessary.,0.0
-"Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews.",0.9723
-"Monitor funeral service operations to ensure that they comply with applicable policies, regulations, and laws.",0.0
-"Monitor game operations to ensure that house rules are followed, that tribal, state, and federal regulations are adhered to, and that employees provide prompt and courteous service.",0.0
-"Monitor gauges and flowmeters and inspect equipment to ensure that tank levels, temperatures, chemical amounts, and pressures are at specified levels, reporting abnormalities as necessary.",0.0
-"Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brake lines or in main reservoirs.",0.0
-"Monitor gauges, recording instruments, flowmeters, or products to ensure that specified conditions are maintained.",0.0
-"Monitor gauges, warning devices, and control panels to verify aircraft performance and to regulate engine speed.",0.0
-"Monitor geothermal operations, using programmable logic controllers.",0.0
-Monitor handling of radioactive materials to ensure that established procedures are followed.,0.0
-Monitor hazardous waste cleanup procedures to ensure proper application of nanocomposites or accomplishment of objectives.,0.0
-"Monitor how the wind, heat, or cold affect the curing of the concrete throughout the entire process.",0.0
-"Monitor hydroelectric power plant equipment operation and performance, adjusting to performance specifications, as necessary.",0.0
-Monitor in-house inventory movement and complete inventory transfer forms for bookkeeping purposes.,0.0
-Monitor incoming and outgoing pictures and sound feeds to ensure quality and notify directors of any possible problems.,0.0
-Monitor industrial or commercial properties to enforce conformance to establishment rules and to protect people or property.,0.0
-"Monitor industry Web sites or publications for information about patches, releases, viruses, or potential problem identification.",0.0
-"Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.",0.0
-Monitor industry statistics and follow trends in trade literature.,0.0
-"Monitor installation of plumbing, wiring, equipment, or appliances to ensure that installation is performed properly and is in compliance with applicable regulations.",0.0
-"Monitor instruments, gauges, or recording devices under direction of nuclear experimenters.",0.0
-Monitor insurance claims to ensure they are settled equitably for both the client and the insurer.,0.0
-Monitor inventory levels and order supplies as necessary.,0.0
-Monitor inventory levels and requisition or purchase supplies as needed.,0.0
-Monitor inventory levels of products or materials in warehouses.,0.0
-"Monitor inventory levels on a regular basis, ordering or requesting additional supplies, as necessary.",0.0
-"Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.",0.0
-Monitor investigations of suspected offenders to ensure that they are conducted in accordance with constitutional requirements.,0.0
-Monitor laboratory work to ensure compliance with set standards.,0.0
-Monitor lights indicating obstructions or other trains ahead and watch for car and truck traffic at crossings to stay alert to potential hazards.,0.0
-Monitor loading processes to ensure that materials are loaded according to specifications.,0.0
-Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.,0.0
-"Monitor machine operation and control panel displays, and compare readings to specifications to detect malfunctions.",0.0
-"Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.",0.0
-"Monitor machine operation, and make adjustments as necessary to ensure proper operation.",0.0
-Monitor machine operations and observe lights and gauges to detect malfunctions.,0.0
-Monitor machine operations to detect malfunctions and report or resolve problems.,0.0
-Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.,0.0
-"Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.",0.0
-"Monitor machines that automatically measure, sort, or inspect products.",0.0
-"Monitor mapping work or the updating of maps to ensure accuracy, inclusion of new or changed information, or compliance with rules and regulations.",0.0
-"Monitor market conditions, innovations, and competitors' services, prices, and sales.",0.7239
-"Monitor market conditions, product innovations, and competitors' products, prices, and sales.",0.933
-Monitor markets or positions.,0.9801
-"Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions.",0.0
-"Monitor material performance, and evaluate its deterioration.",0.0
-"Monitor maternal condition during labor by checking vital signs, monitoring uterine contractions, or performing physical examinations.",0.0
-"Monitor mechanical factors, such as turbine load or strain information.",0.0
-Monitor medical supplies and place orders when inventory is low.,0.0
-Monitor menus and spending to ensure that meals are prepared economically.,0.0
-"Monitor meters and pressure gauges to determine consumption rate variations, temperatures, and pressures.",0.0
-"Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed.",0.0
-Monitor mine production rates to assess operational effectiveness.,0.0
-Monitor national or international legislation on ozone-depleting substances or global warming.,0.0
-Monitor network performance to determine whether adjustments are needed and where changes will be needed in the future.,0.0
-"Monitor network transmissions for advisories concerning daily program schedules, program content, special feeds, or program changes.",0.0
-"Monitor news-gathering operations to ensure utilization of all news sources, such as press releases, telephone contacts, radio, television, wire services, and other reporters.",0.0
-"Monitor nuclear facility operations to identify any design, construction, or operation practices that violate safety regulations and laws or could jeopardize safe operations.",0.0
-"Monitor nuclear reactor equipment performance to identify operational inefficiencies, hazards, or needs for maintenance or repair.",0.0
-"Monitor nutrition of children, elderly, or other high-risk groups.",0.0
-"Monitor oil, temperature, and pressure gauges on dashboards to determine if engines are operating safely and efficiently.",0.0
-"Monitor operation and adjust controls of processing machines and equipment to produce compositions with specific electronic properties, using computer terminals.",0.0
-Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.,0.0
-Monitor operation of cutting or slicing machines to detect malfunctions or to determine whether supplies need replenishment.,0.0
-Monitor operation of equipment and record use of equipment and administration of treatment.,0.0
-Monitor operation of machines and make adjustments to correct problems and ensure conformance to specifications.,0.0
-"Monitor operations to ensure compliance with applicable health, safety, or hygiene standards.",0.0
-Monitor operations to ensure that health and safety standards are met.,0.0
-"Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.",0.9962
-Monitor operations to ensure that standards for sound and image projection quality are met.,0.0
-"Monitor operations to identify and solve problems, improve work methods, and ensure compliance with safety, company, and government regulations.",0.0
-Monitor or analyze market and environmental trends.,0.0
-"Monitor or calibrate automated systems, industrial control systems, or system components to maximize efficiency of production.",0.0
-Monitor or direct the movement of aircraft within an assigned air space or on the ground at airports to minimize delays and maximize safety.,0.0
-Monitor or evaluate medical conditions of patients in collaboration with other health care professionals.,0.0
-"Monitor or inspect hydroelectric equipment, such as hydro-turbines, generators, or control systems.",0.0
-"Monitor or operate boilers, turbines, wells, or auxiliary power plant equipment.",0.0
-"Monitor or operate specialized equipment, such as gas chromatographs and high pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence activated cell sorters, and phosphorimagers.",0.0
-"Monitor or oversee construction projects, such as horticultural buildings or irrigation systems.",0.0
-Monitor or record locations of goods in transit.,1.0
-"Monitor or review output from systems, such as Thermal Imaging Units (TIU) or roadside imaging tools, to identify high-risk commercial motor vehicles for follow-up inspections.",0.0
-Monitor or trace the location of goods.,1.0
-Monitor or track project milestones and deliverables.,0.9646
-"Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.",0.0
-"Monitor painting operations to identify flaws, such as blisters or streaks, and correct their causes.",0.0
-Monitor participants' progress and adapt programs as needed.,0.0
-Monitor passenger behavior to identify threats to the safety of the crew and other passengers.,0.0
-Monitor passenger flow through screening checkpoints to ensure order and efficiency.,0.0
-"Monitor patient before, during, and after anesthesia and counteract adverse reactions or complications.",0.0
-"Monitor patient intra-operative status, including patient position, vital signs, or volume and color of blood.",0.0
-Monitor patient progress following cardiac surgery.,0.0
-"Monitor patient's physiological responses to therapy, such as vital signs, arterial blood gases, or blood chemistry changes, and consult with physician if adverse reactions occur.",0.0
-"Monitor patient's recovery, making follow-up visits and using postoperative assessment techniques, such as blood and imaging tests.",0.0
-"Monitor patients during tests or surgeries, using electroencephalographs (EEG), evoked potential (EP) instruments, or video recording equipment.",0.0
-Monitor patients for changes in status and indications of conditions such as sepsis or shock and institute appropriate interventions.,0.0
-Monitor patients' blood pressure and heart rate using electrocardiogram (EKG) equipment during diagnostic or therapeutic procedures to notify the physician if something appears wrong.,0.0
-"Monitor patients' comfort and safety during tests, alerting physicians to abnormalities or changes in patient responses.",0.0
-Monitor patients' conditions and progress and reevaluate treatments as necessary.,0.0
-"Monitor patients' conditions and progress, and reevaluate treatments, as necessary.",0.0
-"Monitor patients' conditions and reactions, reporting abnormal signs to physician.",0.0
-"Monitor patients' conditions, and reevaluate treatments, as necessary.",0.0
-"Monitor patients' fluid intake and output to detect emerging problems, such as fluid and electrolyte imbalances.",0.0
-Monitor patients' medication usage and results.,0.0
-"Monitor patients' performance in therapy activities, providing encouragement.",0.0
-Monitor patients' physical and emotional well-being and report unusual behavior or physical ailments to medical staff.,0.0
-Monitor patients' progress and adjust treatments accordingly.,0.0
-Monitor patients' progress and provide ongoing observation of hearing or balance status.,0.0
-"Monitor patients' responses, including skin color, pupil dilation, pulse, heart rate, blood pressure, respiration, ventilation, or urine output, using invasive and noninvasive techniques.",0.0
-"Monitor patrons for signs of compulsive gambling, offering assistance if necessary.",0.0
-"Monitor patrons' facility use to ensure that rules and regulations are followed, and safety and order are maintained.",0.0
-Monitor payment of hand-delivered jackpots to ensure promptness.,0.0
-Monitor performance of quality control systems to ensure effectiveness and efficiency.,0.0
-Monitor permit requirements for updates.,0.0
-Monitor personnel or equipment locations and utilization to coordinate service and schedules.,0.0
-Monitor personnel to determine the amounts and intensities of radiation exposure.,0.0
-Monitor power plant equipment and indicators to detect evidence of operating problems.,0.0
-"Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed.",0.0
-Monitor proceedings to ensure that all applicable rules and procedures are followed.,0.0
-"Monitor process indicators, instruments, gauges, and meters to detect and report any possible problems.",0.0
-Monitor product import or export processes to ensure compliance with regulatory or legal requirements.,0.0
-"Monitor product movement to and from storage tanks, coordinating activities with other workers to ensure constant product flow.",0.0
-Monitor product quality to ensure compliance with standards and specifications.,0.0
-"Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.",0.0
-"Monitor production rates, and plan rework processes to improve production.",0.0
-Monitor program performance to ensure efficient and problem-free operations.,0.0
-"Monitor progress of drilling operations, and select and change drill bits according to the nature of strata, using hand tools.",0.0
-Monitor progress of environmental improvement programs.,0.0
-Monitor progress of fundraising drives.,0.0
-"Monitor project activities to ensure that instructions are followed, deadlines are met, and schedules are maintained.",0.9885
-Monitor project milestones and deliverables.,0.7239
-Monitor projects during or after construction to ensure projects conform to design specifications.,0.0
-Monitor pumps and flow lines for gas and fluid leaks.,0.0
-Monitor quality of remote sensing data collection operations to determine if procedural or equipment changes are necessary.,0.0
-Monitor radio range stations to detect transmission flaws and adjust controls to eliminate flaws.,0.0
-"Monitor raw data quality during collection, and make equipment corrections as necessary.",0.0
-"Monitor recording instruments, flowmeters, panel lights, or other indicators and listen for warning signals to verify conformity of process conditions.",0.0
-Monitor regulatory activity to maintain compliance with records and document management laws.,0.0
-Monitor regulatory affairs activities to ensure their alignment with corporate sustainability or green initiatives.,0.0
-Monitor regulatory affairs trends related to environmental issues.,0.0
-Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities.,0.0
-"Monitor robotic assembly equipment, such as snake-arm robots, used to assemble, seal, or swage aircraft structures.",0.0
-Monitor sales activities to ensure that customers receive satisfactory service and quality goods.,1.0
-Monitor sales staff performance to ensure that goals are met.,1.0
-Monitor sanitation practices to ensure that employees follow standards and regulations.,0.0
-"Monitor sawing machines, adjusting speed and tension and clearing jams to ensure proper operation.",0.0
-"Monitor security policies, programs or procedures to ensure compliance with internal security policies, or applicable government security requirements, policies, and directives.",0.0
-Monitor security system performance logs to identify problems and notify security specialists when problems occur.,0.8253
-"Monitor shipments to ensure that goods come in on time, and resolve problems related to undelivered goods.",0.0
-Monitor sound wave-generating or detecting mechanisms to determine well fluid levels.,0.0
-"Monitor staffing levels to ensure that games and tables are adequately staffed for each shift, arranging for staff rotations and breaks and locating substitute employees as necessary.",0.0
-Monitor stations and games and move dealers from game to game to ensure adequate staffing.,0.0
-Monitor status of loans and accounts to ensure that payments are up to date.,0.0
-Monitor stored biofuels products or secondary by-products until reused or transferred to users.,0.0
-Monitor street or utility projects for compliance to traffic control permit conditions.,0.0
-"Monitor strength, clarity, and reliability of incoming and outgoing signals, and adjust equipment as necessary to maintain quality broadcasts.",0.0
-"Monitor student performance or assist students in academic environments, such as classrooms, laboratories, or computing centers.",0.0
-"Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.",0.0
-Monitor students' progress and provide students and teachers with assistance in resolving any problems.,0.0
-"Monitor study activities to ensure compliance with protocols and with all relevant local, federal, and state regulatory and institutional polices.",0.0
-Monitor suppliers to ensure that they efficiently and effectively provide needed goods or services within budgetary limits.,0.0
-Monitor suppliers' activities to assess performance in meeting quality or delivery requirements.,0.0
-Monitor system operation to detect potential problems.,0.0
-"Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.",0.9751
-Monitor tapes or digital recordings to identify the source of losses.,0.0
-Monitor teachers and teacher assistants to ensure that they adhere to inclusive special education program requirements.,0.0
-Monitor teachers or teacher assistants to ensure adherence to special education program requirements.,0.0
-"Monitor testing procedures to ensure that all tests are performed according to established item specifications, standard test methods, or protocols.",0.0
-Monitor the academic eligibility of student athletes.,0.0
-"Monitor the arrival, parking, refueling, loading, and departure of all aircraft.",0.0
-"Monitor the availability, use, or condition of lifesaving equipment or pollution preventatives to ensure that international regulations are followed.",0.0
-"Monitor the behavior of security employees to ensure adherence to quality standards, deadlines, or procedures.",0.0
-Monitor the conduct of students to maintain discipline and safety.,0.0
-"Monitor the environmental impact of development activities, pollution, or land degradation.",0.0
-"Monitor the facility to ensure that it remains safe, secure, and well-maintained.",0.0
-Monitor the feed and speed of machines during the machining process.,0.0
-Monitor the field of dance to remain aware of current trends and innovations.,0.0
-"Monitor the fitting, burning, and welding processes to avoid overheating of parts or warping, shrinking, distortion, or expansion of material.",0.0
-Monitor the grading performed by company employees to verify conformance to standards.,0.0
-Monitor the implementation and impact of guidelines for nondiscriminatory employment practices.,0.0
-"Monitor the operating status of biomass plants by observing control system parameters, distributed control systems, switchboard gauges, dials, or other indicators.",0.0
-Monitor the operations and sanitary conditions of slaughtering or meat processing plants.,0.0
-Monitor the payments of benefits throughout the duration of a claim.,0.0
-Monitor the performance of project team members to provide performance feedback.,0.0
-"Monitor the performance of project team members, providing and documenting performance feedback.",0.0
-"Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.",0.0
-Monitor the revenue activity of the hotel or facility.,0.0
-Monitor the use and status of medical and pharmaceutical supplies.,0.0
-"Monitor the use of diagnostic services, inpatient beds, facilities, and staff to ensure effective use of resources and assess the need for additional staff, equipment, and services.",0.0
-"Monitor the work of contractors in the design, construction, and startup phases of security systems.",0.0
-"Monitor the work of specialists, such as electrical engineers, mechanical engineers, interior designers, or sound specialists to ensure optimal form or function of designs or final structures.",0.0
-"Monitor the work of well contractors, exploratory borers, and engineers and enforce rules regarding their activities.",0.0
-Monitor tool and part inventories and the condition and maintenance of shops to ensure adequate working conditions.,0.0
-Monitor traffic flow to locate safe gaps through which pedestrians can cross streets.,0.0
-Monitor traffic to ensure motorists observe traffic regulations and exhibit safe driving procedures.,0.0
-Monitor train loading procedures to ensure that freight or rolling stock are loaded or unloaded without damage.,0.0
-Monitor training costs and prepare budget reports to justify expenditures.,0.0
-Monitor trains as they go around curves to detect dragging equipment and smoking journal boxes.,0.0
-"Monitor transit areas and conduct security checks to protect railroad properties, patrons, and employees.",0.0
-Monitor transportation and storage of flammable and other potentially dangerous products to ensure that safety guidelines are followed.,0.0
-Monitor transportation and storage of flammable or other potentially dangerous feedstocks or products to ensure adherence to safety guidelines.,0.0
-Monitor updates from public health agencies to keep abreast of health trends.,0.0
-Monitor use of data files and regulate access to safeguard information in computer files.,0.9735
-Monitor use of government food commodities to ensure that proper procedures are followed.,0.0
-"Monitor various radio frequencies, such as those used by public works departments, school security, and civil defense, to stay apprised of developing situations.",0.0
-Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.,0.0
-"Monitor water use, demand, or quality in a particular geographic area.",0.0
-Monitor well fields periodically to ensure proper functioning and performance.,0.0
-Monitor wildlife populations and assess the impacts of forest operations on population and habitats.,0.0
-Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.,0.0
-"Monitor work of contractors and subcontractors to ensure projects conform to plans, specifications, schedules, or budgets.",0.0
-Monitor work productivity or quality to ensure compliance with standard operating procedures.,0.0
-"Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations.",0.0
-"Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan.",1.0
-"Monitor, evaluate, and record client progress with respect to treatment goals.",0.8746
-"Monitor, evaluate, or record training activities or program effectiveness.",0.0
-"Monitor, inspect, or test mechanical equipment.",0.0
-"Monitor, maintain, or secure inventories of costumes, wigs, or makeup, providing keys or access to assigned directors, costume designers, or wardrobe mistresses/masters.",0.0
-"Monitor, note, report, and investigate suspicious persons and situations, safety hazards, and unusual or illegal activity in patrol area.",0.0
-"Monitor, record, and report symptoms or changes in patients' conditions.",0.9934
-Mop or pour hot asphalt or tar onto roof bases.,0.0
-"Mop, brush, or spread paints, cleaning solutions, or other compounds over surfaces to clean them or to provide protection.",0.0
-Mount and bolt sawing blades or attachments to machine shafts.,0.0
-"Mount and fasten control panels, door and window contacts, sensors, or video cameras, and attach electrical and telephone wiring to connect components.",0.0
-"Mount and install meters and other electric equipment such as time clocks, transformers, and circuit breakers, using electricians' hand tools.",0.0
-"Mount and position tools in machine chucks, spindles, or other tool holding devices, using hand tools.",0.0
-"Mount and secure lens blanks or optical lenses in holding tools or chucks of cutting, polishing, grinding, or coating machines.",0.0
-"Mount attachments and tools, such as pantographs, engravers, or routers, to perform other operations, such as drilling or boring.",0.0
-"Mount attachments, such as needles, cutting blades, or pattern plates, and adjust machine guides according to specifications.",0.0
-"Mount attachments, such as relieving or tracing attachments, to perform operations, such as duplicating contours of templates or trimming workpieces.",0.0
-"Mount brackets and hangers on walls and ceilings to hold pipes, and set sleeves or inserts to provide support for pipes.",0.0
-"Mount compressor, condenser, and other components in specified locations on frames, using hand tools and acetylene welding equipment.",0.0
-"Mount crystal ingots or wafers on blocks or plastic laminate, using special mounting devices, to facilitate their positioning in the holding fixtures of sawing, drilling, grinding or sanding equipment.",0.0
-Mount equipment on transmission towers and in vehicles such as ships or ambulances.,0.0
-"Mount fixtures and industrial coils on machines, using hand tools.",0.0
-Mount hairsprings and balance wheel assemblies between jaws of truing calipers.,0.0
-"Mount motors to boats, and operate boats at various speeds on waterways to conduct operational tests.",0.0
-"Mount negatives and plates in cameras, set exposure controls, and expose plates to light through negatives to transfer images onto plates.",0.0
-"Mount or load material such as paper, plastic, wood, or rubber in feeding mechanisms of cementing or gluing machines.",0.0
-"Mount raceways and conduits and fasten wires to wood framing, using staplers.",0.0
-"Mount rolls of cloth on machines, using hoists, or place textile goods in machines or pieces of equipment.",0.0
-"Mount tile, using adhesives, or by nailing, screwing, stapling, or wire-tying lath directly to structural frameworks.",0.0
-Mount tissue specimens on glass slides.,0.0
-"Mount workpieces in fixtures, on arbors, or between centers of machines.",0.0
-"Mount, balance, change, or check condition or pressure of tires.",0.0
-"Mount, frame, laminate, or lacquer finished photographs.",0.0
-"Mount, install, align, and secure tools, attachments, fixtures, and workpieces on machines, using hand tools and precision measuring instruments.",0.0
-"Mount, secure, and align finished lenses in frames or optical assemblies, using precision hand tools.",0.0
-Move and arrange furniture and turn mattresses.,0.0
-"Move and position workpieces, such as mold sections, patterns, and bottom boards, using cranes, or signal others to move workpieces.",0.0
-Move and set up mobile homes or prefabricated buildings on owners' lots or at mobile home parks.,0.0
-"Move and store inventories of explosives, loaded perforating guns, and other materials, according to established safety procedures.",0.0
-"Move containerized shrubs, plants, and trees, using wheelbarrows or tractors.",0.0
-"Move containers of mail, using equipment, such as forklifts and automated ""trains"".",0.0
-"Move control settings to make necessary adjustments on equipment units affecting speeds of chemical reactions, quality, or yields.",0.0
-"Move controls and turn valves to start compressor engines, pumps, and auxiliary equipment.",0.0
-"Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles.",0.0
-Move controls to activate and adjust extruding and forming machines.,0.0
-"Move controls to adjust, start, or stop equipment during grinding and polishing processes.",0.0
-"Move controls to drive gasoline- or electric-powered trucks, cars, or tractors and transport materials between loading, processing, and storage areas.",0.0
-Move controls to light gas burners and to adjust gas and water flow and flame temperature.,0.0
-"Move controls to set cutting specifications, to position cutting tools and workpieces in relation to each other, and to start machines.",0.0
-"Move controls to set cutting speeds and depths and feed rates, and to position tools in relation to workpieces.",0.0
-Move controls to start and regulate movement of conveyors and to start and position drill cutters or torches.,0.0
-"Move controls to start, stop, or adjust machinery and equipment that crushes, grinds, polishes, or blends materials.",0.0
-"Move controls, buttons, or levers to start blowers and regulate flow of materials through nozzles.",0.0
-"Move controls, buttons, or levers to start blowers, and to regulate flow of materials through nozzles.",0.0
-"Move cutters or material manually or by turning handwheels, or engage automatic feeding mechanisms to mill workpieces to specifications.",0.0
-"Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts.",0.0
-Move fingers over surfaces of carvings to ensure smoothness of finish.,0.0
-"Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.",0.0
-Move furniture from area to be carpeted and remove old carpet and padding.,0.0
-Move furniture to clear work sites and cover floors or furnishings with drop cloths.,0.0
-"Move hand and foot levers of hoisting equipment to position piling leads, hoist piling into leads, and position hammers over pilings.",0.0
-"Move heat units and clamping frames over screen beds to form Braille impressions on pages, raising frames to release individual copies.",0.0
-"Move heavy furniture, equipment, or supplies, either manually or with hand trucks.",0.0
-"Move levers and turn valves to activate power hammers, or to raise and lower drophammers that drive piles to required depths.",0.0
-"Move levers or controls that operate lifting devices, such as forklifts, lift beams with swivel-hooks, hoists, or elevating platforms, to load, unload, transport, or stack material.",0.0
-"Move levers to activate traffic signals, navigation lights, and alarms.",0.0
-"Move levers to position dredges for excavation, to engage hydraulic pumps, to raise and lower suction booms, and to control rotation of cutterheads.",0.0
-Move levers to raise and lower hydraulic safety bars supporting roofs above machines until other workers complete framing.,0.0
-"Move levers, depress foot pedals, and turn dials to operate power machinery, such as power shovels, stripping shovels, scraper loaders, or backhoes.",0.0
-"Move levers, depress foot pedals, or turn dials to operate cranes, cherry pickers, electromagnets, or other moving equipment for lifting, moving, or placing loads.",0.0
-"Move levers, pedals, and throttles to stop, start, and regulate speeds of hoist or winch drums in response to hand, bell, buzzer, telephone, loud-speaker, or whistle signals, or by observing dial indicators or cable marks.",0.0
-"Move machine controls to index workpieces, and to adjust machines for pre-selected operational settings.",0.0
-Move machine controls to lower tools to workpieces and to engage automatic feeds.,0.0
-"Move machinery and equipment, using hoists, dollies, rollers, and trucks.",0.0
-"Move materials over short distances, such as around a construction site, factory, or warehouse.",0.0
-"Move materials, supplies, components, and finished products between storage and work areas, using work aids such as racks, hoists, and handtrucks.",0.0
-"Move mine cars into position for loading and unloading, using pinchbars inserted under car wheels to position cars under loading spouts.",0.0
-"Move or position materials such as marble slabs, using cranes, hoists, or dollies.",0.0
-"Move or reposition hoists, winches, loads and materials, manually or using equipment and machines such as trucks, cars, and hand trucks.",0.0
-"Move parts into position, manually or with hoists or cranes.",0.0
-Move picklocks in cylinders to open door locks without keys.,0.0
-Move pieces from wheels so that they can dry.,0.0
-"Move pipes to and from trucks, using truck winches and motorized lifts, or by hand.",0.0
-"Move stock or scrap to and from machines manually, or by using carts, handtrucks, or lift trucks.",0.0
-"Move terrazzo installation materials, tools, machines, or work devices to work areas, manually or using wheelbarrow.",0.0
-"Move toolholders manually or by turning handwheels, or engage automatic feeding mechanisms to feed tools to and along workpieces.",0.0
-"Move toward the source of a fire, using knowledge of types of fires, construction design, building materials, and physical layout of properties.",0.0
-"Move trailing electrical cables clear of obstructions, using rubber safety gloves.",0.0
-"Move, assemble, and connect hoses or nozzles to material hoppers, storage tanks, conveyor sections or chutes, and pumps.",0.0
-"Mow or edge lawns, using power mowers or edgers.",0.0
-"Mow or trim lawns or shrubbery, using mowers or hand or power trimmers, and clear debris from grounds.",0.0
-Nail channels or wood furring strips to surfaces to provide mounting for tile.,0.0
-Nail heel and toe cleats onto shoes.,0.0
-Nail pointed slats to rails to construct picket fences.,0.0
-Nail tack strips around area to be carpeted or use old strips to attach edges of new carpet.,0.0
-"Nail top and bottom rails to fence posts, or insert them in slots on posts.",0.0
-Negotiate and arrange transport of goods with shipping or freight companies.,0.0
-"Negotiate and authorize purchase, sale, exchange, or loan of collections.",0.0
-Negotiate bargaining agreements and help interpret labor contracts.,0.0
-Negotiate bargaining agreements.,0.0
-Negotiate claim settlements or recommend litigation when settlement cannot be negotiated.,0.0
-"Negotiate collective agreements on behalf of employers or workers, and mediate labor disputes and grievances.",0.0
-Negotiate collective bargaining agreements.,0.0
-"Negotiate contract agreements with performers, with agents, or between performers and agents or production companies.",0.0
-Negotiate contracts for prearranged funeral services.,0.0
-Negotiate contracts for services or materials needed for environmental remediation.,0.0
-"Negotiate contracts with clients for desired training outcomes, fees, or expenses.",0.0
-Negotiate contracts with farmers for the production or purchase of farm products.,0.0
-"Negotiate contracts with such service providers and suppliers as hotels, convention centers, and speakers.",0.0
-"Negotiate contracts with vendors or distributors to manage product distribution, establishing distribution networks or developing distribution strategies.",0.0
-Negotiate contracts with waste management or other firms.,0.0
-Negotiate credit extensions when necessary.,0.0
-Negotiate details of contracts and payments.,0.0
-Negotiate for water rights with communities or water facilities to meet water supply demands.,0.0
-Negotiate interconnection agreements with other utilities.,0.0
-Negotiate labor disputes.,0.0
-Negotiate materials prices with suppliers.,0.0
-"Negotiate or approve contracts or agreements with suppliers, distributors, federal or state agencies, or other organizational entities.",0.0
-Negotiate power generation contracts with other public or private utilities.,0.0
-"Negotiate prices and terms with suppliers, vendors, or freight forwarders.",0.0
-Negotiate prices or contracts for securities or commodities sales or purchases.,0.0
-Negotiate prices or terms of sales or service agreements.,0.9664
-"Negotiate prices, discount terms, or transportation arrangements with suppliers.",0.0
-Negotiate settlements of civil disputes.,0.0
-Negotiate shipping rates with freight carriers.,0.0
-Negotiate short- and long-term loans to finance construction and ownership of structures.,0.0
-"Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.",0.0
-Negotiate terms and conditions of reinsurance with other companies.,0.0
-"Negotiate the sale, lease, or development of property and complete or review appropriate documents and forms.",0.826
-"Negotiate with authorities, such as local government officials, to eliminate hazards along transportation routes.",0.0
-"Negotiate with buyers for the sale, storage, or shipment of crops or livestock.",0.0
-"Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.",0.0
-"Negotiate with colleagues or members of other political parties in order to reconcile differing interests, and to create policies and agreements.",0.0
-Negotiate with contractors on prices for new contracts or modifications to existing contracts.,0.0
-"Negotiate with creditors on behalf of clients to arrange for payment adjustments, interest rate reductions, time extensions, or payment plans.",0.0
-"Negotiate with customers regarding fees for landscaping, lawn service, or groundskeeping work.",0.0
-"Negotiate with government leaders, businesses, special interest representatives, and utility companies to gain support for new projects and to eliminate potential obstacles.",0.0
-"Negotiate with managers, promoters, union officials, and other persons regarding clients' contractual rights and obligations.",0.0
-"Negotiate with parties, including independent producers and the distributors and broadcasters who will be handling completed productions.",0.0
-Negotiate with printers and estimators to determine what services will be performed.,0.0
-Negotiate with professional athletes or their representatives to obtain services and arrange contracts.,0.0
-Negotiate with project stakeholders or suppliers to obtain resources or materials.,0.0
-Negotiate with representatives from supply companies to determine order details.,0.0
-Negotiate with responsible parties to arrange for recovery of losses due to fraud.,0.0
-"Negotiate with retail merchants to improve product exposure, such as shelf positioning and advertising.",0.0
-"Negotiate, renegotiate, and administer contracts with suppliers, vendors, and other representatives.",0.0
-Network within communities to find and attract new business.,0.0
-"Neutralize workpieces to remove acid, wax, or enamel, using water, solvents, brushes, or specialized machines.",0.0
-Nominate citizens to boards or commissions.,0.0
-Note differences in wire and cable colors so that work can be performed correctly.,0.0
-"Note malfunctions of equipment, instruments, or controls and report these conditions to supervisors.",0.0
-"Note, mark, and photograph location of objects found, such as footprints, tire tracks, bullets and bloodstains, and take measurements of the scene.",0.0
-Notify board attendants of table vacancies so that waiting patrons can play.,0.0
-Notify command of situation and request assistance.,0.0
-"Notify consignees, passengers, or customers of freight or baggage arrival and arrange for delivery.",0.0
-"Notify credit departments, order merchandise repossession or service disconnection, and turn over account records to attorneys when customers fail to respond to collection attempts.",0.0
-"Notify departments when supplies of specific items are low, or when orders would deplete available supplies.",0.0
-Notify dispatchers or company mechanics of vehicle problems.,0.0
-Notify facility personnel of equipment shutdowns.,0.0
-Notify instructors of errors or problems with assignments.,0.0
-Notify insurance agent and accounting department of policy cancellation.,0.0
-Notify kitchen personnel of shortages or special orders.,0.0
-Notify maintenance engineers of equipment malfunctions.,0.0
-"Notify maintenance, stationary engineering, or other auxiliary personnel to correct equipment malfunctions or to adjust power, steam, water, or air supplies.",0.0
-Notify managers concerning the need for major repairs or additions to building operating systems.,0.0
-Notify or signal other workers to operate equipment or when processing is complete.,0.0
-"Notify other workers of defects, and direct them to adjust extruding and forming machines.",0.0
-Notify patrol units to take violators into custody or to provide needed assistance or medical aid.,0.0
-Notify regulatory or permitting agencies of deviations from implemented remediation plans.,0.0
-Notify superior when restoration of artifacts requires outside experts.,0.0
-Notify supervisors of mechanical malfunctions.,0.0
-Notify supervisors of needed repairs.,0.0
-Notify supervisors or mechanics of equipment malfunctions.,0.0
-Notify supervisors or other appropriate personnel when security breaches occur.,0.0
-Notify supervisors or other personnel of production problems.,0.0
-Notify supervisors or repair staff of mechanical malfunctions.,0.0
-Notify supervisors when extruded filaments fail to meet standards.,0.0
-Notify supervisors when major equipment repairs are needed.,0.0
-Notify supervisors when major lighting equipment repairs are needed.,0.0
-Notify switching departments to deliver specific types of cars.,0.0
-"Notify taxpayers of any overpayment or underpayment, and either issue a refund or request further payment.",0.0
-Notify workers of any special treatment required for shipments.,0.0
-"Notify, or request notification of, medical examiner or district attorney representative.",0.0
-Obey traffic laws and follow established traffic and transportation procedures.,0.0
-"Observe action of microorganisms upon living tissues of plants, higher animals, and other microorganisms, and on dead organic matter.",0.0
-Observe actions of cutting tools through microscopes and adjust stylus movement to ensure accurate reproduction.,0.0
-"Observe activities in assigned areas, using binoculars, to detect hazards, disturbances, or safety infractions.",0.0
-"Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.",0.0
-Observe alarm registers and scan maps to determine whether a specific emergency is in the dispatch service area.,0.0
-Observe and care for patients throughout examinations to ensure their safety and comfort.,0.0
-Observe and caution children petting and feeding animals in designated areas to ensure the safety of humans and animals.,0.0
-Observe and compare colors and consistencies of products to instrument readings and to laboratory and standard test results.,0.0
-Observe and discuss meal preparation and suggest alternate methods of food preparation.,0.0
-"Observe and document activities of individuals to detect unlawful acts or to obtain evidence for cases, using binoculars and still or video cameras.",0.0
-"Observe and document client reactions, progress, or other outcomes related to art therapy.",0.0
-"Observe and document client reactions, progress, or other outcomes related to music therapy.",0.0
-Observe and evaluate athletes' mental well-being.,0.0
-"Observe and evaluate children's performance, behavior, social development, and physical health.",0.0
-"Observe and evaluate students' performance, behavior, social development, and physical health.",0.9429
-Observe and evaluate students' work to determine progress and make suggestions for improvement.,0.8892
-"Observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement.",0.8883
-Observe and evaluate the performance of other instructors.,0.0
-"Observe and evaluate workers and work procedures to ensure quality standards and service, and complete disciplinary write-ups.",0.0
-Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.,0.0
-Observe and examine appliances during operation to detect specific malfunctions such as loose parts or leaking fluid.,0.0
-"Observe and influence patients' behavior, communicating and interacting with them and teaching, counseling, or befriending them.",0.0
-"Observe and interpret readings on gauges, meters, and charts registering various aspects of boiler operation to ensure that boilers are operating properly.",0.0
-"Observe and interview workers to obtain information about the physical, mental, and educational requirements of jobs, as well as information about aspects such as job satisfaction.",0.0
-Observe and listen to equipment operation to detect binding or stoppage of tools or other equipment malfunctions.,0.0
-"Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.",0.0
-Observe and listen to machinery operation to detect equipment malfunctions.,0.0
-Observe and monitor children's play activities.,0.0
-Observe and monitor equipment operation during the extraction process to detect any problems.,0.0
-"Observe and monitor patient food intake and body weight, and report changes, progress, and dietary problems to dietician.",0.0
-Observe and monitor staff performance to ensure efficient operations and adherence to facility's policies and procedures.,0.0
-Observe and reassure patients during treatment and report unusual reactions to physician or turn equipment off if unexpected adverse reactions occur.,0.0
-"Observe and record car numbers, carriers, customers, tonnages, and grades and conditions of material.",0.0
-"Observe and record field conditions, gathering, interpreting, and reporting data such as flow meter readings and chemical levels.",0.0
-"Observe and record patients' progress, attitudes, and behavior and maintain this information in client records.",0.0
-Observe and record the positions and conditions of bodies and related evidence.,0.0
-"Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.",0.0
-"Observe and report on social, economic, and political trends that might affect employers.",0.0
-"Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.",0.0
-"Observe and test foods to determine if they have been cooked sufficiently, using methods such as tasting, smelling, or piercing them with utensils.",0.0
-"Observe and test operation of appliances following installation, and make any initial installation adjustments that are necessary.",0.0
-"Observe and test the operation of machinery or equipment to diagnose malfunctions, using voltmeters or other testing devices.",0.0
-"Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted.",0.0
-"Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary.",0.0
-Observe animals' physical conditions to detect illness or unhealthy conditions requiring medical care.,0.0
-"Observe approaching vessels to determine size and speed, and listen for whistle signals indicating desire to pass.",0.0
-"Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives.",0.0
-"Observe casino or casino hotel operations for irregular activities, such as cheating or theft by employees or patrons, using audio and video equipment and one-way mirrors.",0.0
-"Observe children's behavior for irregularities, take temperature, transport children to doctor, or administer medications, as directed, to maintain children's health.",0.0
-Observe choral leaders or prompters for cues or directions in vocal presentation.,0.0
-Observe clients' food selections and recommend alternate economical and nutritional food choices.,0.0
-"Observe color of products being baked, and adjust oven temperatures, humidity, or conveyor speeds accordingly.",0.0
-"Observe continuous operation of automatic machines to ensure that products meet specifications and to detect jams or malfunctions, making adjustments as necessary.",0.0
-"Observe conveyor operations and monitor lights, dials, and gauges to maintain specified operating levels and to detect equipment malfunctions.",0.0
-"Observe display screens, control panels, equipment, and cloth entering or exiting processes to determine if equipment is operating correctly.",0.0
-"Observe distribution of paving material to adjust machine settings or material flow, and indicate low spots for workers to add material.",0.0
-Observe drilling or boring machine operations to detect any problems.,0.0
-Observe electronic graph recorders and flow meters that monitor the water used to flush debris from holes.,0.0
-Observe equipment gauges and indicators and hand signals of other workers to verify load positions or depths.,0.0
-"Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.",0.0
-"Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting.",0.0
-Observe flight activities of pilots to assess flying skills and to ensure conformance to flight and safety regulations.,0.0
-"Observe flow of finish across finish rollers, and turn valves to adjust flow to specifications.",0.0
-"Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.",0.0
-"Observe gamblers' behavior for signs of cheating, such as marking, switching, or counting cards, and notify security staff of suspected cheating.",0.0
-"Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.",0.0
-"Observe gauges to ensure that machines are operating properly, making adjustments or stopping machines when problems occur.",0.0
-"Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.",0.0
-"Observe gauges, meters, and control panels to obtain information about equipment temperatures and pressures, or the speed of feeders or conveyors.",0.0
-"Observe gauges, recorder, and video screens of data analysis system during imaging of cardiovascular system.",0.0
-"Observe group interactions and role affiliations to collect data, identify problems, evaluate progress, and determine the need for additional change.",0.0
-"Observe hand signals, grade stakes, or other markings when operating machines so that work can be performed to specifications.",0.0
-"Observe hand signals, grade stakes, or other markings when operating machines.",0.0
-"Observe individuals at play, in group interactions, or in other contexts to detect indications of mental deficiency, abnormal behavior, or maladjustment.",0.0
-Observe leveling indicator arms to verify levelness and alignment of tracks.,0.0
-Observe loading of freight to ensure that crews comply with procedures.,0.0
-Observe loading or unloading of cargo or equipment to ensure that handling and storage are performed according to specifications.,0.0
-"Observe machine gauges and equipment operation to detect defects or deviations from standards, and make adjustments as necessary.",0.0
-"Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.",0.0
-"Observe machine operations to detect any problems, making necessary adjustments to correct problems.",0.0
-Observe machine operations to ensure quality and conformity of filled or packaged products to standards.,0.0
-"Observe machine operations, control boards, and gauges to detect malfunctions such as clogged bushings and defective binder applicators.",0.0
-"Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.",0.0
-Observe machines on trial runs or conduct computer simulations to ensure that programs and machinery will function properly and produce items that meet specifications.,0.0
-"Observe meters and gauges to verify and record temperatures, pressures, and press-cycle times.",0.0
-"Observe meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications.",0.0
-"Observe milling or planing machine operation, and adjust controls to ensure conformance with specified tolerances.",0.0
-Observe monitors and converse with station personnel to determine audio and video levels and to ascertain that programs are airing.,0.0
-Observe nurses and visit patients to ensure proper nursing care.,0.0
-"Observe operation of equipment to ensure continuity of flow, safety, and efficient operation, and to detect malfunctions.",0.0
-"Observe operation of timepiece parts and subassemblies to determine accuracy of movement, and to diagnose causes of defects.",0.0
-"Observe operation of various machines to detect and correct machine malfunctions such as improper forming, glue flow, or pasteboard tension.",0.0
-"Observe operations inside furnaces, using television screens, to ensure that problems do not occur.",0.0
-"Observe operations to detect defects, malfunctions, or supply shortages.",0.0
-"Observe or examine patients to detect symptoms that may require medical attention, such as bruises, open wounds, or blood in urine.",0.0
-"Observe packages moving along conveyors to identify packages, detect defective packaging, and perform quality control.",0.0
-Observe participants and inform them of corrective measures necessary for skill improvement.,0.0
-Observe patients during treatment to compile and evaluate data on patients' responses and progress and report to physical therapist.,0.0
-Observe patients during treatments to compile and evaluate data on their responses and progress and provide results to physical therapist in person or through progress notes.,0.0
-"Observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records.",0.7796
-Observe patients' vital signs to assess physical condition.,0.0
-"Observe patients, charting and reporting changes in patients' conditions, such as adverse reactions to medication or treatment, and taking any necessary action.",0.0
-Observe pictures through monitors and direct camera and video staff concerning shading and composition.,0.0
-Observe position and progress of vessels to ensure best use of lock spaces or bridge opening spaces.,0.0
-"Observe positions of cars passing loading spouts, and swing spouts into the correct positions at the appropriate times.",0.0
-"Observe precautions required to protect hotel and guest property and report damage, theft, and found articles to supervisors.",0.0
-"Observe pressure gauge and move throttles and levers to control the speed of rotary tables, and to regulate pressure of tools at bottoms of boreholes.",0.0
-Observe production or monitor equipment to ensure safe and efficient operation.,0.0
-"Observe production, developmental, and experimental activities to determine operating procedure and detail.",0.0
-Observe projector operation to anticipate need to transfer operations from one projector to another.,0.0
-Observe safety precautions to prevent fires or explosions.,0.0
-"Observe screen during scan to ensure that image produced is satisfactory for diagnostic purposes, making adjustments to equipment as required.",0.0
-Observe sets during rehearsals in order to ensure that set elements do not interfere with performance aspects such as cast movement and camera angles.,0.0
-Observe sets or locations for potential problems and to determine filming and lighting requirements.,0.0
-"Observe signal lights on switchboards, and dial or press buttons to make connections.",0.0
-Observe signals from other crew members so that work activities can be coordinated.,0.0
-"Observe students during classroom and play activities to evaluate students' performance, behavior, social development, and physical health.",0.0
-Observe students to detect and report unusual behavior.,0.0
-"Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.",0.0
-"Observe students' performance, and record relevant data to assess progress.",0.0
-Observe teaching methods and examine learning materials to evaluate and standardize curricula and teaching techniques and to determine areas for improvement.,0.0
-"Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.",0.0
-Observe the behavior and condition of animals and monitor their clinical symptoms.,0.0
-"Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.",0.0
-"Observe the structure and properties of matter, and the transformation and propagation of energy, using equipment such as masers, lasers, and telescopes, to explore and identify the basic principles governing these phenomena.",0.0
-Observe tracks from left sides of locomotives to detect obstructions on tracks.,0.0
-Observe tracks to detect obstructions.,0.0
-Observe train signals along routes and verify their meanings for engineers.,0.0
-"Observe ultrasound display screen and listen to signals to record vascular information, such as blood pressure, limb volume changes, oxygen saturation, or cerebral circulation.",0.0
-"Observe ultrasound display screen, and listen to signals to record vascular information, such as blood pressure, limb volume changes, oxygen saturation, and cerebral circulation.",0.0
-"Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.",0.0
-"Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.",0.0
-Observe work of teaching staff to evaluate performance and to recommend changes that could strengthen teaching skills.,0.0
-Observe woven cloth to detect weaving defects.,0.0
-Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.,0.0
-"Observe, analyze, and record patients' participation, reactions, and progress during treatment sessions, modifying treatment programs as needed.",0.0
-"Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.",0.0
-"Observe, interview, and assess patients to identify care needs.",0.0
-"Observe, interview, and survey employees and conduct focus group meetings to collect job, organizational, and occupational information.",0.0
-"Observe, record, and preserve any objects or personal property related to deaths, including objects such as medication containers and suicide notes.",0.0
-"Observe, record, and report to physician the patient's condition or injury, the treatment provided, and reactions to drugs or treatment.",0.0
-"Obtain a customer's previous record, or verify a prescription with the examining optometrist or ophthalmologist.",0.0
-Obtain agreements from property owners to place properties for sale with real estate firms.,0.9663
-"Obtain and analyze information on suspects, crimes, or disturbances to solve cases, to identify criminal activity, or to gather information for court cases.",0.0
-"Obtain and assemble data to complete architectural designs, visiting job sites to compile measurements as necessary.",0.0
-"Obtain and compile copies of loan applicants' credit histories, corporate financial statements, and other financial information.",0.0
-Obtain and distribute specified meat or carcass.,0.0
-"Obtain and distribute updated information regarding domestic or international laws, guidelines, or standards.",0.8926
-"Obtain and evaluate information on factors such as reporting formats required, costs, or security needs to determine hardware configuration.",0.0
-"Obtain and examine all relevant information to assess validity of complaints and to determine possible causes, such as extreme weather conditions that could increase utility bills.",0.0
-"Obtain and move specified patterns to work stations, manually or using hoists, and secure patterns to machines, using wrenches.",0.0
-Obtain and preview musical performance programs prior to events to become familiar with the order and approximate times of pieces.,0.0
-"Obtain and process information required for the provision of services, such as opening accounts, savings plans, and purchasing bonds.",0.0
-"Obtain and record accurate patient history, including prior test results or information from physical examinations.",0.0
-"Obtain and record patient identification, medical history, or test results.",1.0
-"Obtain and record patient information, including patient identification, medical history, and examination results.",0.7239
-Obtain and record patients' medical histories.,1.0
-"Obtain and review data such as load weights, fuel supplies, weather conditions, and flight schedules to determine flight plans and identify needed changes.",0.0
-Obtain and serve subpoenas.,0.0
-"Obtain and study information about clients' products, needs, problems, advertising history, and business practices to offer effective sales presentations and appropriate product assistance.",0.9844
-"Obtain and study medical, psychological, social, and family histories by interviewing individuals, couples, or families and by reviewing records.",0.0
-Obtain and verify evidence by interviewing and observing suspects and witnesses or by analyzing records.,0.0
-Obtain building blueprints or specifications for use by engineering departments in bid preparations.,0.0
-Obtain burial permits and register deaths.,0.0
-Obtain clearances for the use of recycled plastics in product packaging.,0.0
-"Obtain complete health and medical histories from patients including medical, surgical, reproductive, or mental health histories.",0.0
-"Obtain computer printout of policy cancellations, or retrieve cancellation cards from file.",0.0
-Obtain county land values and sales information about nearby properties to aid in establishment of property values.,0.0
-Obtain credit information about prospective customers.,0.0
-Obtain credit information from banks and other credit services.,0.0
-Obtain credit records from reporting agencies.,0.0
-"Obtain customer information such as name, address, and payment method, and enter orders into computers.",0.9943
-"Obtain customers' names, addresses, and billing information, product numbers, and specifications of items to be purchased, and enter this information on order forms.",0.0
-Obtain customers' signatures on receipts when winnings exceed the amount held in a slot machine.,0.0
-"Obtain doctors' signatures on death certificate and complete other paperwork, such as insurance claims forms.",0.0
-"Obtain facts or statements from complainants, witnesses, and accused persons and record interviews, using recording device.",0.0
-"Obtain financing for and purchase necessary machinery, land, supplies, or livestock.",0.0
-Obtain fuel and oil samples and check them for contamination.,0.0
-Obtain information about customer needs or preferences by conferring with sales or purchasing personnel.,0.0
-Obtain information about diving tasks and environmental conditions.,0.0
-"Obtain information about or inspect performance facilities, equipment, and accommodations to ensure that they meet specifications.",0.0
-"Obtain information about potential creditors from banks, credit bureaus, and other credit services, and provide reciprocal information if requested.",0.0
-"Obtain information from medical records, medical staff, family members and the patients, themselves, to assess patients' capabilities, needs and interests.",0.0
-"Obtain information needed to complete legal documents, such as death certificates or burial permits.",0.0
-Obtain informed consent from patients for anesthesia procedures.,0.0
-Obtain informed consent of research subjects or their guardians.,0.0
-"Obtain line releases for frequent shippers of low-risk commodities, high-volume entries, or multiple-container loads.",0.0
-"Obtain maps or drawings delineating properties from company title plants, county surveyors, or assessors' offices.",0.0
-Obtain medical records from previous physicians or other health care providers for the purpose of patient evaluation.,0.0
-Obtain merchandise from bins or shelves.,0.0
-"Obtain names and telephone numbers of potential customers from sources such as telephone directories, magazine reply cards, and lists purchased from other organizations.",0.0
-Obtain or arrange cargo insurance.,0.0
-"Obtain or inspect sterile or non-sterile surgical equipment, instruments, or supplies.",0.0
-Obtain or mix inks and fill ink fountains.,0.0
-"Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.",0.0
-Obtain patients' informed consent to proposed interventions.,0.0
-Obtain permission from landowners to hunt or trap on their land.,0.0
-"Obtain permits for constructing, upgrading, or operating geothermal power plants.",0.0
-Obtain permits from fire and health departments to erect displays and exhibits and serve food at events.,0.0
-Obtain plans from display designers or display managers and discuss their implementation with clients or supervisors.,0.0
-"Obtain problem descriptions from customers, and prepare cost estimates for repairs.",0.0
-"Obtain product information, identify vendors or suppliers, or order materials or equipment to maintain inventory.",0.0
-Obtain receipts or signatures for delivered goods and collect payment for services when required.,0.0
-"Obtain required approvals for using poisons or traps, and notify persons in areas where traps and poison are set.",0.0
-Obtain rights to scripts or to such items as existing video footage.,0.0
-"Obtain samples of earth from sidewalls of well boreholes, using electrically exploding devices.",0.0
-"Obtain signatures and payments, or arrange for recipients to make payments.",0.0
-Obtain signatures from recipients of registered or special delivery mail.,0.0
-"Obtain signed receipts for registered, certified, and insured mail, collect associated charges, and complete any necessary paperwork.",0.0
-"Obtain specimens by performing procedures, such as biopsies or fine needle aspirations (FNAs) of superficial nodules.",0.0
-Obtain specimens or samples for laboratory work.,0.0
-"Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis.",0.0
-"Obtain summary of incident from officer in charge at crime scene, taking care to avoid disturbing evidence.",0.0
-Obtain windshields or windows for specific automobile makes and models from stock and examine them for defects prior to installation.,0.0
-Obtain written authorization to access required medical information.,0.0
-"Obtain, compile, and record patient medical data, including health history, progress notes, and results of physical examination.",0.0
-"Obtain, cut, stain, and mount biological material on slides for microscopic study and diagnosis, following standard laboratory procedures.",0.0
-"Obtain, distribute, or maintain low vision devices.",0.0
-"Obtain, move, and sort products, materials, containers, and orders, using hand tools.",0.0
-"Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials.",0.8389
-"Obtain, set up, and load videotapes for scheduled productions or broadcasts.",0.0
-"Obtain, update, or maintain plans, permits, or standard operating procedures.",0.0
-Offer advice on the purchase or sale of particular securities.,0.9398
-"Offer advice to rangeland users on water management, forage production methods, and control of brush.",0.0
-Offer alternatives during classes to accommodate different levels of fitness.,0.0
-Offer assistance to mourners as they enter or exit limousines.,0.0
-Offer counsel and comfort to bereaved families or friends.,0.0
-Offer counsel and comfort to families and friends of the deceased.,0.0
-Offer customers carry-out service at the completion of transactions.,0.0
-"Offer health promotion or prevention activities, such as training people to use blood pressure devices or diabetes monitors.",0.0
-Offer special assistance to persons such as those who are unable to dial or who are in emergency situations.,0.0
-Offer specific training programs to help workers maintain or improve job skills.,0.0
-"Officiate at sporting events, games, or competitions, to maintain standards of play and to ensure that game rules are observed.",0.0
-Oil moving parts of timepieces.,0.0
-Oil winch drums so that cables will wind smoothly.,0.0
-"Oil, lubricate, and adjust conveyors, crushers, and other equipment, using hand tools and lubricating equipment.",0.0
-"Open accounts for clients, and disburse funds from accounts to creditors as agent for clients.",0.0
-Open and close bottom doors of cars to dump contents.,0.0
-Open and close cash floats and game tables.,0.0
-"Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.",0.0
-Open and close doors for passengers.,0.0
-"Open and close doors, windows, and drawers to test their operation, trimming edges to fit, using jackplanes or drawknives.",0.0
-"Open and close doors, windows, or drawers to test their operation, trimming edges to fit, as necessary.",0.0
-Open and close facilities according to rules and schedules.,0.0
-Open and close gates of belt and pneumatic conveyors on machines that are fed directly from preceding machines.,0.0
-"Open and close library during specified hours and secure library equipment, such as computers and audio-visual equipment.",0.0
-Open and close school bus doors for students.,0.0
-"Open and close switches to isolate defective relays, performing adjustments or repairs.",0.0
-Open and close valves and switches in sequence to start or shut down auxiliary units.,0.0
-Open and label mail containers.,0.0
-"Open cabinet doors to cut multifilament threadlines away from guides, using scissors.",0.0
-"Open cargo containers and unwrap contents, using steel cutters, crowbars, or other hand tools.",0.0
-Open or close cash floats or game tables.,0.0
-Open or close information facilities.,0.0
-Open safe locks by drilling.,0.0
-Open switches or attach grounding devices to remove electrical hazards from disturbed or fallen lines or to facilitate repairs.,0.0
-"Open valves or start pumps, agitators, reactors, blowers, or automatic feed of materials.",0.0
-Open valves to drain slurry from mixers into storage tanks.,0.0
-Open valves to return compressed gas to bottoms of specified wells to repressurize them and force oil to surface.,0.0
-"Open valves, gates, or chutes or use shovels to load or remove products from ovens or other equipment.",0.0
-"Open, read, route, and distribute incoming mail or other materials and answer routine letters.",0.0
-"Open, sort, and distribute incoming correspondence, including faxes and email.",0.0
-"Open, sort, and distribute incoming mail.",0.0
-"Open, sort, and route incoming mail, answer correspondence, and prepare outgoing mail.",0.0
-"Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents.",0.0
-Operate a wheelchair lift to load or unload wheelchairs.,0.0
-"Operate airborne remote sensing equipment, such as survey cameras, sensors, or scanners.",0.0
-"Operate and adjust controls of heating equipment to melt material or to cure, dry, or bake filled molds.",0.0
-"Operate and adjust controls on equipment to purify and clarify water, process or dispose of sewage, and generate power.",0.0
-Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.,0.0
-Operate and control dinkey engines to transport and shunt cars at industrial or mine sites.,0.0
-"Operate and drive locomotives, diesel switch engines, dinkey engines, flatcars, and railcars in train yards and at industrial sites.",0.0
-Operate and inspect machines or heavy equipment to diagnose defects.,0.0
-"Operate and maintain a variety of cameras and equipment, such as process, line, halftone, and color separation cameras, enlargers, electronic scanners, and contact equipment.",0.0
-"Operate and maintain audio-visual equipment, such as projectors, tape recorders, and videocassette recorders.",0.0
-Operate and maintain audio-visual equipment.,0.0
-"Operate and maintain finishing machines to grind, drill, sand, bevel, decorate, wash, or polish glass or glass products.",0.0
-Operate and maintain laboratory equipment and apparatus.,0.0
-Operate and maintain laser plate-making equipment that converts electronic data to plates without the use of film.,0.0
-Operate and maintain mobile dispatch vehicles and equipment.,0.0
-Operate and maintain on-air and production audio equipment.,0.0
-"Operate and maintain steam autoclaves, keeping records of loads completed, items in loads, and maintenance procedures performed.",0.0
-"Operate and manage land-information computer systems, performing tasks such as storing data, making inquiries, and producing plots and reports.",0.0
-"Operate and resupply printers and computers, changing print wheels or fluid cartridges, adding paper, and loading blank tapes, cards, or disks into equipment.",0.0
-Operate audio and video systems.,0.0
-Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies.,0.0
-Operate automated refuse or manual recycling collection vehicles.,0.0
-"Operate auxiliary equipment and control multiple processing units during distilling or treating operations, moving controls that regulate valves, pumps, compressors, and auxiliary equipment.",0.0
-"Operate auxiliary machines and equipment, such as grinders, canners, and molding presses, to prepare or further process products.",0.0
-Operate auxiliary machines or equipment used in coating or painting processes.,0.0
-"Operate auxiliary machines such as collators, pad and tablet making machines, staplers, and paper punching, folding, cutting, and perforating machines.",0.0
-Operate balers to compress recyclable materials into bundles or bales.,0.0
-Operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions.,0.0
-"Operate boom trucks, loaders, stump chippers, brush chippers, tractors, power saws, trucks, sprayers, and other equipment and tools.",0.0
-"Operate cameras, radios, or other surveillance equipment to intercept communications or document activities.",0.0
-Operate capsule or tablet counting machine that automatically distributes a certain number of capsules or tablets into smaller containers.,0.0
-Operate car washes.,0.0
-Operate cash register to process cash or credit sales.,0.0
-"Operate cash register, handle money, and give correct change.",0.0
-Operate cash registers to accept payment from customers.,0.0
-Operate cash registers to accept payments for food and beverages.,0.0
-Operate cash registers to receive payments from patrons.,0.0
-Operate chemical processing equipment for the production of biofuels.,0.0
-"Operate communication systems, such as telephone, switchboard, intercom, two-way radio, or public address.",0.0
-"Operate compactors, scrapers, or rollers to level, compact, or cover refuse at disposal grounds.",0.0
-"Operate compressed air, diesel, electric, gasoline, or steam-driven hoists or winches to control movement of cableways, cages, derricks, draglines, loaders, railcars, or skips.",0.0
-Operate computer-aided drafting and design applications to design avionics system modifications.,0.0
-Operate computer-assisted engineering or design software or equipment to perform electronics engineering tasks.,0.0
-Operate computer-assisted engineering or design software or equipment to perform engineering tasks.,0.0
-Operate computer-controlled keyboards or voice recognition equipment to direct items according to established routing schemes.,0.0
-"Operate computerized laboratory equipment to dehydrate, decalcify, or microincinerate tissue samples.",0.0
-"Operate computers programmed with accounting software to record, store, and analyze information.",1.0
-Operate consoles to control automatic palletizing equipment.,0.0
-Operate construction equipment to install and maintain gas distribution systems.,0.0
-Operate control consoles.,0.0
-"Operate control panels to coordinate and regulate process variables such as temperature and pressure, and to direct product flow rate, according to process schedules.",0.0
-Operate controls that raise derricks or level rigs.,0.0
-Operate controls that regulate temperatures or room environments.,0.0
-Operate controls to activate track switches and traffic signals.,0.0
-Operate controls to move or discharge metal workpieces from furnaces.,0.0
-Operate controls to open and close transit vehicle doors.,0.0
-Operate controls to stabilize machines and to position and align drills.,0.0
-"Operate controls to start, stop, or regulate biomass-fueled generators, generator units, boilers, engines, or auxiliary systems.",0.0
-Operate conveyors and equipment to transfer grain or other materials from transportation vehicles.,0.0
-"Operate counters and record data to assess the volume, type, and movement of vehicular or pedestrian traffic at specified times.",0.0
-"Operate cranes or hoists with suction cups to lift large, heavy pieces of glass.",0.0
-"Operate cranes to move or load baskets, casks, or canisters.",0.0
-"Operate cranes, or signal crane operators to position or remove stone from cars or saw beds.",0.0
-"Operate cutting torches and welding equipment, while working with conduit and metal components to construct devices associated with electrical functions.",0.0
-Operate cutting torches or welding equipment to cut or join metal parts.,0.0
-Operate data capture technology to import digitized documents into document management system.,0.0
-"Operate desktop publishing software and equipment to design, lay out, and produce camera-ready copy.",0.8637
-Operate detecting devices to screen individuals and prevent passage of prohibited articles into restricted areas.,0.0
-"Operate diagnostic equipment, such as radiographic or ultrasound equipment, and interpret the resulting images.",0.0
-Operate diagnostic imaging equipment to produce contrast enhanced radiographs of heart and cardiovascular system.,0.0
-Operate diagnostic imaging equipment to produce contrast-enhanced radiographs of heart and cardiovascular system.,0.0
-Operate digital picture archiving communications systems.,0.0
-"Operate disc jockey controller and other equipment, such as microphones.",0.0
-Operate dry-cleaning machines to clean soiled articles.,0.0
-Operate drying chambers to dry or finish molded ceramic ware.,0.0
-Operate electric kilns that heat and mold glass sheets to the shape and curve of metal jigs.,0.0
-"Operate electronic mail systems and coordinate the flow of information, internally or with other organizations.",0.0
-Operate elevator systems in conjunction with conveyor systems.,0.0
-"Operate elevators to determine power demands, and test power consumption to detect overload factors.",0.0
-"Operate embossing machines or typewriters to make corrections, additions, and changes to address plates.",0.0
-"Operate energized high- or low-voltage hydroelectric power transmission system substations, according to procedures and safety requirements.",0.0
-"Operate engine lathe to grind, file, and turn machine parts to dimensional specifications.",0.0
-Operate engine throttles and steering mechanisms to guide boats on desired courses.,0.0
-"Operate engines and pumps to shut off wells according to production schedules, and to switch flow of oil into storage tanks.",0.0
-Operate equipment such as computers or audio-visual aids to supplement presentations.,0.7239
-Operate equipment such as forklifts.,0.0
-Operate equipment that compresses collected refuse.,0.0
-"Operate equipment to demolish or remove debris or to remove snow from streets, roads, or parking lots.",0.0
-Operate equipment to demonstrate proper use or to analyze malfunctions.,0.0
-"Operate equipment to heat biomass, using knowledge of controls, combustion, and firing mechanisms.",0.0
-Operate equipment to produce programs or broadcast live programs from remote locations.,0.0
-Operate equipment to show films in a number of theaters simultaneously.,0.0
-"Operate equipment to start, stop, or regulate biomass-fueled generators, generator units, boilers, engines, or auxiliary systems.",0.0
-Operate equipment to verify operational efficiency.,0.0
-"Operate equipment, such as a centrifuge, to extract biofuels products and secondary by-products or reusable fractions.",0.0
-"Operate equipment, such as electrocardiograms (EKGs), external defibrillators, or bag valve mask resuscitators, in advanced life support environments.",0.0
-"Operate equipment, such as excavators, backhoes, rock hammers, trench compactors, pavement saws, grout mixers or pumps, geothermal loop reels, and coil tubing units (CTU).",0.0
-"Operate equipment, such as truck cab computers, CB radios, phones, or global positioning systems (GPS) equipment to exchange necessary information with bases, supervisors, or other drivers.",0.0
-"Operate experimental pilot plants, assisting with experimental design.",0.0
-"Operate extractors and driers, or direct their operation.",0.0
-"Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks.",0.0
-Operate flatcars equipped with derricks or railcars to transport personnel or equipment.,0.0
-Operate fluoroscope to aid physician to view and guide wire or catheter through blood vessels to area of interest.,0.0
-"Operate fork lifts, skid loaders, or trucks to move or store recyclable materials.",0.0
-Operate forklifts to deliver materials.,0.0
-"Operate forklifts, pallet jacks, power lifts, or front-end loaders to load bales, bundles, or other heavy items onto trucks for shipping to smelters or other recycled materials processing facilities.",0.0
-"Operate games in which players bet that a ball will come to rest in a particular slot on a rotating wheel, performing actions such as spinning the wheel and releasing the ball.",0.0
-Operate gas or electric kilns to fire pottery pieces.,0.0
-"Operate gluing machines to glue pieces of wood together, or to press and affix wood veneer to wood surfaces.",0.0
-"Operate heavy equipment, such as bulldozers and front-end loaders.",0.0
-Operate high voltage switches or related devices in hydropower stations.,0.0
-Operate high-pressure steam boiler or water chiller equipment for electrical cogeneration operations.,0.0
-Operate hoists to place workpieces onto machine feed carriages or spindles.,0.0
-Operate hoists to position dies or patterns on foundry floors.,0.0
-"Operate hydroelectric plant equipment, such as turbines, pumps, valves, gates, fans, electric control boards, or battery banks.",0.0
-"Operate idle reduction systems or auxiliary power systems to generate power from alternative sources, such as fuel cells, to reduce idling time, to heat or cool truck cabins, or to provide power for other equipment.",0.0
-Operate in-house day-care centers within businesses.,0.0
-"Operate industrial trucks, tractors, loaders, and other equipment to transport materials to and from transportation vehicles and loading docks, and to store and retrieve materials in warehouses.",0.0
-Operate jackhammers or drills to break up concrete or pavement.,0.0
-"Operate jigger machines to form ceramic ware, such as bowls, cups, plates, and saucers.",0.0
-"Operate landfill gas, methane, or natural gas fueled electrical generation systems.",0.0
-"Operate large-volume cooking equipment, such as grills, deep-fat fryers, or griddles.",0.0
-"Operate levers to move conveyor booms or shovels so that mine contents such as coal, rock, and ore can be placed into cars or onto conveyors.",0.0
-Operate lifting or moving devices to move equipment or materials to access areas to be painted.,0.0
-"Operate lifts, winches, or chain falls to move heavy curtain doors.",0.0
-"Operate loaders to pull out stumps, rip asphalt or concrete, rough-grade properties, bury refuse, or perform general cleanup.",0.0
-Operate locomotives in emergency situations.,0.0
-Operate locomotives to transport freight or passengers between stations or to assemble or disassemble trains within rail yards.,0.0
-"Operate machinery and heavy equipment, such as forklifts.",0.0
-"Operate machinery to perform activities such as backfilling excavations, vibrating or breaking rock or concrete, or making winter roads.",0.0
-"Operate machinery used in the production process, or assist machine operators.",0.0
-Operate machines for test runs to verify adjustments and to obtain product samples.,0.0
-"Operate machines or equipment to remove, package, store, or transport loads of waste materials.",0.0
-Operate machines that clean or cut expansion joints in concrete or asphalt and that rout out cracks in pavement.,0.0
-"Operate machines that comb, dry and polish furs, clean, sterilize and fluff feathers and blankets, or roll and package towels.",0.0
-"Operate machines to clean, smooth, and prepare the ice surfaces of rinks for activities, such as skating, hockey, or curling.",0.0
-"Operate machines to cut multiple layers of fabric into parts for articles such as canvas goods, house furnishings, garments, hats, or stuffed toys.",0.0
-Operate machines to flush earth cuttings or to blow dust from holes.,0.0
-"Operate machines to prepare circuit boards and to expose, develop, etch, fix, wash, dry, or print film or plates.",0.0
-"Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations.",0.0
-"Operate machines to spread, smooth, level, or steel-reinforce stone, concrete, or asphalt on road beds.",0.0
-Operate machines to test functioning of parts or mechanisms.,0.0
-Operate magnetic resonance imaging (MRI) scanners.,0.0
-"Operate manipulators from outside cells to move specimens into or out of shielded containers, to remove specimens from cells, or to place specimens on benches or equipment work stations.",0.0
-Operate manual or automated systems to control lighting throughout productions.,0.0
-Operate manufacturing equipment to fabricate wind turbines.,0.0
-Operate master consoles to monitor the performance of computer systems and networks and to coordinate computer network access and use.,0.0
-Operate mechanical hoppers and provide assistance in their adjustment and repair.,0.0
-"Operate mechanized equipment, such as pickup trucks, rollers, tandem dump trucks, front-end loaders, or backhoes.",0.0
-Operate mechanized files that rotate to bring needed records to a particular location.,0.0
-"Operate metal shaping, straightening, and bending machines, such as brakes and shears.",0.0
-"Operate metalworking machines to fabricate housings, jigs, fittings, or fixtures.",0.0
-Operate mining machines to gather coal and convey it to floors or shuttle cars.,0.0
-"Operate mobile x-ray equipment in operating room, emergency room, or at patient's bedside.",0.0
-Operate molding machines that compact sand in flasks to form molds.,0.0
-"Operate motorized pumps to remove water from flooded manholes, basements, or facility floors.",0.0
-"Operate nanotechnology compounding, testing, processing, or production equipment in accordance with appropriate standard operating procedures, good manufacturing practices, hazardous material restrictions, or health and safety requirements.",0.0
-Operate newly repaired machinery or equipment to verify the adequacy of repairs.,0.0
-Operate nuclear power reactors in accordance with policies and procedures to protect workers from radiation and to ensure environmental safety.,0.0
-"Operate office equipment, such as fax machines, copiers, or phone systems and arrange for repairs when equipment malfunctions.",0.0
-"Operate office equipment, such as voice mail messaging systems, and use word processing, spreadsheet, or other software applications to prepare reports, invoices, financial statements, letters, case histories, or medical records.",0.0
-"Operate office machines such as high speed business photocopiers, readers, scanners, addressing machines, stencil-cutting machines, microfilm readers or printers, folding and inserting machines, bursters, and binder machines.",0.0
-"Operate office machines, such as photocopiers and scanners, facsimile machines, voice mail systems, and personal computers.",0.0
-"Operate oil distributors, loaders, chip spreaders, dump trucks, and snow plows.",0.0
-"Operate on fetuses, infants, children, and adolescents to correct deformities, repair injuries, prevent and treat diseases, or improve or restore patients' functions.",0.0
-"Operate on patient's musculoskeletal system to correct deformities, repair injuries, prevent and treat diseases, or improve or restore patient's functions.",0.0
-"Operate on patients to remove, repair, or improve functioning of diseased or injured body parts and systems.",0.0
-"Operate ophthalmic equipment, such as autorefractors, phoropters, tomographs, or retinoscopes.",0.0
-"Operate optical systems to capture dynamic magnetic resonance imaging (MRI) images, such as functional brain imaging, real-time organ motion tracking, or musculoskeletal anatomy and trajectory visualization.",0.0
-Operate or adjust equipment or apparatus used to obtain geological data.,0.0
-Operate or maintain air monitoring or other sampling devices in confined or hazardous environments.,0.0
-"Operate or maintain distributed power generation equipment, including fuel cells or microturbines, to produce energy on-site for manufacturing or other commercial purposes.",0.0
-Operate or maintain off-loading liquid pumps or valves.,0.0
-Operate or oversee operation of radiologic or magnetic imaging equipment to produce images of the body for diagnostic purposes.,0.0
-"Operate or tend automated assembling equipment, such as robotics and fixed automation equipment.",0.0
-"Operate or tend automatic stacking, loading, packaging, or cutting machines.",0.0
-"Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products.",0.0
-"Operate or tend equipment used in agricultural production, such as tractors, combines, and irrigation equipment.",0.0
-"Operate or tend machines to join, decorate, reinforce, or finish shoes and shoe parts.",0.0
-"Operate or tend machines to mix or blend any of a wide variety of materials, such as spices, dough batter, tobacco, fruit juices, chemicals, livestock feed, food products, color pigments, or explosive ingredients.",0.0
-"Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber.",0.0
-"Operate or tend stationary engines, boilers, and auxiliary equipment, such as pumps, compressors, or air-conditioning equipment, to supply and maintain steam or heat for buildings, marine vessels, or pneumatic tools.",0.0
-"Operate or tend wire-coiling machines to wind wire coils used in electrical components such as resistors and transformers, and in electrical equipment and instruments such as bobbins and generators.",0.0
-"Operate ovens or furnaces to bake cores or to melt, skim, and flux metal.",0.0
-Operate paging systems or other systems of bells or buzzers to notify recipients of incoming calls.,0.0
-Operate panelboards of saw or conveyor systems to move stock through processes or to cut stock to specified dimensions.,0.0
-Operate power vibrator to compact concrete.,0.0
-"Operate power-driven pumps that transfer liquids, semi-liquids, gases, or powdered materials.",0.0
-"Operate presses to print proofs of plates, monitoring printing quality to ensure that it is adequate.",0.0
-"Operate processing equipment, such as fiber-sorters and grinders, to sort, crush, or grind recyclable materials.",0.0
-Operate pug mills to blend and extrude clay.,0.0
-Operate pumps connected to high-pressure hoses.,0.0
-"Operate pumps that circulate water, oil, or other fluids through wells to remove sand or other materials obstructing the free flow of oil.",0.0
-"Operate recycling processing equipment, such as sorters, balers, crushers, and granulators to sort and process materials.",0.0
-Operate refining machines to reduce the particle size of cooked batches.,0.0
-Operate refreshment stands during intermission or obtain refreshments for press box patrons during performances.,0.0
-"Operate road watering, oiling, or rolling equipment, or street sealing equipment, such as chip spreaders.",0.0
-"Operate robots to perform customized tasks, such as environmental cleanup or explosive detection operations.",0.0
-Operate safety equipment and use safe work habits.,0.0
-Operate sandblasting equipment to roughen and clean surfaces of workpieces.,0.0
-Operate saw to cut remelt into sections of specified size or to cut ingots into wafers.,0.0
-Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers.,0.0
-"Operate scanners or related computer equipment to digitize negatives, photographic prints, or other images.",0.0
-"Operate sewer cleaning equipment, including power rodders, high-velocity water jets, sewer flushers, bucket machines, wayne balls, and vac-alls.",0.0
-Operate sewing machines or sew upholstery by hand to seam cushions and join various sections of covering material.,0.0
-Operate shearing mechanisms to cut rods to specified lengths.,0.0
-"Operate ship loading and unloading equipment, conveyors, hoists, and other specialized material handling equipment such as railroad tank car unloading equipment.",0.0
-Operate ship-to-shore radios to exchange information needed for ship operations.,0.0
-Operate shredders to reclaim steel from discarded appliances.,0.0
-"Operate shredding and chipping equipment, and feed limbs and brush into the machines.",0.0
-Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.,0.0
-Operate single- or multiple-head spike pullers to pull old spikes from ties.,0.0
-Operate single- or multiple-spindle drill presses to bore holes so that machining operations can be performed on metal or plastic workpieces.,0.0
-"Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.",0.0
-Operate slicing or wrapping machines.,0.0
-"Operate small branch libraries, under the direction of off-site librarian supervisors.",0.0
-Operate small cranes to transport or position large parts.,0.0
-Operate special equipment to perform tasks such as transferring film to videotape or producing photographic enlargements.,0.0
-"Operate special-effects equipment, such as stereopticons, to project pictures onto screens.",0.0
-Operate specialized equipment to remove obstructions by backing off or severing pipes by chemical or explosive action.,0.0
-"Operate steam, hydraulic, or other pressing machines to remove wrinkles from garments and flatwork items, or to shape, form, or patch articles.",0.0
-Operate sterilizing devices.,0.0
-"Operate switching diesel engines to switch railroad cars, using remote controls.",0.0
-"Operate tamping machines or manually roll surfaces to compact earth fills, foundation forms, and finished road materials, according to grade specifications.",0.0
-"Operate telephone switchboard to answer, screen, or forward calls, providing information, taking messages, or scheduling appointments.",1.0
-"Operate telephone switchboards and systems to advance and complete connections, including those for local, long distance, pay telephone, mobile, person-to-person, and emergency calls.",0.0
-"Operate television or motion picture cameras to record scenes for television broadcasts, advertising, or motion pictures.",0.0
-"Operate testing equipment, such as heat stress meters, octave band analyzers, motion analysis equipment, inclinometers, light meters, thermoanemometers, sling psychrometers, or colorimetric detection tubes.",0.0
-Operate tie-adzing machines to cut ties and permit insertion of fishplates that hold rails.,0.0
-"Operate towed machines such as seed drills or manure spreaders to plant, fertilize, dust, and spray crops.",0.0
-Operate tracing attachments to duplicate contours from templates or models.,0.0
-"Operate track switches, derails, automatic switches, and retarders to change routing of train or cars.",0.0
-Operate track wrenches to tighten or loosen bolts at joints that hold ends of rails together.,0.0
-"Operate tractors or bulldozers to perform such tasks as clearing land, mixing sludge, trimming backfills, or building roadways or parking lots.",0.0
-"Operate tractors, tractor-drawn machinery, and self-propelled machinery to plow, harrow and fertilize soil, or to plant, cultivate, spray and harvest crops.",0.0
-Operate trucks equipped with snowplows or sander attachments to maintain roads in winter weather.,0.0
-"Operate typing, adding, calculating, or billing machines.",0.0
-"Operate ultrasound equipment to produce and record images of the motion, shape, and composition of blood, organs, tissues, or bodily masses, such as fluid accumulations.",0.0
-Operate underwater recovery units.,0.0
-"Operate underwater video, sonar, recording, or related equipment to investigate underwater structures or marine life.",0.0
-Operate valve-grinding machines to grind and reset valves.,0.0
-"Operate valves, pumps, engines, or generators to control and adjust biofuels production.",0.0
-"Operate valves, pumps, engines, or generators to control and adjust production of biofuels or biomass-fueled power.",0.0
-"Operate various types of equipment, such as computer scanning equipment, addressographs, mimeographs, optical character readers, and bar-code sorters.",0.0
-"Operate vehicles or powered equipment, such as mowers, tractors, twin-axle vehicles, snow blowers, chainsaws, electric clippers, sod cutters, or pruning saws.",0.0
-"Operate vehicles with specialized equipment, such as wheelchair lifts, to transport and secure passengers with special needs.",0.0
-"Operate visual effects equipment, such as lights, fog machines, or lasers.",0.0
-Operate washing machines and dryers to clean soiled apparel and towels.,0.0
-"Operate water-well drilling rigs and other equipment to drill, bore, and dig for water wells or for environmental assessment purposes.",0.0
-"Operate x-ray, electrocardiogram (EKG), or other equipment to administer routine diagnostic tests.",0.0
-"Operate zoom lenses, changing images according to specifications and rehearsal instructions.",0.0
-"Operate, assemble, adjust, or monitor sterilizers, lights, suction machines, or diagnostic equipment to ensure proper operation.",0.0
-"Operate, calibrate, or maintain equipment used in quantitative or qualitative analysis, such as spectrophotometers, calorimeters, flame photometers, or computer-controlled analyzers.",0.0
-"Operate, control, or monitor equipment, such as acid or gas carbon dioxide removal units, carbon dioxide compressors, or pipelines, to capture, store, or transport carbon dioxide exhaust.",0.0
-"Operate, control, or monitor gasifiers or related equipment, such as coolers, water quenches, water gas shifts reactors, or sulfur recovery units, to produce syngas or electricity from coal.",0.0
-"Operate, control, or monitor integrated gasification combined cycle (IGCC) or related equipment, such as air separation units, to generate electricity from coal.",0.0
-"Operate, drive, or explain the use of mechanical equipment in amusement parks, cruise ships, or other recreational facilities.",0.0
-"Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas.",0.0
-"Operate, maintain, or repair ship equipment, such as winches, cranes, derricks, or weapons system.",0.0
-"Operate, test, or maintain robotic equipment used for green production applications, such as waste-to-energy conversion systems, minimization of material waste, or replacement of human operators in dangerous work environments.",0.0
-Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.,0.9405
-"Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices.",0.8593
-Optimize operational costs and productivity consistent with safety and environmental rules and regulations.,0.0
-Optimize photonic process parameters by making prototype or production devices.,0.0
-Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).,0.9315
-Order a supply of cash to meet daily needs.,0.0
-"Order all print and non-print library materials, checking prices, figuring costs, preparing order slips, and making payments.",0.0
-Order and dispense supplies.,0.0
-Order and interpret diagnostic or laboratory tests.,0.0
-"Order and interpret the results of diagnostic tests, such as prostate specific antigen (PSA) screening, to detect prostate cancer.",0.0
-Order and interpret the results of laboratory tests and diagnostic imaging procedures.,0.0
-Order and inventory materials to maintain supplies.,0.0
-Order and monitor dental supplies and equipment inventory.,0.0
-Order and purchase equipment and supplies.,0.0
-Order and purchase flowers and supplies from wholesalers and growers.,0.0
-Order and purchase frames and lenses.,0.0
-"Order and purchase pharmaceutical supplies, medical supplies, or drugs, maintaining stock and storing and handling it properly.",0.0
-"Order and receive engine room stores, such as oil or spare parts, maintain inventories, and record usage of supplies.",0.0
-Order and take delivery of supplies.,0.0
-Order any needed educational or treatment supplies.,0.0
-Order bicycle parts.,0.0
-"Order changes in fuel supplies, loads, routes, or schedules to ensure safety of flights.",0.0
-"Order diagnostic imaging procedures such as radiographs (x-rays), ultrasounds, mammograms, and bone densitometry tests, or refer patients to other health professionals for these procedures.",0.0
-Order drugs or devices necessary for study completion.,0.0
-Order flowers for guests.,0.0
-"Order food for animals, and arrange for its delivery.",0.0
-"Order laboratory tests, x-rays, and other diagnostic procedures.",0.0
-"Order materials or supplies, such as keys, uniforms, and badges.",0.0
-Order medical and laboratory supplies and equipment.,0.0
-"Order medical tests, such as echocardiograms, electrocardiograms, and angiograms.",0.0
-Order new parts to maintain inventory.,0.0
-"Order new test equipment, supplies, or replacement parts.",0.0
-Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.,0.0
-Order or interpret the results of tests such as laboratory tests and radiographs (x-rays).,0.0
-"Order or maintain inventory of telecommunications equipment for customer premises equipment (CPE), facilities, access networks, or backbone networks.",0.0
-Order or obtain materials needed for classes.,0.0
-"Order or perform diagnostic tests such as skin pricks and intradermal, patch, or delayed hypersensitivity tests.",0.0
-Order or purchase merchandise to maintain optimal inventory levels.,0.0
-Order or purchase supplies.,0.0
-Order or receive supplies or equipment.,0.0
-"Order or recommend diagnostic procedures, such as stress tests, drug screenings, or urinary tests.",0.0
-Order or requisition food or other supplies needed to ensure efficient operation.,0.0
-Order or requisition liquors and supplies.,0.0
-Order or requisition materials or supplies.,0.0
-Order or requisition supplies and equipment for tables and serving stations.,0.0
-Order parts needed for machine repairs.,0.0
-"Order parts, supplies, or equipment from catalogs or suppliers.",0.0
-"Order parts, tools, or equipment needed to maintain, restore, or improve wind field operations.",0.0
-Order property insurance or mortgage insurance policies to ensure protection against loss on mortgaged property.,0.0
-Order replacement parts for malfunctioning equipment.,0.0
-Order replacement parts.,0.0
-"Order replacement springs, sections, or slats.",0.0
-Order replacements for tires or tubes.,0.0
-Order retail items and other supplies for office use.,0.0
-"Order stock, and price and shelve incoming goods.",0.0
-Order supplies and stock them on shelves.,0.0
-Order supplies for facilities.,0.0
-Order supplies needed to maintain inventories in laboratories or in storage facilities of food or beverage processing plants.,0.0
-Order supplies or equipment and issue them to personnel.,0.0
-"Order supplies, including replacement parts, for timing instruments.",0.0
-Order supplies.,0.0
-"Order supportive care services, such as physical therapy, specialized nursing care, and social services.",0.0
-Order surgical supplies.,0.0
-Order suspension of activities that pose threats to workers' health or safety.,0.0
-Order tests that could determine the causes of product malfunctions.,0.0
-Order the performance of corrective work when problems occur and recommend procedural changes to avoid such problems.,0.0
-"Order, display, and maintain supplies.",0.0
-"Order, interpret, and evaluate diagnostic tests to identify and assess patient's condition.",0.0
-"Order, label, and count stock of medications, chemicals, or supplies and enter inventory data into computer.",0.0
-"Order, perform, and interpret tests and analyze records, reports, and examination information to diagnose patients' condition.",0.0
-"Order, perform, or interpret the results of diagnostic tests and screening procedures based on assessment results, differential diagnoses, and knowledge about age, gender and health status of clients.",0.0
-"Order, perform, or interpret the results of diagnostic tests, such as complete blood counts (CBCs), electrocardiograms (EKGs), and radiographs (x-rays).",0.0
-"Order, receive, or stock supplies or retail products.",0.0
-"Order, unload, and store feed and supplies.",0.0
-"Organize and assemble routine or specialty surgical instrument trays or other sterilized supplies, filling special requests as needed.",0.0
-"Organize and conduct age-appropriate recreational activities, such as games, arts and crafts, sports, walks, and play dates.",0.0
-Organize and conduct competitions and tournaments.,0.0
-Organize and conduct experimental studies with live animals in controlled or natural surroundings.,0.0
-Organize and coordinate the work of staff and convention personnel for meetings to be held at a particular facility.,0.0
-"Organize and direct committees of specialists, volunteers, and staff to provide technical and advisory assistance for programs.",0.0
-Organize and direct study abroad programs.,0.0
-Organize and direct the activities of crew members.,0.0
-"Organize and direct worker training programs, resolve personnel problems, hire new staff, and evaluate employee performance in dining and lodging facilities.",0.0
-Organize and display students' work in a manner appropriate for their perceptual skills.,1.0
-Organize and label materials and display children's work in a manner appropriate for their sizes and perceptual skills.,0.0
-Organize and label materials and display students' work in a manner appropriate for their ages and perceptual skills.,0.7239
-Organize and label materials and display students' work in a manner appropriate for their eye levels and perceptual skills.,0.0
-Organize and label materials and display students' work.,0.9044
-"Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, and storytelling.",0.0
-"Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips.",0.0
-Organize and lead regular religious services.,0.0
-"Organize and maintain campaign organizations and fundraisers, in order to raise money for election or re-election.",0.0
-"Organize and maintain compliance, license, and warranty information related to audio and video facilities.",0.0
-Organize and maintain geospatial data and associated documentation.,0.0
-"Organize and maintain law libraries, documents, and case files.",0.0
-Organize and maintain periodicals and reference materials.,0.0
-Organize and oversee events such as organized runs or walks.,0.0
-"Organize and oversee fitness or wellness programs, such as information presentations, blood drives, or training in first aid or cardiopulmonary resuscitation (CPR).",0.0
-"Organize and oversee health screenings or other preventive measures, such as mammography, blood pressure, or cholesterol screenings or flu vaccinations.",0.0
-"Organize and participate in recreational activities and outings, such as games and field trips.",0.0
-Organize and store toys and materials to ensure order in activity areas.,0.0
-Organize and string together raw footage into a continuous whole according to scripts or the instructions of directors and producers.,0.9502
-"Organize and supervise activities, such as the processing of incoming and outgoing mail.",0.0
-"Organize and supervise games and other recreational activities to promote physical, mental, and social development.",0.0
-"Organize and supervise games or other recreational activities to promote physical, mental, or social development.",0.0
-Organize and supervise games or other recreational activities.,0.0
-Organize archival records and develop classification systems to facilitate access to archival materials.,0.0
-"Organize data, and analyze and interpret its authenticity and relative significance.",0.0
-Organize flight plans or traffic management plans to prepare for planes about to enter assigned airspace.,0.0
-"Organize information for publication and for other means of dissemination, such as via storage media or the Internet.",0.0
-"Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology.",0.8694
-Organize materials to prepare for use.,0.0
-Organize music libraries or playlists.,0.0
-Organize or approve promotional campaigns.,0.0
-"Organize or clean blood-drawing trays, ensuring that all instruments are sterile and all needles, syringes, or related items are of first-time use.",0.0
-Organize or conduct animal shows.,0.0
-"Organize or deliver public presentations about mediation to organizations, such as community agencies or schools.",0.0
-"Organize or engage in interfaith, community, civic, educational, or recreational activities sponsored by or related to religious programs.",0.0
-Organize or track the locations of hazardous items in landfills.,0.0
-"Organize or work with detailed office or warehouse records, maintaining files for each policyholder, including policies that are to be reinstated or cancelled.",0.0
-"Organize or work with detailed office or warehouse records, using computers to enter, access, search or retrieve data.",0.0
-"Organize paperwork, such as survey forms or reports, for distribution or analysis.",0.0
-Organize performance groups and direct their rehearsals.,0.0
-Organize public exhibits and displays to promote public awareness of diverse and distinctive cultural traditions.,0.869
-"Organize recording sessions and prepare areas, such as radio booths and television stations, for recording.",0.0
-Organize registration of event participants.,0.0
-"Organize scene search, assigning specific tasks and areas of search to individual officers and obtaining adequate lighting as necessary.",0.0
-Organize schedules for refuse collection.,0.0
-Organize space for study equipment and supplies.,0.0
-"Organize support groups or counsel family members to assist them in understanding, dealing with, and supporting the client or patient.",0.0
-Organize the adoption of unclaimed animals.,0.0
-Organize tutoring environment to promote productivity and learning.,0.0
-"Organize, advise, and participate in community activities and organizations, such as county and state fair events and 4-H Clubs.",0.0
-"Organize, develop, analyze, test, and prepare special meals, such as low-fat, low-cholesterol, or chemical-free meals.",0.0
-"Organize, lead, and promote interest in recreational activities, such as arts, crafts, sports, games, camping, and hobbies.",0.0
-"Organize, lead, and referee indoor and outdoor games, such as volleyball, baseball, and basketball.",0.0
-"Organize, supervise, or encourage patient participation in social, educational, or recreational activities.",0.0
-"Orient self in relation to fire, using compass and map, and collect supplies and equipment dropped by parachute.",0.0
-Outline system security criteria for pre-bid meetings with clients and companies to ensure comprehensiveness and appropriateness for implementation.,0.0
-Overhaul and test machines or equipment to ensure operating efficiency.,0.0
-Overhaul lifeboats or lifeboat gear and lower or raise lifeboats with winches or falls.,0.0
-"Overhaul or replace carburetors, blowers, generators, distributors, starters, and pumps.",0.0
-Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals.,0.0
-Oversee all communications within specifically assigned territories.,0.0
-Oversee biodiesel/biofuels prototyping or development projects.,0.0
-Oversee campaigns to promote recycling or waste reduction programs in communities or private companies.,0.0
-"Oversee construction and renovation projects to improve efficiency and to ensure that facilities meet environmental, health, and security standards, and comply with government regulations.",0.0
-"Oversee construction and testing of prototype in model basin and develop sectional and waterline curves of hull to establish center of gravity, ideal hull form, and buoyancy and stability data.",0.0
-Oversee day-to-day group activities of residents in institution.,0.0
-Oversee departmental budget.,0.0
-"Oversee development of plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure or to meet emergency data processing needs.",0.0
-"Oversee equipment start-up, characterization, qualification, or release.",0.0
-"Oversee expense allowances, ensuring that accounts are balanced at the end of each fiscal year.",0.0
-"Oversee facilities management for the university, including construction, repair, and maintenance projects.",0.0
-Oversee gameplay testing to ensure intended gaming experience and game adherence to original vision.,0.0
-"Oversee geothermal plant operations, maintenance, and repairs to ensure compliance with applicable standards or regulations.",0.0
-"Oversee installation of equipment such as water heater wraps, pipe insulation, weatherstripping, door sweeps, or low-flow showerheads to improve energy efficiency.",0.0
-"Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.",0.0
-"Oversee internal reporting systems, such as corporate compliance hotlines.",0.0
-"Oversee operation of microelectromechanical systems (MEMS) fabrication or assembly equipment, such as handling, singulation, assembly, wire-bonding, soldering, or package sealing.",0.0
-"Oversee operation of vessels used for carrying passengers, motor vehicles, or goods across rivers, harbors, lakes, and coastal waters.",0.0
-Oversee or inspect production processes.,0.0
-"Oversee or provide expertise on manufacturing, assembly, or fabrication processes.",0.0
-"Oversee payroll functions, such as maintaining timekeeping information and processing and submitting payroll.",0.0
-Oversee performance of risk assessment or execution of system tests to ensure the functioning of data processing activities or security measures.,0.7239
-Oversee project production efforts to assure projects are completed on time and within budget.,0.0
-"Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.",0.0
-"Oversee publication production, including artwork, layout, computer typesetting, and printing, ensuring adherence to deadlines and budget requirements.",0.0
-Oversee recycling pick-up or drop-off programs to ensure compliance with community ordinances.,0.0
-Oversee regional and local sales managers and their staffs.,0.0
-Oversee subject enrollment to ensure that informed consent is properly obtained and documented.,0.0
-Oversee support staff.,0.0
-"Oversee the construction of decentralized or on-site wastewater treatment systems, including reclaimed water facilities.",0.0
-Oversee the daily performance of computer systems.,0.0
-Oversee the development and management of the sports program budget and fundraising activities.,0.0
-"Oversee the evaluation, classification, and rating of occupations and job positions.",0.0
-Oversee the flow of cash or financial instruments.,0.0
-"Oversee the maintenance and repair of machinery, equipment, and electrical and mechanical systems.",0.0
-"Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets.",0.0
-Oversee the preparation and care of the remains of people who have died.,0.0
-"Oversee the purchase of supplies, gear, and equipment.",0.0
-"Oversee the purchase, planning, design, construction, and upkeep of recreation facilities and areas.",0.0
-Oversee the work activities of wind farm consultants or subcontractors.,0.0
-Oversee the work of contractors in accordance with project requirements.,0.0
-Oversee training programs.,0.0
-"Oversee workers including supervisors, inspectors, or laboratory workers engaged in testing activities.",0.0
-Pack and ship pottery to stores or galleries for retail sale.,0.0
-Pack and store materials and products.,0.0
-"Pack and unpack items to be stocked on shelves in stockrooms, warehouses, or storage yards.",0.0
-Pack body orifices with cotton saturated with embalming fluid to prevent escape of gases or waste matter.,0.0
-"Pack bottles into cartons or crates, using machines.",0.0
-Pack containers and re-pack damaged containers.,0.0
-Pack customer purchases in bags or cartons.,0.0
-"Pack finished assemblies for shipment, and transport them to storage areas, using hoists or handtrucks.",0.0
-"Pack goods for shipping, using tools such as staplers, strapping machines, and hammers.",0.0
-Pack or fold insulation between panels.,0.0
-Pack spaces between moldings and glass with glazing compounds and trim excess material with glazing knives.,0.0
-"Pack, seal, label, or affix postage to prepare materials for shipping, using hand tools, power tools, or postage meter.",0.0
-"Package and label semen to be used for artificial insemination, recording information such as the date, source, quality, and concentration.",0.0
-Package bioinformatics data for submission to public repositories.,0.0
-"Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them.",0.0
-Package finished products and prepare them for shipment.,0.0
-Package take-out foods or serve food to customers.,0.0
-"Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.",0.0
-"Package, store and retrieve evidence.",0.0
-"Package, store, or move irradiated fuel elements in the underwater storage basins of nuclear reactor plants, using machines or equipment.",0.0
-"Page guests in hotel lobbies, dining rooms, or other areas.",0.0
-"Page individuals to inform them of telephone calls, using paging or interoffice communication equipment.",0.0
-Page individuals wanted at the box office.,0.0
-Paint a variety of objects related to electrical functions.,0.0
-"Paint bicycle frames, using spray guns or brushes.",0.0
-"Paint car exteriors, interiors, and fixtures.",0.0
-"Paint identification marks of specified colors on logs to identify grades or species, using spray cans, or call out grades to log markers.",0.0
-"Paint metal surfaces electrostatically, or by using a spray gun or other painting equipment.",0.0
-Paint or lacquer patterns.,0.0
-"Paint or repair roofs, windows, doors, floors, woodwork, plaster, drywall, or other parts of building structures.",0.0
-"Paint or varnish decks, superstructures, lifeboats, or sides of ships.",0.0
-"Paint railroad signs, such as speed limits or gate-crossing warnings.",0.0
-"Paint structures as specified, using paint sprayers.",0.0
-"Paint traffic control lines and place pavement traffic messages, by hand or using machines.",0.0
-"Park and retrieve automobiles for customers in parking lots, storage garages, or new car lots.",0.0
-Park vehicles at loading areas so that passengers can board.,0.0
-"Participate in activities aimed at professional growth and development, including conferences or continuing education activities.",0.0
-Participate in additional training to keep skills up to date.,0.0
-"Participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches.",0.863
-"Participate in and write reports for meetings regarding patients' progress, such as individualized educational planning (IEP) meetings, in-service meetings, or intervention assistance team meetings.",0.0
-"Participate in animal damage control, wildlife management, disease control, and research activities.",0.0
-"Participate in architectural and engineering planning and design, including space and installation management.",0.0
-"Participate in athletic events or competitive sports, according to established rules and regulations.",0.0
-"Participate in budget preparation and administration, coordinating purchasing and documentation and monitoring departmental expenditures.",0.0
-"Participate in campus and community events, such as giving presentations to the public.",0.0
-"Participate in campus and community events, such as giving public lectures about research.",0.0
-Participate in campus and community events.,0.0
-Participate in case conferences or staff meetings.,0.0
-"Participate in case reviews, consulting with the team caring for the client, to evaluate the client's needs and plan for continuing services.",0.0
-"Participate in clinical research projects, such as by reviewing protocols, reviewing patient records, monitoring compliance, and meeting with regulatory authorities.",0.0
-Participate in clinical research projects.,0.0
-Participate in community activities for funeral home promotion or other purposes.,0.0
-Participate in community or community agency activities or help to formulate public policy.,0.0
-Participate in conferences or discussions between trial attorneys and judges.,0.0
-Participate in conferences or training to update or share knowledge of new hearing or balance disorder treatment methods or technologies.,0.0
-"Participate in conferences, seminars, and training sessions to keep abreast of developments in the field, and integrate relevant information into training programs.",0.0
-"Participate in conferences, training, continuing education courses, or publish research results to share knowledge of new hearing or speech disorder treatment methods or technologies.",0.0
-Participate in continuing education activities to improve and maintain knowledge and skills.,0.0
-Participate in continuing education activities to maintain and develop expertise.,0.0
-Participate in continuing education activities to maintain and expand competence.,0.0
-Participate in continuing education activities to maintain or enhance knowledge and skills.,0.0
-Participate in continuing education classes to maintain current knowledge of industry.,0.0
-Participate in continuing education to stay abreast of industry trends and developments.,0.0
-Participate in continuing education.,0.0
-"Participate in contract bidding, negotiation, or administration.",0.0
-Participate in court proceedings.,0.0
-Participate in creating fire safety guidelines and evacuation schemes for nonresidential buildings.,0.0
-"Participate in cultural and literary activities, such as traveling abroad and attending performing arts events.",0.0
-Participate in decisions about whether cases should go before courts and which court should hear them.,0.0
-"Participate in denominational activities aimed at goals, such as promoting interfaith understanding or providing aid to new or small congregations.",0.0
-"Participate in design and production of multimedia campaigns, handling budgeting and scheduling, and assisting with such responsibilities as production coordination, background design, and progress tracking.",0.0
-"Participate in educational programs, in-service training, or workshops to remain current in methods and techniques.",0.0
-"Participate in efforts to advance precision agriculture technology, such as developing advanced weed identification or automated spot spraying systems.",0.0
-Participate in faculty and college committee activities.,0.0
-Participate in fieldwork.,0.0
-"Participate in financial activities, such as the setting of room rates, the establishment of budgets, and the allocation of funds to departments.",0.0
-Participate in fire drills and demonstrations of fire fighting techniques.,0.0
-Participate in firefighting efforts.,0.0
-"Participate in forensic activities, such as tooth and bone structure identification, in conjunction with police departments and pathologists.",0.0
-Participate in fundraising activities to support congregational activities or facilities.,0.0
-Participate in games for gambling establishments to provide the minimum complement of players at a table.,0.0
-"Participate in geological, geophysical, geochemical, hydrographic, or oceanographic surveys, prospecting field trips, exploratory drilling, well logging, or underground mine survey programs.",0.0
-Participate in informal appeals hearings on contested cases from other agents.,0.0
-Participate in internal assessments and audits as required.,0.0
-Participate in internal or external audits.,0.0
-"Participate in internal or external training programs to maintain knowledge of validation principles, industry trends, or novel technologies.",0.0
-"Participate in job development and placement programs, contacting prospective employers, placing clients in jobs, and evaluating the success of placements.",0.0
-Participate in judicial tribunals to help resolve disputes.,0.0
-Participate in mediation and dispute resolution.,0.0
-"Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.",0.0
-"Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.",0.0
-Participate in neuroscience research activities.,0.0
-"Participate in new product planning or market research, including studying the potential need for new products.",0.0
-"Participate in nuclear fuel element handling activities, such as preparation, transfer, loading, or unloading.",0.0
-"Participate in online forums or conferences to stay abreast of online retailing trends, techniques, or security threats.",0.0
-Participate in out-of-specification and failure investigations and recommend corrective actions.,0.0
-"Participate in patient care tasks, such as assisting with passing food trays, feeding residents, or bathing residents on bed rest.",0.0
-Participate in patients' care meetings and conferences.,0.0
-Participate in physical training activities to maintain a high level of physical fitness.,0.0
-Participate in preparation and management of research budgets and monetary disbursements.,0.0
-Participate in preparation of product usage and precautionary label instructions.,0.0
-"Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.",0.0
-"Participate in professional development activities, such as reading literature, continuing education, attending conferences, and collaborating with colleagues.",0.0
-Participate in professional organizations and continuing education to improve practice knowledge and skills.,0.0
-"Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.",0.0
-Participate in publicity planning and student recruitment.,0.0
-"Participate in publicity planning, community awareness efforts, and student recruitment.",0.0
-Participate in quality improvement activities including discussions of areas where risk of error is high.,0.0
-"Participate in recreational activities with patients, including card games, sports, or television viewing.",0.0
-Participate in recreational demonstrations to entertain resort guests.,0.0
-Participate in required job training.,0.0
-"Participate in research or testing of computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.",0.0
-"Participate in research projects, conferences, or technical meetings.",0.0
-Participate in search-and-rescue operations.,0.0
-"Participate in seminars, workshops, or other professional activities to keep abreast of developments in anesthesiology.",0.0
-Participate in shore patrols.,0.0
-"Participate in special education-related activities, such as attending meetings and providing support to special educators throughout the district.",0.0
-Participate in staffing decisions and direct training of subordinates.,0.0
-"Participate in student recruitment, registration, and placement activities.",0.888
-"Participate in student recruitment, selection, and admission, making admissions recommendations when required to do so.",0.0
-Participate in teacher-parent conferences regarding students' progress or problems.,0.0
-"Participate in the administration of municipal elections, such as preparation or distribution of ballots, appointment or training of election officers, or tabulation or certification of results.",0.0
-Participate in the assessment and review of design alternatives and design change proposal impacts.,0.0
-Participate in the construction or removal of telecommunication towers or associated support structures.,0.0
-"Participate in the coordination of engineering changes, product line extensions, or new product launches to ensure orderly and timely transitions in material or production flow.",0.0
-"Participate in the determination of organizational policies regarding such issues as participant eligibility, program requirements, and program benefits.",0.0
-Participate in the development of endangered species breeding programs or species survival plans.,0.0
-Participate in the development of practice protocols.,0.0
-Participate in the development of product specifications.,0.0
-"Participate in the development of specifications for equipment, products, or substitute materials.",0.0
-"Participate in the development of spill prevention programs and hazardous waste rules and regulations, and recommend corrective actions for hazardous waste problems.",0.0
-Participate in the development of study protocols including guidelines for administration or data collection procedures.,0.0
-Participate in the development or implementation of clinical trial protocols.,0.0
-Participate in the development or implementation of online marketing strategy.,0.0
-"Participate in the development or testing of electrical aspects of new green technologies, such as lighting, optical data storage devices, and energy efficient televisions.",0.0
-"Participate in the development, review, or evaluation of nursing practice protocols.",0.0
-Participate in the evaluation of possible mining locations.,0.0
-"Participate in the hiring process by reviewing credentials, conducting interviews, or making hiring decisions or recommendations.",0.8762
-"Participate in the hiring, training, scheduling, or supervision of alteration workers.",0.0
-"Participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.",0.0
-Participate in the planning and execution of fundraising activities.,0.0
-Participate in the planning or development of mapping projects.,0.0
-Participate in the preparation of reports or scientific publications.,0.0
-Participate in the publication of data or information.,0.0
-"Participate in the recruitment of employees through job fairs, career days, or advertising plans.",0.0
-"Participate in the research, development, or manufacturing of medicinal and pharmaceutical preparations.",0.0
-Participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.,0.0
-Participate in training and development sessions to improve tutoring practices or learn new tutoring techniques.,0.0
-Participate in training or continuing education activities to stay abreast of engineering or industry advances.,0.0
-Participate in treatment team conferences regarding diagnosis or treatment of difficult cases.,0.0
-"Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.",0.0
-Participate or assist in raids and arrests.,0.0
-Pass instruments or supplies to surgeon during procedure.,0.0
-Pass sliver strands through openings in floors to workers on floors below who wind slivers onto tubes.,0.0
-"Pat or press layers of saturated mat or cloth into place on molds, using brushes or hands, and smooth out wrinkles and air bubbles with hands or squeegees.",0.0
-"Patch broken edges or fractures, using clay or plaster.",0.0
-Patch or wire lights to dimmers or other electronic consoles.,0.0
-"Patch tubes with adhesive rubber patches or seal rubber patches to tubes, using hot vulcanizing plates.",0.0
-Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.,0.0
-"Patrol and guard courthouses, grand jury rooms, or assigned areas to provide security, enforce laws, maintain order, and arrest violators.",0.0
-"Patrol assigned areas by car, boat, airplane, horse, or on foot to enforce game, fish, or boating laws or to manage wildlife programs, lakes, or land.",0.0
-"Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.",0.0
-Patrol assigned track sections so that damaged or broken track can be located and reported.,0.0
-Patrol burned areas after fires to locate and eliminate hot spots that may restart fires.,0.0
-Patrol grazing lands on horseback or using all-terrain vehicles.,0.0
-"Patrol industrial or commercial premises to prevent and detect signs of intrusion and ensure security of doors, windows, and gates.",0.0
-"Patrol or monitor recreational areas, such as trails, slopes, or swimming areas, on foot, in vehicles, or from towers.",0.0
-Patrol park or forest areas to protect resources and prevent damage.,0.0
-Patrol parking areas to prevent vehicle damage and vehicle or property thefts.,0.0
-"Patrol railroad yards, cars, stations, or other facilities to protect company property or shipments and to maintain order.",0.0
-"Patrol specific area on foot, horseback, or motorized conveyance, responding promptly to calls for assistance.",0.0
-"Patrol the premises to prevent or detect intrusion, protect property, or preserve order.",0.0
-"Patrol trap lines or nets to inspect settings, remove catch, and reset or relocate traps.",0.0
-"Patrol units to monitor the amount of oil in storage tanks, and to verify that activities and operations are safe, efficient, and in compliance with regulations.",0.0
-Patrol work areas to detect any suspicious items.,0.0
-Patrol work areas to detect leaks or equipment malfunctions or to monitor operating conditions.,0.0
-Patrol work areas to ensure that solutions in tanks or troughs are not in danger of overflowing.,0.0
-Pay and process claims within designated authority level.,0.0
-Pay bills and record checks issued.,0.0
-"Pay company bills by cash, vouchers, or checks.",0.0
-Pay off or move bets as established by game rules and procedures.,0.0
-Pay or arrange for payment of freight or insurance fees or other charges.,0.0
-Pay small claims.,0.0
-Pay wages of contracted farm laborers.,0.0
-Pay winnings or collect losing bets as established by the rules and procedures of a specific game.,0.0
-"Pay, or arrange for payment of, taxes and duties on shipments.",0.0
-"Peel, wash, trim, and cook vegetables and meats, and bake breads and pastries.",0.0
-Perforate well casings or sidewalls of boreholes with explosive charges.,0.0
-"Perform ""preflight"" check of required font, graphic, text and image files to ensure completeness prior to delivery to printer.",0.0
-"Perform Web site tests according to planned schedules, or after any Web site or product revision.",0.0
-Perform a series of manual adjustments to the spine or other articulations of the body to correct the musculoskeletal system.,0.0
-"Perform a variety of clerical and office tasks, such as handling incoming and outgoing mail, completing and submitting insurance claims, typing, filing, or operating office machines.",0.0
-"Perform a variety of duties as requested by client, such as obtaining household supplies or running errands.",0.0
-"Perform a variety of office, clerical, or accounting duties, such as reception, billing, bookkeeping, or selling products.",0.0
-Perform a variety of tasks during funerals to assist funeral directors and to ensure that services run smoothly and as planned.,0.0
-"Perform abdominal, pelvic, or retroperitoneal surgeries.",0.0
-Perform acceptance testing on newly installed or updated systems.,0.0
-"Perform accounting and bookkeeping activities, such as invoicing, maintaining financial records, budgeting, and handling cash.",0.0
-"Perform accounting duties, such as bookkeeping, billing customers for services, or maintaining inventories.",0.0
-"Perform accounting duties, such as recording daily cash flow, preparing bank deposits, or generating financial statements.",0.0
-"Perform activities related to underwater search and rescue, salvage, recovery, or cleanup operations.",0.0
-"Perform activities that support a team or a specific sport, such as participating in community outreach activities, meeting with media representatives, and appearing at fundraising events.",0.0
-Perform administrative and management functions related to the practice of law.,0.0
-"Perform administrative duties that facilitate admission, transfer, or discharge of patients.",0.0
-"Perform administrative duties, such as assisting in school libraries, hall and cafeteria monitoring, and bus loading and unloading.",0.0
-"Perform administrative duties, such as authorizing leaves or processing time sheets.",0.0
-"Perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence.",0.9074
-"Perform administrative duties, such as fundraising, public relations, budgeting, and supervision of zoo staff.",0.0
-"Perform administrative duties, such as hall and cafeteria monitoring and bus loading and unloading.",0.0
-"Perform administrative duties, such as hiring employees, ordering supplies, or keeping records.",0.0
-"Perform administrative duties, such as overseeing building management, ordering supplies, contracting for services or repairs, or supervising the work of staff members or volunteers.",0.0
-"Perform administrative duties, such as preparing operational reports, distributing rehearsal call sheets and script copies, and arranging for rehearsal quarters.",0.0
-"Perform administrative duties, such as preparing sales budgets and reports, keeping sales records, and filing expense account reports.",0.9687
-"Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.",0.0
-"Perform administrative duties, such as serving as a department head.",0.0
-"Perform administrative duties, such as serving as department head.",0.0
-"Perform administrative duties, such as serving as department heads.",0.0
-"Perform administrative duties, such as tracking inventory and sales, submitting patient insurance information, and performing simple bookkeeping.",0.0
-"Perform administrative functions, such as reviewing or writing reports, approving expenditures, enforcing rules, or purchasing of materials or services.",0.0
-"Perform administrative or business management tasks, such as scheduling appointments, accepting payments from clients, budgeting, or maintaining business records.",0.0
-"Perform administrative or managerial functions, such as taking responsibility for a unit's staff, budget, planning, or long-range goals.",0.0
-"Perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents.",0.0
-"Perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.",0.7699
-"Perform administrative tasks, such as accepting orders, scheduling appointments or meeting rooms, or sending and receiving faxes.",0.9489
-"Perform administrative tasks, such as answering telephone calls, filing court documents, or maintaining office supplies or equipment.",0.7239
-"Perform administrative tasks, such as maintaining records and handling policy renewals.",0.0
-"Perform administrative tasks, such as managing office functions and finances.",0.0
-"Perform advanced ophthalmic procedures, including electrophysiological, electrophysical, or microbial procedures.",0.0
-"Perform allergen provocation tests such as nasal, conjunctival, bronchial, oral, food, or medication challenges.",0.0
-"Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.",0.0
-"Perform and document an initial exam, evaluating data to identify problems and determine a diagnosis prior to intervention.",0.0
-"Perform and supervise airfield management activities, including mobile airfield management functions.",0.0
-"Perform animal grooming duties, such as washing, brushing, clipping, and trimming coats, cutting nails, and cleaning ears.",0.0
-"Perform annual gynecologic exams, including pap smears and breast exams.",0.0
-"Perform approved therapeutic or diagnostic procedures, based upon patients' clinical status.",0.0
-Perform autopsies to determine causes of deaths.,0.0
-"Perform basic diagnostic procedures, such as blood pressure screening, breast cancer screening, or communicable disease screening.",0.0
-"Perform basic maintenance, such as cleaning and lubricating machine parts.",0.0
-"Perform basic screening procedures, such as pure tone screening, otoacoustic screening, immittance screening, and screening of ear canal status using otoscope.",0.0
-"Perform basic vehicle maintenance tasks, such as adding oil, fuel, or radiator fluid, performing minor repairs, or washing trucks.",0.0
-"Perform before live audiences in concerts, recitals, educational presentations, and other social gatherings.",0.0
-"Perform bookkeeping activities, such as balancing accounts and conducting nightly audits.",0.0
-"Perform bookkeeping duties, such as credits or collections, preparing and sending financial statements or bills, and keeping financial records.",0.0
-"Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods.",0.0
-"Perform both supervisory and management functions, such as accounting, marketing, and personnel work.",0.0
-"Perform brachytherapy, cryotherapy, high intensity focused ultrasound (HIFU), or photodynamic therapy to treat prostate or other cancers.",0.0
-Perform bronchopulmonary drainage and assist or instruct patients in performance of breathing exercises.,0.0
-"Perform budgeting duties, such as assisting in budget preparation, expenditure review, or budget administration.",0.0
-"Perform building commissioning activities by completing mechanical inspections of a building's water, lighting, or heating, ventilating, and air conditioning (HVAC) systems.",0.0
-"Perform building weatherization tasks, such as repairing windows, adding insulation, or applying weather-stripping materials.",0.0
-"Perform business management duties, such as maintaining records or files, preparing reports, or ordering supplies or equipment.",0.0
-Perform buying duties when necessary.,0.0
-"Perform calculations to determine earth curvature corrections, atmospheric impacts on measurements, traverse closures or adjustments, azimuths, level runs, or placement of markers.",0.0
-Perform cash audits and deposit investigations to fully account for store cash.,0.0
-"Perform cash handling tasks, such as making change, balancing and recording cash drawer, or distributing tips.",0.0
-Perform cesarean sections or other surgical procedures as needed to preserve patients' health and deliver babies safely.,0.0
-Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.,0.0
-"Perform classical, modern, or acrobatic dances in productions, expressing stories, rhythm, and sound with their bodies.",0.0
-"Perform cleaning duties, such as sweeping and mopping floors, vacuuming carpet, tidying up server station, taking out trash, or checking and cleaning bathroom.",0.0
-"Perform cleaning duties, such as sweeping, mopping, and washing dishes, to keep equipment and facilities sanitary.",0.0
-"Perform clerical activities, such as answering phones, sorting mail, filing, typing, word processing, and photocopying and mailing out material.",0.7239
-"Perform clerical and administrative duties such as keeping records, paying bills, and hiring and supervising personnel.",0.0
-"Perform clerical duties such as typing, proofreading, and sorting mail.",0.7621
-"Perform clerical duties, such as filing, typing, operating switchboards, or routing mail and messages.",0.7239
-"Perform clerical duties, such as scheduling appointments, collecting data, or documenting health insurance billings.",0.0
-"Perform clerical duties, such as scheduling exams or special procedures, keeping records, or archiving computerized images.",0.0
-"Perform clerical duties, such as taking inventory, ordering supplies, answering telephone, taking messages, or filling out forms.",0.0
-"Perform clerical tasks, such as answering phones or distributing mail.",0.7357
-"Perform clerical tasks, such as filing, compiling and maintaining prescription records, or composing letters.",0.7239
-"Perform clerical tasks, such as typing, filing, and microfilm photography.",0.7239
-"Perform clerical, administrative, and secretarial duties, such as answering phones, restocking and ordering supplies, filling out paperwork, and scheduling appointments.",0.0
-Perform close alignment or registration of double and single flats to sensitized plates prior to exposure to produce composite images.,0.0
-"Perform complex calculations as part of the analysis and evaluation of data, using computers.",0.9752
-"Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems.",0.0
-Perform comprehensive examinations of the visual system to determine the nature or extent of ocular disorders.,0.0
-Perform computations and apply methods of numerical analysis to data.,0.0
-"Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.",0.9221
-Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.,0.0
-"Perform construction laborer duties at green building sites, such as renewable energy plants or wind turbine installations.",0.0
-"Perform contract administration duties, assisting with bid openings or the awarding of contracts.",0.0
-"Perform cost-benefit analyses to compare operating programs, review financial requests, or explore alternative financing methods.",0.0
-"Perform courtroom duties, including calling calendars, administering oaths, and swearing in jury panels and witnesses.",0.0
-"Perform covert surveillance of areas susceptible to loss, such loading docks, distribution centers, or warehouses.",0.0
-Perform crisis interventions to help ensure the safety of the patients and others.,0.0
-Perform crisis interventions with clients.,0.0
-"Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.",0.0
-Perform data backups and disaster recovery operations.,0.0
-"Perform data entry and data retrieval services, providing data for inclusion in medical records and for transmission to physicians.",0.9858
-Perform data entry and other clerical work as required for project completion.,0.0
-"Perform database verifications, using computers.",0.9497
-"Perform dental work, such as cleaning, polishing, or extracting teeth.",0.0
-"Perform descriptive and multivariate statistical analyses of data, using computer software.",0.0
-"Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.",0.0
-"Perform diagnostic analyses of processing steps, using analytical or metrological tools, such as microscopy, profilometry, or ellipsometry devices.",0.0
-"Perform diagnostic tests or measurements, such as motor testing, visual acuity testing, lensometry, retinoscopy, and color vision testing.",0.0
-"Perform difficult staffing duties, including dealing with understaffing, refereeing disputes, firing employees, and administering disciplinary procedures.",0.0
-Perform discharge planning for patients.,0.0
-"Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.",0.0
-"Perform duties, such as taking care of plants or straightening magazines to maintain lobby or reception area.",0.0
-"Perform electrodiagnosis, including electromyography, nerve conduction studies, or somatosensory evoked potentials of neuromuscular disorders or damage.",0.0
-Perform electron microscopy or mass spectrometry to analyze specimens.,0.0
-"Perform embalming duties, as necessary.",0.0
-"Perform emergency cardiac care, such as cardioversion and manual defibrillation.",0.0
-"Perform emergency diagnostic and treatment procedures, such as stomach suction, airway management, or heart monitoring, during ambulance ride.",0.0
-"Perform emergency duties to protect human life, government property, and natural features of park.",0.0
-Perform emergency invasive intervention before delivering patient to an acute care facility.,0.0
-Perform emergency leak repairs and general maintenance for a variety of roof types.,0.0
-"Perform emergency medical procedures, such as basic cardiac life support (BLS), advanced cardiac life support (ACLS), and other condition-stabilizing interventions.",0.0
-Perform emergency pharmacological interventions.,0.0
-"Perform emergency repairs, such as changing tires or installing light bulbs, fuses, tire chains, or spark plugs.",0.0
-Perform emergency resuscitations on patients.,0.0
-"Perform emergency roadside repairs, such as changing tires or installing light bulbs, tire chains, or spark plugs.",0.0
-Perform emergency work during off-hours.,0.0
-Perform endotracheal intubation to maintain open airways for patients who are unable to breathe on their own.,0.0
-"Perform enemas, catheterizations, ear flushes, intravenous feedings, or gavages.",0.0
-"Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.",0.0
-Perform environmental quality work in field or office settings.,0.0
-Perform environmentally extended input-output (EE I-O) analyses.,0.0
-Perform epidemiological investigations of acute and chronic diseases.,0.0
-"Perform equipment maintenance tasks such as replacing needles, sanding rough areas of needles, or cleaning and oiling sewing machines.",0.0
-"Perform equipment maintenance, such as cleaning tanks and lubricating moving parts of conveyors.",0.0
-Perform equipment safety checks prior to departure.,0.0
-"Perform errands for customers or employers, such as delivering or picking up mail and packages.",0.0
-"Perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces.",0.8242
-"Perform experiments that will provide information about acceptable methods of nuclear material usage, nuclear fuel reclamation, or waste disposal.",0.0
-"Perform facilities maintenance work, such as constructing or repairing structures or controlling weeds or pests.",0.0
-"Perform failure, variation, or root cause analyses.",0.0
-Perform file signature analysis to verify files on storage media or discover potential hidden files.,0.0
-Perform final touch-ups with sandpaper or steel wool.,0.0
-"Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.",0.8694
-"Perform financial tasks, such as estimating costs and preparing and managing budgets.",0.0
-"Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.",0.0
-Perform first aid or cardiopulmonary resuscitation (CPR) when required.,0.0
-Perform fluorescein angiography of the eye.,0.0
-"Perform food preparation and serving duties, such as carving meat, preparing flambe dishes, or serving wine and liquor.",0.0
-"Perform food preparation duties, such as preparing salads, appetizers, and cold dishes, portioning desserts, and brewing coffee.",0.0
-"Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.",0.0
-Perform foreign currency transactions and sell traveler's checks.,0.0
-Perform forensic investigations of operating or file systems.,0.0
-"Perform functional tests of nano-enhanced assemblies, components, or systems, using equipment such as torque gauges or conductivity meters.",0.0
-"Perform functional, task, or anthropometric analysis, using tools, such as checklists, surveys, videotaping, or force measurement.",0.0
-"Perform general administrative tasks, such as answering phones, scheduling patient appointments, or pulling and filing films.",0.0
-"Perform general administrative tasks, such as answering telephones, scheduling appointments, and ordering supplies or equipment.",0.7239
-"Perform general administrative tasks, such as keeping records or writing reports.",0.8557
-"Perform general administrative tasks, such as scheduling appointments or ordering supplies or equipment.",0.7239
-"Perform general administrative tasks, such as taking attendance, editing internal paperwork, and making phone calls.",0.0
-Perform general cleaning activities in kitchen and dining areas.,0.0
-Perform general cleaning duties in the store to ensure the shop is clean and tidy.,0.0
-Perform general cleaning of buildings or properties.,0.0
-Perform general labor duties such as repairing booms.,0.0
-"Perform general maintenance tasks for funeral homes, such as maintaining equipment or caring for funeral grounds.",0.0
-"Perform general marine vessel maintenance or repair work, such as repairing leaks, finishing interiors, refueling, or maintaining decks.",0.0
-"Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions.",0.0
-"Perform general office activities, such as typing, answering telephones, operating office machines, processing mail, or securing confidential materials.",0.0
-"Perform general office duties, such as answering telephones, taking dictation, or completing insurance forms.",0.0
-"Perform general office duties, such as filing, answering telephones, and handling routine correspondence.",0.0
-"Perform general office duties, such as ordering supplies, maintaining records management database systems, and performing basic bookkeeping work.",0.0
-"Perform general office duties, such as scheduling appointments, keeping books, and ordering supplies.",0.0
-"Perform general office duties, such as taking or transcribing dictation, typing or proofreading correspondence, distributing or filing official forms, or scheduling appointments.",0.0
-"Perform general office or clerical work, such as filing materials, operating duplicating machines, or running errands.",0.0
-"Perform general personnel functions, such as supervision, training, and scheduling.",0.0
-"Perform general warehouse activities, such as opening containers and crates, filling warehouse orders, assisting in taking inventory, and weighing and checking materials.",0.0
-"Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.",0.9125
-"Perform grounds maintenance tasks, such as removing snow and mowing the lawn.",0.0
-"Perform healthcare-related tasks, such as monitoring vital signs and medication, under the direction of registered nurses or physiotherapists.",0.0
-"Perform highly skilled hand finishing binding operations, such as grooving or lettering.",0.0
-Perform housekeeping and cleaning duties related to children's care.,0.0
-"Perform housekeeping duties, such as cooking, cleaning, washing clothes or dishes, or running errands.",0.0
-"Perform housekeeping duties, such as laundry, cleaning, dish washing, and changing of linens.",0.0
-"Perform humorous and serious interpretations of emotions, actions, and situations, using body movements, facial expressions, and gestures.",0.0
-"Perform hydraulic analyses of water supply systems or water distribution networks to model flow characteristics, test for pressure losses, or to identify opportunities to mitigate risks and improve operational efficiency.",0.0
-"Perform hydrologic, hydraulic, or water quality modeling.",0.0
-"Perform hydrological analyses, using three-dimensional simulation software, to model the movement of water or forecast the dispersion of chemical pollutants in the water supply.",0.0
-"Perform hygiene-related duties, such as clipping animals' claws or cleaning and polishing teeth.",0.0
-"Perform in productions, singing or acting in addition to dancing, if required.",0.0
-"Perform in television, radio, or movie productions.",0.0
-Perform incisional biopsies to diagnose melanoma.,0.0
-"Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.",0.9418
-Perform inspections of forests or forest nurseries.,0.0
-Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.,0.0
-"Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, or nephrostomy catheter placement.",0.0
-Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness.,0.0
-"Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests.",0.0
-"Perform laboratory procedures following protocols including deoxyribonucleic acid (DNA) sequencing, cloning and extraction, ribonucleic acid (RNA) purification, or gel electrophoresis.",0.0
-"Perform laboratory studies of steps in manufacture of new products and test proposed processes in small-scale operation, such as a pilot plant.",0.0
-"Perform laboratory tests on blood, urine, or feces, such as urinalyses or blood counts, to assist in the diagnosis and treatment of animal health problems.",0.0
-"Perform laboratory tests on samples collected, such as analyzing the content of contaminated wastewater.",0.0
-"Perform laser seam welding, heat treatment, or hard facing operations.",0.0
-"Perform laser surgeries to alter, remove, reshape, or replace ocular tissue.",0.0
-"Perform legal and ethical duties, including preparing safety or accident reports, obtaining written consent from patient to perform invasive procedures, or reporting symptoms of abuse or neglect.",0.0
-Perform low-pressure fuel evaluative tests (LPFET) to test for harmful emissions from vehicles without onboard diagnostics (OBD) equipment.,0.0
-"Perform machine maintenance, such as cleaning and oiling equipment, and repair or replace worn or defective parts.",0.0
-"Perform maintenance and minor repairs on firefighting equipment, including vehicles, and write and submit proposals to modify, replace, and repair equipment.",0.0
-"Perform maintenance duties, such as sweeping, painting, and yard work to keep facilities clean and in order.",0.0
-"Perform maintenance on cars in storage to protect tires, batteries, or exteriors from deterioration.",0.0
-"Perform maintenance or repair work on existing tower equipment, using hand or power tools.",0.0
-Perform maintenance tasks necessary to keep equipment working properly.,0.0
-Perform maintenance work such as cleaning and oiling machines.,0.0
-"Perform management activities, such as budgeting, scheduling, planning, and marketing.",0.0
-Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.,0.0
-"Perform managerial duties, such as creating work schedules, creating or implementing staff training, matching staff expertise to situations, or analyzing performance of offices.",0.0
-"Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.",0.0
-"Perform manual labor to prepare or finish sites, such as shoveling materials by hand.",0.0
-Perform marketing and advertising services.,0.0
-Perform marketing and public relations activities.,0.0
-"Perform mathematical modeling of underground or surface water resources, such as floodplains, ocean coastlines, streams, rivers, or wetlands.",0.0
-Perform mechanical overhauls and refrigerant reclaiming.,0.0
-"Perform medical procedures, such as administering oxygen, inserting and removing airways, taking vital signs, or giving emergency treatment, such as first aid or cardiopulmonary resuscitation (CPR).",0.0
-Perform medical research to further control or cure disease.,0.0
-"Perform medicolegal examinations and autopsies, conducting preliminary examinations of the body to identify victims, locate signs of trauma, and identify factors that would indicate time of death.",0.0
-"Perform minimally invasive surgical procedures, such as implanting pacemakers and defibrillators.",0.0
-"Perform minor aircraft maintenance and repair work, or arrange for major maintenance.",0.0
-"Perform minor assembly, such as fastening parts with nuts, bolts, or screws, using power tools or hand tools.",0.0
-"Perform minor cosmetic procedures, such as chin and cheekbone enhancements.",0.0
-"Perform minor deletions, additions, or corrections to completed plates, on or off printing presses, using tusche, printing ink, erasers, and needles.",0.0
-"Perform minor facial rejuvenation procedures, including the use of Botox and laser technology.",0.0
-"Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs.",0.0
-"Perform minor maintenance on emergency medical services vehicles, such as ambulances.",0.0
-"Perform minor maintenance work, or arrange for major maintenance.",0.0
-"Perform minor plumbing, welding, or concrete mixing work.",0.0
-Perform minor repairs and routine cleaning of audio and video equipment.,0.0
-"Perform minor repairs on slot machines, such as clearing coin jams.",0.0
-"Perform minor repairs or make adjustments to slot machines, resolving problems such as machine tilts and coin jams.",0.0
-"Perform minor repairs or routine maintenance on lighting equipment, such as replacing lamps or damaged color filters.",0.0
-"Perform minor repairs to machines, such as replacing damaged or worn parts.",0.0
-"Perform minor repairs, such as adjusting brakes, replacing spark plugs, or changing engine oil or filters.",0.0
-"Perform minor repairs, such as replacing worn sprockets, or notify maintenance personnel of the need for major repairs.",0.0
-"Perform minor surgical procedures, such as removing warts, moles, or cysts, sampling tissues for skin cancer or lipomas, and applying or removing sutures.",0.0
-"Perform minor vehicle repairs, such as cleaning spark plugs, or take vehicles to mechanics for servicing.",0.0
-"Perform mobilizations and high-velocity adjustments to joints or soft tissues, using principles of massage, stretching, or resistance.",0.0
-Perform monitoring activities to ensure that ships comply with international regulations and standards for life-saving equipment and pollution preventatives.,0.0
-Perform multifactor data and cost analyses that may be used in areas such as support of collective bargaining agreements.,0.0
-Perform narration of productions or present announcements.,0.0
-Perform needs assessments or consult with clients to determine the types of research and information required.,1.0
-"Perform nursing duties, such as administering medications, measuring vital signs, collecting specimens, or drawing blood samples.",0.0
-"Perform office and retail service duties, such as keeping financial records, serving customers, answering telephones, selling giftware items, and receiving payment.",0.0
-Perform office duties on a temporary basis when needed.,0.0
-"Perform office duties, such as telemarketing or customer service inquiries, maintaining staff records, billing patients, or receiving payments.",0.0
-"Perform office reception duties, such as scheduling appointments or helping customers.",0.0
-"Perform offshore oil or gas exploration or extraction duties, such as conducting underwater surveys or repairing and maintaining drilling rigs or platforms.",0.0
-"Perform on-site field work which may involve interviewing people, inspecting and identifying artifacts, note-taking, viewing sites and collections, and repainting exhibition spaces.",0.0
-"Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.",0.9842
-"Perform ophthalmic surgeries such as cataract, glaucoma, refractive, corneal, vitro-retinal, eye muscle, or oculoplastic surgeries.",0.0
-"Perform ophthalmic triage, in the office or by phone, to assess severity of patients' conditions.",0.0
-"Perform or arrange for repairs, such as complete overhauls, replacement of defective valves, gaskets, or bearings, or fabrication of new parts.",0.0
-Perform or assist with cleaning duties as necessary.,0.0
-Perform or direct Web site updates.,0.0
-Perform or direct inventory investigations in response to shrink results outside of acceptable ranges.,0.0
-Perform or direct preventive or corrective containment or cleanup to protect the environment.,0.0
-"Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.",0.9605
-Perform or direct the performance of preventative maintenance on geothermal plant equipment.,0.0
-"Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation.",0.9317
-"Perform or evaluate the results of diagnostic tests, such as radiographs (x-rays) and electrocardiograms (EKGs).",0.0
-"Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability.",0.0
-"Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.",0.9126
-"Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.",0.0
-"Perform or manage regional anesthetic techniques, such as local, spinal, epidural, caudal, nerve blocks and intravenous blocks.",0.0
-"Perform or participate in emergency drills, as required.",0.0
-Perform or schedule repairs or preventive maintenance of vehicles or other equipment.,0.0
-Perform oral or periodontal surgery on the jaw or mouth.,0.0
-"Perform original and stock tricks of illusion to entertain and mystify audiences, occasionally including audience members as participants.",0.0
-Perform other adjunctive therapies or treatment techniques in addition to massage.,0.0
-"Perform other clerical duties, such as answering telephone, sorting and distributing mail, running errands or sending faxes.",0.0
-Perform paperwork required for monetary transactions.,0.0
-"Perform pat-down or hand-held wand searches of passengers who have triggered machine alarms, who are unable to pass through metal detectors, or who have been randomly identified for such searches.",0.0
-"Perform patient services, such as answering the telephone or assisting patients with financial or medical questions.",0.0
-"Perform payroll functions, such as maintaining timekeeping information and processing and submitting payroll.",0.0
-"Perform periodic inspections of materials or files to ensure correct placement, legibility, or proper condition.",0.0
-Perform personal bookkeeping services.,0.0
-"Perform personnel actions, such as hiring and firing staff, providing employee orientation and training, and conducting supervisory activities, such as creating work schedules or organizing employee time sheets.",0.0
-"Perform personnel activities, such as supervising and training employees.",0.0
-"Perform personnel activities, such as supervising or scheduling employees.",0.0
-"Perform personnel duties, such as hiring staff and evaluating work performance.",0.0
-"Perform personnel functions, such as selection, training, or evaluation.",0.0
-"Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.",0.0
-"Perform personnel-related activities, such as hiring workers, evaluating staff performance, or taking disciplinary actions when performance problems occur.",0.0
-"Perform physical examinations by taking vital signs, checking neurological reflexes, examining breasts, or performing pelvic examinations.",0.0
-"Perform physical examinations, make tentative diagnoses, and treat patients en route to hospitals or at disaster site triage centers.",0.0
-"Perform physically demanding tasks, such as digging trenches to lay conduit or moving or lifting heavy objects.",0.0
-Perform post-partum health assessments of mothers and babies at regular intervals.,0.0
-"Perform postural drainage, percussions, or vibrations or teach deep breathing exercises to treat respiratory conditions.",0.0
-"Perform pre- and post-installation pressure, flow, and related tests of vertical and horizontal geothermal loop piping.",0.0
-"Perform pre-anesthetic screenings, including physical evaluations and patient interviews, and document results.",0.0
-"Perform predesign services, such as feasibility or environmental impact studies.",0.0
-Perform preventative maintenance on vehicles and heavy equipment.,0.0
-Perform preventative maintenance or minor repairs on machines.,0.0
-Perform preventative maintenance or minor repairs on meters.,0.0
-"Perform preventive maintenance or service, such as cleaning, lubricating, or adjusting equipment.",0.0
-Perform preventive or corrective containment or cleanup measures in hydroelectric plants to prevent environmental contamination.,0.0
-Perform preventive or corrective maintenance on robotic systems or components.,0.0
-"Perform primary care procedures such as suturing, splinting, administering immunizations, taking cultures, and debriding wounds.",0.0
-Perform procedures associated with histochemistry to prepare specimens for immunofluorescence or microscopy.,0.0
-Perform procedures such as animal dehorning or castration.,0.0
-"Perform procedures, such as linear tomography, mammography, sonograms, joint and cyst aspirations, routine contrast studies, routine fluoroscopy, or examinations of the head, trunk, or extremities under supervision of physician.",0.0
-Perform protein functional analysis and engineering for processing of feedstock and creation of biofuels.,0.0
-Perform pulmonary function and adjust equipment to obtain optimum results in therapy.,0.0
-Perform pumping tests to assess well performance.,0.0
-"Perform quality assurance system checks, such as calibrations, on treatment planning computers.",0.0
-Perform quality checks on products and parts.,0.0
-"Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.",0.0
-Perform quality control checks on data to be used by hydrologists.,0.0
-Perform quality control checks on laboratory equipment or cameras.,0.0
-"Perform record checks on past or current licensees, as required by investigations.",0.0
-"Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.",0.0
-"Perform regular adjustment and maintenance on timepieces, watch cases, and watch bands.",0.0
-"Perform regular maintenance of laboratory equipment by inspecting, calibrating, cleaning, or sterilizing.",0.0
-"Perform regular maintenance tasks, such as rotating or replacing xenon bulbs, cleaning projectors and lenses, lubricating machinery, and keeping electrical contacts clean and tight.",0.0
-"Perform removal and rotation of cash, coin, or chip inventories as necessary.",0.0
-Perform risk analyses so that appropriate countermeasures can be developed.,0.9492
-Perform risk assessments and execute tests of data processing system to ensure functioning of data processing activities and security measures.,0.947
-Perform risk assessments to develop response strategies.,0.0
-"Perform roadside landscaping work, such as clearing weeds and brush, and planting and trimming trees.",0.0
-Perform root cause analysis on wind turbine tower component failures.,0.0
-"Perform rough-ins, repair and replace fixtures and water heaters, and locate, repair, or remove leaking or broken pipes.",0.0
-"Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups.",0.0
-"Perform routine engine maintenance on motorboats, such as changing oil and filters.",0.0
-Perform routine equipment maintenance such as cleaning and lubricating machines or replacing broken needles.,0.0
-Perform routine laboratory tests and sample analyses.,0.0
-Perform routine laboratory tests of blood samples for cholesterol level or glucose tolerance.,0.0
-"Perform routine laboratory tests or diagnostic tests, such as taking or developing x-rays.",0.0
-"Perform routine maintenance and upgrade work on machines and equipment, such as replacing parts, building up drill bits, and lubricating machinery.",0.0
-"Perform routine maintenance on boilers, such as replacing burners or hoses, installing replacement parts, or reinforcing structural weaknesses to ensure optimal boiler efficiency.",0.0
-"Perform routine maintenance on delivery vehicles, such as monitoring fluid levels and replenishing fuel.",0.0
-"Perform routine maintenance on equipment, including adjusting and lubricating components and painting worn or exposed areas.",0.0
-"Perform routine maintenance on mechanical, electrical, or electronic equipment or instruments used in the processing of biofuels.",0.0
-Perform routine maintenance on park structures.,0.0
-Perform routine maintenance on vehicles and equipment.,0.0
-"Perform routine maintenance on vehicles or auxiliary equipment, such as cleaning, lubricating, recharging batteries, fueling, or replacing liquefied-gas tank.",0.0
-"Perform routine maintenance on wind turbine equipment, underground transmission systems, wind fields substations, or fiber optic sensing and control systems.",0.0
-"Perform routine maintenance or make minor repairs to mechanical, electrical, or electronic equipment in biomass plants.",0.0
-Perform routine maintenance or repairs to restore solar thermal systems to baseline operating conditions.,0.0
-Perform routine maintenance or standard repairs to networking components or equipment.,0.0
-"Perform routine maintenance such as changing oil, checking batteries, and lubricating equipment and machinery.",0.0
-"Perform routine maintenance such as cleaning and oiling parts, honing cylinders, and tuning ignition systems.",0.0
-"Perform routine maintenance, such as inspecting drives, motors, or belts, checking fluid levels, replacing filters, or doing other preventive maintenance actions.",0.0
-"Perform routine network startup and shutdown procedures, and maintain control records.",0.0
-Perform routine or annual physical examinations.,0.0
-"Perform routine photovoltaic (PV) system maintenance on modules, arrays, batteries, power conditioning equipment, safety systems, structural systems, weather sealing, or balance of systems equipment.",0.0
-Perform routine repair and maintenance duties.,0.0
-"Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades.",0.0
-"Perform routine vehicle maintenance, such as regulating tire pressure and adding gasoline, oil, and water.",0.0
-Perform safety checks on equipment before operating.,0.0
-Perform safety checks to verify proper equipment functioning.,0.0
-"Perform sales floor work, such as greeting or assisting customers, stocking shelves, or taking inventory.",0.0
-"Perform saline flushes or dispense anticoagulant drugs, such as Heparin, through intravenous (IV) lines, in accordance with licensing restrictions and under the direction of a medical doctor.",0.0
-"Perform scheduled maintenance, and clean units and components.",0.0
-"Perform scheduled preventive maintenance tasks, such as checking, cleaning, or repairing equipment, to detect and prevent problems.",0.0
-"Perform searches for qualified job candidates, using sources such as computer databases, networking, Internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals.",0.9758
-Perform securities valuation or pricing.,0.0
-Perform security analyses of developed or packaged software components.,0.9909
-"Perform semi-skilled and unskilled laboring duties related to the installation, maintenance and repair of a wide variety of electrical systems and equipment.",0.0
-"Perform serving, cleaning, or stocking duties in establishments, such as cafeterias or dining rooms, to facilitate customer service.",0.0
-Perform sheet metal work necessary for solar panel installations.,0.0
-Perform simple extractions to remove blackheads.,0.0
-"Perform simple vehicle maintenance procedures, such as checking oil and gas, and report mechanical problems to supervisors.",0.0
-"Perform site activities required of green certified construction practices, such as implementing waste management procedures, identifying materials for reuse, or installing erosion or sedimentation control mechanisms.",0.0
-"Perform site analyses to determine system configurations, processes to be impacted, or on-site obstacles to technology implementation.",0.0
-"Perform skilled repair or maintenance operations, using equipment such as hand or power tools, hydraulic presses or shears, or welding equipment.",0.0
-"Perform skin surgery to improve appearance, make early diagnoses, or control diseases such as skin cancer.",0.0
-"Perform slit lamp biomicroscopy procedures to diagnose disorders of the eye, such as retinitis, presbyopia, cataracts, or retinal detachment.",0.0
-"Perform some food preparation or service tasks, such as cooking, clearing tables, and serving food and drinks when necessary.",0.0
-Perform spatial analysis and modeling using geographic information system techniques.,0.0
-"Perform special procedures necessary for remains that are to be transported to other states or overseas, or where death was caused by infectious disease.",0.0
-"Perform specialized or automatic sewing machine functions, such as buttonhole making or tacking.",0.0
-"Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.",0.0
-"Perform specialized work, using equipment, such as pile drivers, dredging rigs, drillers, or concrete pumpers.",0.0
-"Perform specific protocol procedures such as interviewing subjects, taking vital signs, and performing electrocardiograms.",0.0
-Perform start-up of systems for testing or customer implementation.,0.0
-"Perform statistical analyses, such as social network pattern analysis, network modeling, discrete event simulation, agent-based modeling, statistical natural language processing, computational sociology, mathematical optimization, or systems dynamics.",0.0
-Perform statistical analysis and correction of air or water pollution data submitted by industry or other agencies.,0.0
-Perform statistical analysis of environmental data.,0.0
-"Perform such medical procedures as emergent cricothyrotomy, endotracheal intubation, and emergency thoracotomy.",0.0
-"Perform supervisory duties, such as developing departmental operating budget, coordinating purchases of supplies or equipment, or preparing work schedules.",0.0
-"Perform support duties to assist painters, paperhangers, plasterers, or masons.",0.0
-"Perform support duties, such as preparing materials, keeping records, maintaining supplies, and scheduling activities.",0.0
-"Perform surgery on the mouth and jaws to treat conditions such as cleft lip, cleft palate, and jaw growth problems.",0.0
-Perform surgery to prepare the mouth for dental implants and to aid in the regeneration of deficient bone and gum tissues.,0.0
-"Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.",0.991
-Perform system lifecycle cost analysis and develop component studies.,0.0
-Perform systems analysis and programming tasks to maintain and control the use of computer systems software as a systems programmer.,0.9833
-Perform systems analysis or programming of radio frequency identification device (RFID) technology.,0.0
-Perform tax planning work.,0.0
-"Perform team support duties, such as running errands, maintaining equipment, or stocking supplies.",0.0
-Perform teller duties as required.,0.0
-Perform test production runs and make adjustments as necessary to ensure that completed products meet standards and specifications.,0.0
-Perform test-fires of pottery to determine how to achieve specific colors and textures.,0.0
-"Perform testing, maintenance, repair, or upgrading of accelerator systems.",0.0
-"Perform tests and examinations to establish storage and conservation requirements, policies, and procedures.",0.0
-"Perform tests and monitor performance of processes throughout stages of production to determine degree of control over variables such as temperature, density, specific gravity, and pressure.",0.0
-Perform tests by following physician instructions.,0.0
-Perform tests of water chemistry in boilers.,0.0
-Perform tests on seeds to evaluate seed viability.,0.0
-Perform tests such as blower-door tests to locate air leaks.,0.0
-"Perform tests to check the qualities and grades of products, such as assessing levels of bottom sediment, water, and foreign materials in oil samples, using centrifugal testers.",0.0
-Perform tests to determine if methane gas is present.,0.0
-"Perform tests to determine lengths of exposures, by exposing plates, scanning line copy, and comparing exposures to tone range scales.",0.0
-Perform tests to identify any potential hazards related to recycled products used at green building sites.,0.0
-"Perform the duties of funeral directors, including coordinating funeral activities.",0.0
-"Perform the same work duties as those supervised, or perform more difficult or skilled tasks or assist in their performance.",0.0
-"Perform therapeutic procedures, such as injections, immunizations, suturing and wound care, and infection management.",0.0
-Perform therapeutic wound care.,0.0
-"Perform thermal, stress, or cost reduction analyses for solar systems.",0.0
-"Perform tie spacing layout and measure, mark, drill or cut.",0.0
-"Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic.",0.0
-"Perform transplantation operations, such as organ transplants, on fetuses, infants, children, and adolescents.",0.0
-Perform tunnel or field inspections of hydroelectric plant facilities or resources.,0.0
-"Perform undercover assignments and maintain surveillance, including monitoring authorized wiretaps.",0.0
-"Perform undercover operations, such as evaluating the performance or honesty of employees by posing as customers or employees.",0.0
-Perform user testing or usage analyses to determine Web sites' effectiveness or usability.,0.0
-"Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.",0.0
-Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.,0.0
-"Perform various administrative functions for assigned accounts, such as recording address changes and purging the records of deceased customers.",0.0
-"Perform various administrative tasks, such as typing documents or answering telephone calls.",0.8666
-"Perform various cash handling tasks, such as collecting payments, making bank deposits, or managing petty cash.",0.0
-"Perform various clerical or administrative functions, such as ordering and maintaining an inventory of supplies.",0.0
-"Perform various data entry or word processing tasks, such as updating phone directories, typing or proofreading documents, or creating schedules.",0.8685
-"Perform various financial activities, such as cash handling, deposit preparation, and payroll.",0.0
-"Perform various marine duties, such as checking for oil spills or other pollutants around ports or harbors or patrolling beaches.",0.0
-"Perform vascular procedures, such as balloon angioplasty and stents.",0.0
-Perform venipuncture or skin pricking to collect blood samples.,0.0
-"Perform ventilation tasks, such as hanging ventilation curtains and tubes.",0.0
-Perform vision screening of children in schools or community health centers.,0.0
-Perform visual inspections of finished products.,0.0
-"Perform web service network traffic analysis or waveform analysis to detect anomalies, such as unusual events or trends.",0.0
-Perform wedding ceremonies.,0.0
-"Perform work activities of subordinates, such as cleaning and organizing shelves and displays and selling merchandise.",0.0
-"Perform, or contract others to perform, pre-building assessments, such as conceptual cost estimating, rough order of magnitude estimating, feasibility, or energy efficiency, environmental, and sustainability assessments.",0.0
-"Perform, order, or interpret the results of diagnostic or clinical tests.",0.0
-"Persuade customers to pay amounts due on credit accounts, damage claims, or nonpayable checks, or to return merchandise.",0.0
-Persuade customers to purchase merchandise or services.,0.0
-Photograph crime or accident scenes for evidence records.,0.0
-Photograph damage and evidence related to causes of fires or explosions to document investigation findings.,0.0
-"Photograph interiors and exteriors of properties to assist in estimating property value, substantiate findings, and complete appraisal reports.",0.0
-"Photograph layouts, using camera, to make layout prints for supervisors or clients.",0.0
-"Photograph legal evidence at crime scenes, in hospitals, or in forensic laboratories.",0.0
-Photograph objects for documentation.,0.0
-"Photograph objects, places, or scenes for reference material.",0.0
-Photograph or draw diagrams of crime or accident scenes and interview principals and eyewitnesses.,0.0
-Photograph or videotape client artwork for inclusion in client records or for promotional purposes.,0.0
-Photograph or videotape news events.,0.0
-"Photograph patients' eye areas, using clinical photography techniques, to document retinal or corneal defects.",0.0
-Photograph treated area of patient and process film.,0.0
-Pick up and deliver furniture.,0.0
-Pick up and deliver items or run errands for guests.,0.0
-Pick up and deliver parts.,0.0
-"Pick up and drop off passengers at regularly scheduled neighborhood locations, following strict time schedules.",0.0
-"Pick up and drop off students at regularly scheduled neighborhood locations, following strict time schedules.",0.0
-Pick up and handle human or pet remains in a respectful manner.,0.0
-Pick up and return items for laundry and valet service.,0.0
-"Pick up or meet passengers according to requests, appointments, or schedules.",0.0
-"Pick up passengers at prearranged locations, at taxi stands, or by cruising streets in high-traffic areas.",0.0
-Piece sounds together to develop film soundtracks.,0.0
-"Pierce and cut open designs in ornamentation, using hand drills and scroll saws.",0.0
-Pilot airplanes or drive land and water vehicles to transport tourists to activity or tour sites.,0.0
-"Pilot airplanes or helicopters over farmlands at low altitudes to dust or spray fields with fertilizers, fungicides, or pesticides.",0.0
-"Place and connect control cables to electronically controlled units, using hand tools, ring locks, cotter keys, threaded connectors, turnbuckles, or related devices.",0.0
-"Place and install screens, casings, pumps, and other well fixtures to develop wells.",0.0
-"Place and remove rubber dams, matrices, and temporary restorations.",0.0
-Place and remove snow fences used to prevent the accumulation of drifting snow on highways.,0.0
-"Place and secure automatic counters, using power tools, and retrieve counters after counting periods end.",0.0
-"Place and secure small, portable magnetic resonance imaging (MRI) scanners on body part to be imaged, such as arm, leg, or head.",0.0
-Place articles to be stripped into stripping tanks.,0.0
-Place blocks under rebar to hold the bars off the deck when reinforcing floors.,0.0
-Place blocks under reinforcing bars used to reinforce floors.,0.0
-Place bobbins on spindles and insert spindles into bobbin-winding machines.,0.0
-"Place books in mailing containers, affix address labels, and secure containers with straps for mailing to blind library patrons.",0.0
-Place caskets in parlors or chapels prior to wakes or funerals.,0.0
-"Place children in foster or adoptive homes, institutions, or medical treatment centers.",0.0
-"Place clean dishes, utensils, or cooking equipment in storage areas.",0.0
-Place coated workpieces in ovens or dryers for specified times to dry or harden finishes.,0.0
-"Place completed workpieces on conveyors, using cold rods, tongs, or chain hoists, or signal crane operators to transport them to subsequent stations.",0.0
-"Place conduit, pipes, or tubing, inside designated partitions, walls, or other concealed areas, and pull insulated wires or cables through the conduit to complete circuits between boxes.",0.0
-"Place corpses into crematory machines to reduce remains to bone fragments using flame, heat, or alkaline hydrolysis.",0.0
-"Place devices, such as blood pressure cuffs, pulse oximeter sensors, nasal cannulas, surgical cautery pads, and cardiac monitoring electrodes, on patients to monitor vital signs.",0.0
-"Place dough in pans, molds, or on sheets, and bake in production ovens or on grills.",0.0
-Place electrodes in tube ends and heat them with glass burners to fuse them into place.,0.0
-"Place explosive charges in holes or other spots; then detonate explosives to demolish structures or to loosen, remove, or displace earth, rock, or other materials.",0.0
-Place food servings on plates or trays according to orders or instructions.,0.0
-"Place food trays over food warmers for immediate service, or store them in refrigerated storage cabinets.",0.0
-"Place forms around models and separately immerse each half portion of a model in plaster, wax, or other mold-making materials.",0.0
-"Place glass into dies or molds of presses and control presses to form products, such as glassware components or optical blanks.",0.0
-"Place incoming or outgoing letters or packages into sacks or bins based on destination or type, and place identifying tags on sacks or bins.",0.0
-Place insulating or fireproofing materials over conductors and joints.,0.0
-"Place insulation over conductors, or seal splices with moisture-proof covering.",0.0
-Place intercept circuits on terminals to handle vacant lines in central office installations.,0.0
-"Place materials into storage receptacles, such as file cabinets, boxes, bins, or drawers, according to classification and identification information.",0.0
-Place new merchandise on display.,0.0
-"Place or position containers into equipment, and remove containers after completion of cooling or freezing processes.",0.0
-"Place or pour products or materials into containers, using hand tools and equipment, or fill containers from spouts or chutes.",0.0
-Place orders for laboratory equipment and supplies.,0.0
-Place orders to restock inventory of hospital or laboratory supplies.,0.0
-"Place orders, such as for equipment, supplies, or catering for meetings.",0.0
-"Place original copies in feed trays, feed originals into feed rolls, or position originals on tables beneath camera lenses.",0.0
-"Place patients on stretchers, and load stretchers into ambulances, usually with assistance from other attendants.",0.0
-"Place patterns on top of layers of fabric and cut fabric following patterns, using electric or manual knives, cutters, or computer numerically controlled cutting devices.",0.0
-Place people in protective custody.,0.0
-Place plated or coated materials on racks and transfer them to ovens to dry for specified periods of time.,0.0
-"Place prices or descriptive signs on backdrops, fixtures, merchandise, or floor.",0.0
-Place products in containers according to grade and mark grades on containers.,0.0
-"Place products in equipment or on work surfaces for further processing, inspecting, or wrapping.",0.0
-Place products on carts or conveyors to transfer them to the next stage of processing.,0.0
-"Place products on conveyors or carts, and monitor product flow.",0.0
-"Place radioactive waste, such as sweepings or broken sample bottles, into containers for shipping or disposal.",0.0
-Place rim hoops back onto drum shells to allow new drumheads to dry and become taut.,0.0
-"Place rolls of paper or cardboard on machine feed tracks, and thread paper through gluing, coating, and slitting rollers.",0.0
-Place rubber hoses on ends of tubing and charge tubing with gas.,0.0
-"Place safety cones around blast areas to alert other workers of danger zones, and signal workers as necessary to ensure that they clear blast sites prior to explosions.",0.0
-"Place semiconductor wafers in processing containers or equipment holders, using vacuum wand or tweezers.",0.0
-"Place sensitized paper in frames of projection printers, photostats, or other reproduction machines.",0.0
-"Place shoes on lasts to remove soles and heels, using knives or pliers.",0.0
-Place special orders or call other stores to find desired items.,0.0
-"Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.",0.0
-"Place standby emergency electrical generators on line in emergencies and monitor the temperature, output, and lubrication of the system.",0.0
-"Place stones in clamps on polishing machines and polish facets of stones, using felt-covered or canvas-covered polishing wheels and polishing compounds such as tripoli and rouge.",0.0
-"Place strips of material, such as cork, asphalt, or steel into joints, or place rolls of expansion-joint material on machines that automatically insert material.",0.0
-"Place strips or sections of paper on surfaces, aligning section edges and patterns.",0.0
-"Place students in jobs, or make referrals to job placement services.",0.0
-"Place supporting limbs or poles under felled trees to avoid splitting undersides, and to prevent logs from rolling.",0.0
-Place tack or harnesses on horses to accustom horses to the feel of equipment.,0.0
-Place telephone calls or arrange conference calls as instructed.,0.0
-"Place tiles, nail them to roof boards, and cover nailheads with roofing cement.",0.0
-Place tire casings and tread rubber assemblies in tire molds for the vulcanization process and exert pressure to ensure good adhesion.,0.0
-Place tires into molds for new tread.,0.0
-Place tooth models on an apparatus that mimics bite and movement of patient's jaw to evaluate functionality of model.,0.0
-"Place vaccines in drinking water, inject vaccines, or dust air with vaccine powder to protect animals from diseases.",0.0
-Place veneers onto teeth to conceal defects.,0.0
-Place wheels on balancing machines to determine counterweights required to balance wheels.,0.0
-Place workpieces in electroplating solutions or apply pigments to surfaces of workpieces to highlight ridges and grooves.,0.0
-"Place workpieces on cutting tables, manually or using hoists, cranes, or sledges.",0.0
-"Place, consolidate, or protect case-in-place concrete or masonry structures.",0.0
-Plan alteration or modification of existing transportation structures to improve safety or function.,0.0
-"Plan and administer biological research programs for government, research firms, medical industries, or manufacturing firms.",0.0
-"Plan and administer budgets for programs, equipment, and support services.",0.0
-Plan and attend craft shows to market products.,0.0
-"Plan and carry out work assignments, using blueprints, schematic drawings, technical manuals, wiring diagrams, or liquid or air flow sheets, following prescribed regulations, directives, or other instructions as required.",0.0
-"Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.",0.8702
-"Plan and conduct children's programs, community outreach programs, and other specialized programs, such as library tours.",0.0
-Plan and conduct field surveys to locate new sites and analyze details of project sites.,0.0
-"Plan and conduct ground surveys designed to establish baselines, elevations, and other geodetic measurements.",0.0
-Plan and conduct industrial hygiene research.,0.0
-Plan and conduct new employee orientation to foster positive attitude toward organizational objectives.,0.0
-Plan and conduct new-employee orientations to foster positive attitude toward organizational objectives.,0.0
-"Plan and conduct orientation programs and group conferences to promote the adjustment of individuals to new life experiences, such as starting college.",0.0
-"Plan and conduct programs to combat social problems, prevent substance abuse, or improve community health and counseling services.",0.0
-Plan and conduct research to develop and improve methods of restoring and preserving specimens.,0.0
-"Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.",0.0
-Plan and conduct special research projects in area of interest or expertise.,0.9006
-"Plan and conduct teacher training programs and conferences dealing with new classroom procedures, instructional materials and equipment, and teaching aids.",0.0
-"Plan and conduct training programs in dietetics, nutrition, and institutional management and administration for medical students, health-care personnel, and the general public.",0.0
-"Plan and conduct treatment programs for patients' hearing or balance problems, consulting with educators, physicians, nurses, psychologists, speech-language pathologists, and other health care personnel, as necessary.",0.0
-Plan and coordinate advertising campaigns and sales promotions and prepare merchandise displays and advertising copy.,0.8343
-Plan and coordinate airfield construction.,0.0
-Plan and coordinate installations of photovoltaic (PV) solar and solar thermal systems to ensure conformance to codes.,0.0
-"Plan and deliver client-centered programs and services, such as special services for corporate clients, storytelling for children, newsletters, or programs for special groups.",0.0
-"Plan and design interior environments for boats, planes, buses, trains, and other enclosed spaces.",0.0
-"Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools.",0.0
-"Plan and develop accredited psychological service programs in psychiatric centers or hospitals, in collaboration with psychiatrists and other professional staff.",0.0
-Plan and develop audio-visual devices for public programs.,0.0
-"Plan and develop budgets for tree work, and estimate the monetary value of trees.",0.0
-Plan and develop curricula and materials for training programs and conduct training.,0.8141
-"Plan and develop instructional methods and content for educational, vocational, or student activity programs.",0.8203
-"Plan and develop layouts from blueprints and templates, applying knowledge of trigonometry, design, effects of heat, and properties of metals.",0.0
-Plan and develop new products and production processes.,0.0
-"Plan and develop pre-production ideas into outlines, scripts, story boards, and graphics, using own ideas or specifications of assignments.",0.0
-"Plan and develop programs, agendas, budgets, and services according to customer requirements.",0.0
-Plan and direct activities of workers who operate equipment to collect data.,0.0
-"Plan and direct construction and maintenance of range improvements, such as fencing, corrals, stock-watering reservoirs, and soil-erosion control structures.",0.0
-"Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands.",0.0
-"Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation.",0.0
-Plan and direct forest surveys and related studies and prepare reports and recommendations.,0.0
-Plan and direct physical conditioning programs that will enable athletes to achieve maximum performance.,0.0
-"Plan and direct research to characterize and compare the economic, demographic, health care, social, political, linguistic, and religious institutions of distinct cultural groups, communities, and organizations.",0.0
-"Plan and direct special events for fundraising, such as silent auctions, dances, golf events, or walks.",0.0
-"Plan and direct staffing, training, and performance evaluations to develop and control sales and service programs.",0.0
-"Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.",0.0
-Plan and establish schedules.,0.0
-Plan and establish sequence of operations to fabricate and assemble parts or products and to promote efficient utilization.,0.0
-"Plan and establish work schedules, assignments, and production sequences to meet production goals.",0.0
-"Plan and evaluate new projects, consulting with other engineers and corporate executives, as necessary.",0.0
-Plan and execute advertising policies and strategies for organizations.,0.6879
-Plan and execute medical care programs to aid in the mental and physical growth and development of children and adolescents.,0.0
-Plan and follow the most efficient routes for delivering goods.,0.9192
-Plan and formulate flight activities and test schedules and prepare flight evaluation reports.,0.0
-Plan and implement changes to service offerings to meet community needs or increase funeral home revenues.,0.0
-"Plan and implement laboratory operations to develop material and fabrication procedures that meet cost, product specification, and performance standards.",0.0
-Plan and implement programs and social activities to help patients learn work or school skills and adjust to handicaps.,0.0
-Plan and implement projects for conservation of wildlife habitats and soil and water quality.,0.0
-Plan and implement revegetation of disturbed sites.,0.0
-Plan and implement sales promotions or other marketing strategies and activities for funeral home operations.,0.0
-Plan and install upgrades of database management system software to enhance database performance.,0.9184
-"Plan and lay out repair work, using diagrams, drawings, blueprints, maintenance manuals, or schematic diagrams.",0.0
-"Plan and lead professional development activities for teachers, administrators, and support staff.",0.0
-Plan and modify product configurations to meet customer needs.,0.0
-Plan and organize public events at the park.,0.0
-"Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.",0.8163
-Plan and oversee incorporation of insurance program into bookkeeping system of company.,0.0
-"Plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.",0.7943
-Plan and prepare employee work schedules.,0.0
-"Plan and prepare food for parties, holiday meals, luncheons, special functions, and other social events.",0.0
-Plan and prepare grant proposals to request program funding.,0.0
-Plan and prepare work schedules and keep records of employees' work schedules and time cards.,0.0
-"Plan and prepare work schedules, and assign employees to specific duties.",0.0
-Plan and price menu items.,0.8503
-"Plan and promote career and employment-related programs and events, such as career planning presentations, work experience programs, job fairs, and career workshops.",0.0
-"Plan and promote sporting events and social, cultural, and recreational activities.",0.0
-"Plan and schedule plant activities, such as wood, waste, or refuse fuel deliveries, ash removal, and regular maintenance.",0.0
-"Plan and schedule programming and event coverage, based on broadcast length, time availability, and other factors, such as community needs, ratings data, and viewer demographics.",0.0
-"Plan and schedule rehearsals and performances, and arrange details such as locations, accompanists, and instrumentalists.",0.0
-"Plan and supervise class projects, field trips, visits by guest speakers or other experiential activities, and guide students in learning from those activities.",0.0
-"Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.",0.0
-"Plan and supervise class projects, field trips, visits by guest speakers, or other experiential activities, and guide students in learning from such activities.",0.0
-"Plan and supervise class projects, field trips, visits by guest speakers, or other experiential activities, and guide students in learning from those activities.",0.0
-"Plan and supervise class projects, field trips, visits by guests, or other experiential activities and guide students in learning from those activities.",0.0
-Plan and supervise construction of access routes and forest roads.,0.0
-"Plan and supervise experiential learning activities, such as class projects, field trips, or demonstrations.",0.0
-"Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings.",0.0
-"Plan and supervise the work of the pathology staff, residents, or visiting pathologists.",0.0
-"Plan and supervise work-experience programs in businesses, industrial shops, and school laboratories.",0.0
-"Plan and teach classes on topics such as information literacy, library instruction, and technology use.",0.0
-"Plan arrangement according to client's requirements, using knowledge of design and properties of materials, or select appropriate standard design pattern.",0.0
-Plan bar menus.,0.0
-Plan budgets and authorize payments and merchandise returns.,0.0
-Plan commercial displays to entice and appeal to customers.,0.0
-"Plan curatorial programs for species collections that include acquisition, distribution, maintenance, or regeneration.",0.0
-"Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.",0.0
-"Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.",0.0
-"Plan details such as framing, composition, camera movement, sound, and actor movement for each shot or scene.",0.0
-Plan discharge from care facility to home or other care facility.,0.0
-Plan emergency response drills.,0.0
-"Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.",0.0
-"Plan flights according to government and company regulations, using aeronautical charts and navigation instruments.",0.0
-"Plan for location-specific issues, such as space limitations, traffic flow patterns, and safety concerns.",0.0
-"Plan for or coordinate office services, such as equipment or supply acquisition or organization, disposal of assets, relocation, parking, maintenance, or security services.",0.0
-Plan fundraising activities for the church.,0.0
-Plan laboratory experiments to confirm feasibility of processes and techniques used in the production of materials with special characteristics.,0.0
-"Plan layout and installation of electrical wiring, equipment, or fixtures, based on job specifications and local codes.",0.0
-Plan layout of electric power generating plants or distribution lines or stations.,0.0
-"Plan layouts of stockrooms, warehouses, or other storage areas, considering turnover, size, weight, or related factors pertaining to items stored.",0.0
-Plan layouts of structural architectural projects.,0.0
-"Plan locations and sequences of cutting, drilling, bending, rolling, punching, and welding operations, using compasses, protractors, dividers, and rules.",0.0
-Plan menus according to employers' needs and diet restrictions.,0.0
-"Plan menus and food utilization, based on anticipated number of guests, nutritional value, palatability, popularity, and costs.",0.0
-"Plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.",0.9401
-"Plan menus that are varied, nutritionally balanced, and appetizing, taking advantage of foods in season and local availability.",0.0
-Plan mobile robot paths and teach path plans to robots.,0.0
-"Plan movement of products through lines to processing, storage, and shipping units, using knowledge of interconnections and capacities of pipelines, valve manifolds, pumps, and tankage.",0.0
-"Plan movement of products through lines to processing, storage, and shipping units, using knowledge of system interconnections and capacities.",0.0
-"Plan or adjust routes based on changing conditions, using computer equipment, global positioning systems (GPS) equipment, or other navigation devices, to minimize fuel consumption and carbon emissions.",0.0
-"Plan or conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.",0.7239
-"Plan or conduct basic genomic and biological research related to areas such as regulation of gene expression, protein interactions, metabolic networks, and nucleic acid or protein complexes.",0.8471
-Plan or conduct conferences dealing with the interpretation of religious ideas or convictions.,0.0
-Plan or conduct exercise physiology research projects.,0.0
-"Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.",0.0
-"Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance.",0.0
-"Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.",0.0
-"Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.",0.0
-"Plan or conduct market or public opinion research to test products or determine potential for product success, communicating results to client or management.",0.9393
-Plan or conduct programs to prevent substance abuse or improve community health or counseling services.,0.0
-"Plan or conduct programs to prevent substance abuse, combat social problems, or improve health or counseling services in community.",0.0
-Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.,0.0
-"Plan or conduct validation testing of alternative energy products, such as synthetic jet fuels or energy storage systems, such as fuel cells.",0.0
-Plan or coordinate hydroelectric production operations to meet customer requirements.,0.0
-Plan or coordinate investigation and resolution of customers' reports of technical problems with aircraft or aerospace vehicles.,0.0
-Plan or cultivate lawns or gardens.,0.0
-"Plan or design structures such as residences, office buildings, theatres, factories, or other structural properties in accordance with environmental, safety, or other regulations.",0.0
-"Plan or develop applications or modifications for electronic properties used in components, products, or systems to improve technical performance.",0.0
-"Plan or develop research models, using knowledge of mathematical and statistical concepts.",0.9053
-"Plan or direct activities, such as sales promotions, that require coordination with other department managers.",0.0
-"Plan or direct development or communication of programs to maintain favorable public or stockholder perceptions of an organization's accomplishments, agenda, or environmental responsibility.",0.9177
-Plan or direct research studies related to life sciences.,0.0
-"Plan or direct research, development, or production activities.",0.0
-Plan or direct spa services and programs.,0.8713
-"Plan or direct the installation, testing, operation, maintenance, or repair of facilities or equipment.",0.0
-"Plan or direct the maintenance, filing, safekeeping, or computerization of all municipal documents.",0.0
-"Plan or direct the work of geodetic surveying staff, providing technical consultation as needed.",0.0
-Plan or execute animal nutrition or reproduction programs.,0.0
-"Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.",0.0
-Plan or implement comprehensive athletic injury or illness prevention programs.,0.0
-"Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling.",0.0
-Plan or implement follow-up or aftercare programs for clients to be discharged from treatment programs.,0.0
-"Plan or implement fuel cell cost reduction or product improvement projects in collaboration with other engineers, suppliers, support personnel, or customers.",0.0
-Plan or implement improvements to internal or external systems or processes.,0.0
-Plan or implement research methodology or procedures to apply principles of electrical theory to engineering projects.,0.0
-"Plan or implement special safety or preventive programs, such as fire or accident prevention.",0.0
-Plan or lead religious education programs.,0.0
-Plan or manage hydroelectric plant upgrades.,0.0
-"Plan or participate in library events and programs, such as story time with children.",0.0
-Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.,0.0
-"Plan or structure music therapy sessions to achieve appropriate transitions, pacing, sequencing, energy level, or intensity in accordance with treatment plans.",0.0
-"Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.",0.0
-"Plan or supervise experiential learning activities, such as class projects, field trips, demonstrations, or visits by guest speakers.",0.0
-Plan or supervise land conservation or reclamation programs for industrial development projects.,0.0
-Plan or supervise waste management programs for composting or farming.,0.0
-Plan parties or other special events and services.,0.8433
-Plan physical education programs to promote development of participants' physical attributes and social skills.,0.0
-"Plan pipe system layout, installation, or repair, according to specifications.",0.0
-"Plan placement of caskets at funeral sites or place or adjust lights, fixtures, or floral displays.",0.0
-"Plan production commitments or timetables for business units, specific programs, or jobs, using sales forecasts.",0.0
-Plan programs of events or schedules of activities.,0.0
-"Plan project arrangements or outlines, and organize material accordingly.",0.8485
-"Plan routes, itineraries, and accommodation details, and compute fares and fees, using schedules, rate books, and computers.",1.0
-"Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.",0.0
-Plan security for special and high-risk events.,0.0
-Plan sequences of calibration tests according to equipment specifications and scientific principles.,0.0
-"Plan sequences of operations, applying knowledge of physical properties of workpiece materials.",0.0
-"Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.",0.0
-"Plan special events, parties, or meetings, which may include booking musicians or celebrities.",0.8757
-Plan store layouts or design displays.,0.0
-Plan strategies and choose team members for individual games or sports seasons.,0.0
-"Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.",0.0
-Plan test schedules or strategies in accordance with project scope or delivery dates.,0.0
-"Plan the contents of publications according to the publication's style, editorial policy, and publishing requirements.",0.0
-"Plan the layout of the carpet, allowing for expected traffic patterns and placing seams for best appearance and longest wear.",0.0
-"Plan the use of beam modifying devices, such as compensators, shields, and wedge filters, to ensure safe and effective delivery of radiation treatment.",0.0
-"Plan tour itineraries, applying knowledge of travel routes and destination sites.",0.9506
-"Plan work assignments and equipment allocations to meet transportation, operations or production goals.",0.0
-Plan work on orders so that items served together are finished at the same time.,0.0
-"Plan work procedures, using charts, technical manuals, and experience.",0.0
-Plan work schedules according to personnel and equipment availability.,0.0
-Plan work schedules and assign duties to maintain adequate staff for effective performance of activities and response to fluctuating workloads.,0.0
-"Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others.",0.0
-"Plan, administer, and control budgets for contracts, equipment, and supplies.",0.0
-"Plan, administer, and control budgets, maintain financial records, and produce financial reports.",0.0
-"Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising.",0.0
-"Plan, conduct, and evaluate dietary, nutritional, and epidemiological research.",0.0
-"Plan, conduct, and evaluate nutrigenomic or nutrigenetic research.",0.0
-"Plan, coordinate, and implement network security measures to protect data, software, and hardware.",0.8309
-"Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.",0.0
-"Plan, coordinate, and oversee school logistics programs, such as bus and food services.",0.0
-"Plan, describe, arrange, and sell itinerary tour packages and promotional travel incentives offered by various travel carriers.",0.9462
-"Plan, design, and improve components of traffic control systems to accommodate current or projected traffic and to increase usability and efficiency.",0.0
-"Plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.",0.8262
-"Plan, develop, evaluate, improve, and communicate methods and techniques for selecting, promoting, compensating, evaluating, and training workers.",0.0
-"Plan, develop, maintain, or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.",0.0
-"Plan, develop, or implement warehouse safety and security programs and activities.",0.0
-"Plan, direct, and coordinate risk and insurance programs of establishments to control risks and losses.",0.7878
-"Plan, direct, and monitor instructional methods and content of educational, vocational, or student activity programs.",0.7239
-"Plan, direct, and participate in recruitment and enrollment activities.",0.8259
-"Plan, direct, and supervise prescribed burn projects.",0.0
-"Plan, direct, or coordinate security activities to safeguard company employees, guests, or others on company property.",0.0
-"Plan, direct, or coordinate survey work with other project activities.",0.0
-"Plan, direct, or coordinate the activities of workers in branches, offices, or departments of establishments, such as branch banks, brokerage firms, risk and insurance departments, or credit departments.",0.0
-"Plan, direct, or supervise food preparation or cooking activities of multiple kitchens or restaurants in an establishment such as a restaurant chain, hospital, or hotel.",0.0
-"Plan, direct, or supervise recreational and entertainment activities led by staff, such as sports, aquatics, games, or performing arts.",0.0
-"Plan, direct, supervise, and coordinate work activities of subordinates and staff relating to employment, compensation, labor relations, and employee relations.",0.0
-"Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.",0.7836
-"Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.",0.7542
-"Plan, evaluate, or modify treatment programs, based on information gathered by observing and interviewing patients or by analyzing patient records.",0.0
-"Plan, implement, and administer programs and services in a health care or medical facility, including personnel administration, training, and coordination of medical, nursing and physical plant staff.",0.0
-"Plan, implement, or administer health programs in hospitals, businesses, or communities for prevention and treatment of injuries or illnesses.",0.0
-"Plan, implement, or administer health programs or standards in hospitals, businesses, or communities for prevention or treatment of injury or illness.",0.0
-"Plan, implement, or maintain procedures for mixing, packaging, or labeling pharmaceuticals, according to policy and legal requirements, to ensure quality, security, and proper disposal.",0.0
-"Plan, install, repair, or troubleshoot telehealth technology applications or systems in homes.",0.0
-"Plan, lay out, and draw outlines of units, sectional patterns, or full-scale mock-ups of products.",0.0
-"Plan, organize and direct activities of seasonal staff members.",0.0
-"Plan, organize, and conduct occupational therapy programs in hospital, institutional, or community settings to help rehabilitate those impaired because of illness, injury or psychological or developmental problems.",0.0
-"Plan, organize, and conduct practice sessions.",0.0
-"Plan, organize, and control the operations of a cocktail lounge or bar.",0.0
-"Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations.",0.0
-"Plan, organize, direct, and participate in treatment programs and activities to facilitate patients' rehabilitation, help them integrate into the community, and prevent further medical problems.",0.0
-"Plan, organize, direct, control, or coordinate the personnel, training, or labor relations activities of an organization.",0.0
-"Plan, organize, or direct activities concerned with the construction or maintenance of structures, facilities, or systems.",0.9021
-"Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts.",0.0
-"Plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients.",0.0
-"Plan, organize, or maintain dental health programs.",0.0
-"Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements.",0.0
-"Plan, prepare, and deliver meals to individuals with special dietary needs.",0.0
-"Plan, prepare, and develop various teaching aids, such as bibliographies, charts, and graphs.",0.0
-"Plan, prepare, or carry out individually designed programs of physical treatment to maintain, improve, or restore physical functioning, alleviate pain, or prevent physical dysfunction in patients.",0.0
-"Plan, provide, or evaluate educational programs for nursing staff, health care teams, or the community.",0.0
-"Plan, provide, or evaluate educational programs for nursing staff, interdisciplinary health care team members, or community members.",0.0
-"Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.",0.0
-"Plan, schedule or supervise the work of other employees.",0.0
-"Plan, schedule, and coordinate general maintenance, major repairs, and remodeling or construction projects for commercial or residential properties.",0.0
-"Plan, schedule, or coordinate construction project activities to meet deadlines.",0.0
-"Plan, schedule, or coordinate funerals, burials, or cremations, arranging details such as floral delivery or the time and place of services.",0.0
-"Plan, schedule, or coordinate project activities to meet deadlines.",0.0
-"Plan, shop for, or prepare nutritious meals or assist families in planning, shopping for, or preparing nutritious meals.",0.0
-"Plan, supervise, and conduct psychological research and write papers describing research results.",0.0
-"Plan, supervise, and review work of assigned subordinates.",0.0
-"Plant grass with seed spreaders, and operate straw blowers to cover seeded areas with mixtures of asphalt and straw.",0.0
-"Plant or maintain vegetation through activities such as mulching, fertilizing, watering, mowing, or pruning.",0.0
-"Plant seeds, bulbs, foliage, flowering plants, grass, ground covers, trees, or shrubs, and apply mulch for protection, using gardening tools.",0.0
-"Plant, spray, weed, fertilize, water, and prune plants, shrubs, and trees, using gardening tools.",0.0
-"Plate articles such as jewelry pieces and watch dials, using silver, gold, nickel, or other metals.",0.0
-"Plate small objects, such as nuts or bolts, using motor-driven barrels.",0.0
-"Play and record broadcast programs, using automation systems.",0.0
-Play from memory or by following scores.,0.0
-Play instruments to evaluate their sound quality and to locate any defects.,0.0
-"Play musical instruments as soloists, or as members or guest artists of musical groups such as orchestras, ensembles, or bands.",0.0
-"Plot characteristics of boreholes for oil and gas wells from photographic subsurface survey recordings and other data, representing depth, degree, and direction of inclination.",0.0
-Plot electrical test points on layout sheets and draw schematics for wiring test fixture heads to frames.,0.0
-"Plot information from aerial photographs, well logs, section descriptions, or other databases.",0.0
-"Plug observation wells, and restore sites.",0.0
-Polish aircraft exteriors.,0.0
-"Polish artificial limbs, braces, or supports, using grinding and buffing wheels.",0.0
-Polish final coats to specified finishes.,0.0
-"Polish instruments, using rags and polishing compounds, buffing wheels, or burnishing tools.",0.0
-"Polish nails, using powdered polish and buffer.",0.0
-"Polish silver accessories and metalwork, such as fixtures and fittings.",0.0
-"Polish surface, using polishing or surfacing machine.",0.0
-"Portion and wrap food, or place it directly on plates for service to patrons.",0.0
-"Portion, arrange, and garnish food, and serve food to waiters or patrons.",0.0
-"Portray and interpret roles, using speech, gestures, and body movements, to entertain, inform, or instruct radio, film, television, or live audiences.",0.0
-"Pose as directed, or strike suitable interpretive poses for promoting and selling merchandise or fashions during appearances, filming, or photo sessions.",0.0
-"Pose for artists and photographers, with or without clothes.",0.0
-"Position and adjust cutting tools to specified curvature, dimensions, and depth of cut.",0.0
-"Position and align derrick elements, using harnesses and platform climbing devices.",0.0
-"Position and align subassemblies in jigs or fixtures, using measuring instruments and following blueprint lines and index points.",0.0
-"Position and clamp stock on tables, conveyors, or carriages, using hoists, guides, stops, dogs, wedges, or wrenches.",0.0
-"Position and clamp workpieces, plates, or rollers in holding fixtures.",0.0
-"Position and climb ladders to gain access to upper levels of buildings, or to rescue individuals from burning structures.",0.0
-"Position and cut out master or sample patterns, using scissors and knives, or print out copies of patterns, using computers.",0.0
-"Position and fasten edges of tarpaulins over building, and tape vents to ensure air-tight environment and to check for leaks.",0.0
-"Position and feed materials into processing machines, by hand or by using automated equipment.",0.0
-"Position and glue decorative pieces in cutout sections of workpieces, following patterns.",0.0
-"Position and hold the vertical rods, or targets, that theodolite operators use for sighting to measure angles, distances, and elevations.",0.0
-"Position and hold timbers, lumber, or paneling in place for fastening or cutting.",0.0
-"Position and level battery cells, anodes, or cathodes, using hoists or leveling jacks, or signal other workers to perform positioning and leveling.",0.0
-Position and mark patterns on materials to prepare for sewing.,0.0
-Position and move metal wires or workpieces through a series of dies that compress and shape stock to form die impressions.,0.0
-Position and prepare truck-mounted derricks at drilling areas specified on field maps.,0.0
-"Position and regulate plant irrigation systems, and program environmental and irrigation control computers.",0.0
-Position and secure moisture membrane and wire mesh in preparation for pouring base materials for terrazzo installation.,0.0
-"Position and secure steel bars, rods, cables, or mesh in concrete forms, using fasteners, rod-bending machines, blowtorches, or hand tools.",0.0
-"Position and secure workpieces on machines, and start feeding mechanisms.",0.0
-"Position and secure workpieces on machines, using holding devices, measuring instruments, hand tools, and hoists.",0.0
-"Position and secure workpieces on tables, using bolts, jigs, clamps, shims, or other holding devices.",0.0
-"Position and secure workpieces, using hoists, cranes, wire, and banding machines or hand tools.",0.0
-"Position balls of clay in centers of potters' wheels, and start motors or pump treadles with feet to revolve wheels.",0.0
-"Position bolting machines, and insert drill bits into chucks.",0.0
-Position booms around docked ships.,0.0
-"Position boxes or attach bags at discharge ends of machinery to catch products, removing and closing full containers.",0.0
-"Position containers to receive parts, and load or unload materials in containers, using dollies or handtrucks.",0.0
-"Position cores into lower sections of molds, and reassemble molds for pouring.",0.0
-"Position deflector bars, gates, chutes, or spouts to divert flow of materials from one conveyor onto another conveyor.",0.0
-Position dies on material in a manner that will obtain the maximum number of parts from each portion of material.,0.0
-"Position dolly blocks against surfaces of dented areas and beat opposite surfaces to remove dents, using hammers.",0.0
-"Position equipment such as ladles, grinding wheels, pouring nozzles, or crucibles, or signal other workers to position equipment.",0.0
-"Position guides, stops, holding blocks, or other fixtures to secure and direct workpieces, using hand tools and measuring devices.",0.0
-"Position imaging equipment and adjust controls to set exposure time and distance, according to specification of examination.",0.0
-Position instructions and comments onto drawings.,0.0
-"Position items under needles, using marks on machines, clamps, templates, or cloth as guides.",0.0
-"Position lifting devices under, over, or around loaded pallets, skids, or boxes and secure material or products for transport to designated areas.",0.0
-"Position material or articles in clamps, templates, or hoop frames prior to automatic operation of machines.",0.0
-"Position materials such as cloth garments, felt, or straw on tables, dies, or feeding mechanisms of pressing machines, or on ironing boards or work tables.",0.0
-Position members within groups to obtain balance among instrumental or vocal sections.,0.0
-"Position mold along guidelines of wall, press mold in place, and remove mold and paper from wall.",0.0
-"Position molds on conveyors, and measure and adjust level of fill, using depth gauges.",0.0
-"Position objects to be plated in frames, or suspend them from positive or negative terminals of power supplies.",0.0
-"Position or align components for assembly, manually or using hoists.",0.0
-"Position or dismantle forms for pouring concrete, using saws, hammers, nails, or bolts.",0.0
-Position or hold patients in position for surgical preparation.,0.0
-"Position or mount speakers, and wire speakers to consoles.",0.0
-"Position or tighten braces, jacks, clamps, ropes, or bolt straps, or bolt parts in position for welding or riveting.",0.0
-Position or transport patients in accordance with instructions from medical personnel.,0.0
-"Position parts in plastic bags, and seal bags with irons.",0.0
-Position patient on examining table and set up and adjust equipment to obtain optimum view of specific body area as requested by physician.,0.0
-Position patient on operating table to maximize patient comfort and surgical accessibility.,0.0
-"Position patients for treatment with accuracy, according to prescription.",0.0
-"Position patients on cradle, attaching immobilization devices, if needed, to ensure appropriate placement for imaging.",0.0
-"Position patterns inside mold sections, and clamp sections together.",0.0
-"Position patterns of garment parts on fabric, and cut fabric along outlines, using scissors.",0.0
-"Position ply stitcher rollers and drums according to width of stock, using hand tools and gauges.",0.0
-"Position products, components, or parts for testing.",0.0
-"Position radiation fields, radiation beams, and patient to allow for most effective treatment of patient's disease, using computer.",0.0
-"Position rollers that turn ply edges under and over beads, or use steel rods to turn ply edges.",0.0
-Position safety jacks to support underground mine roofs until bolts can be installed.,0.0
-Position spouts or chutes of storage bins so that containers can be filled.,0.0
-"Position steel beams to support bedplates of machines and equipment, using blueprints and schematic drawings to determine work procedures.",0.0
-"Position stock along cutting lines, or against stops on beds of scoring or cutting machines.",0.0
-"Position stock in furnaces, using tongs, chain hoists, or pry bars.",0.0
-"Position stones and metal pieces, and set, mount, and secure items in place, using setting and hand tools.",0.0
-"Position templates or measure materials to locate specified points of cuts or to obtain maximum yields, using rules, scales, or patterns.",0.0
-"Position text and art elements from a variety of databases in a visually appealing way to design print or web pages, using knowledge of type styles and size and layout patterns.",0.8911
-"Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment.",0.0
-"Position width gauge blocks between blades, and level blades and insert wedges into frames to secure blades to frames.",0.0
-"Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists.",0.0
-"Position, align, and adjust parts for proper fit and assembly.",0.0
-"Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.",0.0
-"Position, align, and secure structural parts or related assemblies to boiler frames, tanks, or vats of pressure vessels, following blueprints.",0.0
-"Position, align, and secure workpieces against fixtures or stops on machine beds or on dies.",0.0
-"Position, align, fit, and weld parts to form complete units or subunits, following blueprints and layout specifications, and using jigs, welding torches, and hand tools.",0.0
-"Position, align, or adjust workpieces or electrical parts to facilitate wiring or assembly.",0.0
-"Position, attach, or blow insulating materials to prevent energy losses from buildings, pipes, or other structures or objects.",0.0
-"Position, join, align, or seal structural components, such as concrete wall sections or pipes.",0.0
-"Position, secure, and align cutting tools in toolholders on machines, using hand tools, and verify their positions with measuring instruments.",0.0
-Post and update content on the company's Web site and social media outlets.,0.0
-Post announcements or government information on public bulletin boards.,0.0
-Post bonds for the products being imported or assist clients in obtaining bonds.,0.0
-Post charges against guests' or patients' accounts.,0.0
-"Post charges, such as those for rooms, food, liquor, or telephone calls, to ledgers, manually or by using computers.",0.0
-Post medical insurance billings.,0.0
-Post or attach information to claim file.,0.0
-Post relevant work hours to client files to bill clients properly.,0.0
-Post stop-payment notices to prevent payment of protested checks.,0.0
-Post visual display boards and status boards.,0.0
-Post warning signs and lock building doors to secure area to be fumigated.,0.0
-Post warning signs on vehicles containing explosives or flammable or radioactive materials.,0.0
-Postoperatively inject a subcutaneous local anesthetic agent to reduce pain.,0.0
-"Pour and regulate the flow of molten metal into molds and forms to produce ingots or other castings, using ladles or hand-controlled mechanisms.",0.0
-Pour compounds into transformer-case terminal openings to seal out moisture.,0.0
-Pour molten metal alloys or other materials into molds in order to cast models of jewelry.,0.0
-"Pour molten metal into molds, manually or with crane ladles.",0.0
-"Pour or load metal or sand into melting pots, furnaces, molds, or hoppers, using shovels, ladles, or machines.",0.0
-Pour specified amounts of chemical solutions into stripping tanks.,0.0
-"Pour water into wells, or pump water or slush into wells to cool drill bits and to remove drillings.",0.0
-"Pour, dump, or load prescribed quantities of ingredients or products into cooking equipment, manually or using a hoist.",0.0
-"Pour, pack, spread, or press plaster, concrete, or other materials into or around models or molds.",0.0
-"Pour, scoop, or dump specified ingredients, metal assemblies, or mixtures into sections of machine prior to starting machines.",0.0
-"Pour, trim, and polish study casts.",0.0
-Practice demonstrations to ensure that they will run smoothly.,0.0
-"Practice performances, individually or in rehearsal with other musicians, to master individual pieces of music or to maintain and improve skills.",0.0
-Practice singing exercises and study with vocal coaches to develop voice and skills and to rehearse for upcoming roles.,0.0
-Pray and promote spirituality.,0.0
-"Pre-cook items, such as bacon, to prepare them for later use.",0.0
-"Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists.",0.0
-"Pre-soak, sterilize, scrub, spot-clean, and dry contaminated or stained articles, using neutralizer solutions and portable machines.",0.0
-Precast terrazzo blocks in wooden forms.,0.0
-"Predict future gang, organized crime, or terrorist activity, using analyses of intelligence data.",0.0
-"Preheat tools, dies, plastic materials, or patterns, using blowtorches or other equipment.",0.0
-Preheat workpieces in ovens.,0.0
-"Preheat workpieces prior to welding or bending, using torches or heating furnaces.",0.0
-"Preheat workpieces to make them malleable, using hand torches or furnaces.",0.0
-"Preheat workpieces, using heating furnaces or hand torches.",0.0
-"Prepack bulk medicines, fill bottles with prescribed medications, and type and affix labels.",0.0
-"Prepare a major meal, following recipes and determining group food quantities.",0.0
-"Prepare a variety of foods, such as meats, vegetables, or desserts, according to customers' orders or supervisors' instructions, following approved procedures.",0.0
-Prepare accident reports.,0.0
-"Prepare activity reports to inform management of the status and implementation plans of programs, services, and quality initiatives.",1.0
-Prepare actors for auditions by providing scripts and information about roles and casting requirements.,0.0
-Prepare adjusting journal entries.,0.0
-"Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.",0.0
-"Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.",0.0
-"Prepare agendas and make arrangements, such as coordinating catering for luncheons, for committee, board, and other meetings.",0.0
-"Prepare all material surfaces to be welded, ensuring that there is no loose or thick scale, slag, rust, moisture, grease, or other foreign matter.",0.0
-Prepare all materials for transactions or execution of deals.,0.8623
-"Prepare and administer budgets for food, equipment, and supplies.",0.0
-"Prepare and administer budgets, approve and review expenditures, and prepare financial reports.",0.0
-"Prepare and administer contracts for provision of property services, such as cleaning, maintenance, and security services.",0.0
-Prepare and administer medications as directed by a physician.,0.0
-"Prepare and administer medications, vaccines, serums, or treatments, as prescribed by veterinarians.",0.0
-"Prepare and administer written, oral, and performance tests and issue grades in accordance with performance.",0.0
-"Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.",0.0
-"Prepare and alter trace maps, charts, tables, detailed drawings, and three-dimensional optical models of terrain using stereoscopic plotting and computer graphics equipment.",0.0
-"Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.",0.0
-"Prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue.",0.0
-"Prepare and analyze samples, such as Papanicolaou (PAP) smear body fluids and fine needle aspirations (FNAs), to detect abnormal conditions.",0.0
-"Prepare and apply stencils, computer-generated decals, or other decorative items to finished products.",0.0
-Prepare and apply sterile wound dressings.,0.0
-"Prepare and apply weather-stripping, glazing, caulking, or door sweeps to reduce energy losses.",0.0
-"Prepare and balance period-end reports, and reconcile issued payrolls to bank statements.",0.0
-Prepare and blend oils and apply the blends to clients' skin.,0.0
-"Prepare and cook foods of all types, either on a regular basis or for special guests or functions.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students and the community on topics such as ethics, logic, and contemporary religious thought.",0.8432
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as abnormal psychology, cognitive processes, and work motivation.",0.8395
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as acting techniques, fundamentals of music, and art history.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as anatomy, therapeutic recreation, and conditioning theory.",0.8962
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as ancient history, postwar civilizations, and the history of third-world countries.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as architectural design methods, aesthetics and design, and structures and materials.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as children's literature, learning and development, and reading instruction.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as civil procedure, contracts, and torts.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as classical political thought, international relations, and democracy and citizenship.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as collection development, archival methods, and indexing and abstracting.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as criminal law, defensive policing, and investigation techniques.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as crop production, plant genetics, and soil chemistry.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as econometrics, price theory, and macroeconomics.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as family behavior, child and adolescent mental health, or social intervention evaluation.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as financial accounting, principles of marketing, and operations management.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as food science, nutrition, and child care.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as hazardous waste management, industrial safety, and environmental toxicology.",0.0
-Prepare and deliver lectures to undergraduate or graduate students on topics such as how to speak and write a foreign language and the cultural aspects of areas where a particular language is used.,0.9016
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as linear algebra, differential equations, and discrete mathematics.",0.7239
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as mechanics, hydraulics, and robotics.",0.8268
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as molecular biology, marine biology, and botany.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as organic chemistry, analytical chemistry, and chemical separation.",1.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as pharmacology, mental health nursing, and community health care practices.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as poetry, novel structure, and translation and adaptation.",0.9101
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as programming, data structures, and software design.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as public health, stress management, and work site health promotion.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as public speaking, media criticism, and oral traditions.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as quantum mechanics, particle physics, and optics.",0.9345
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as race and ethnic relations, gender studies, and cross-cultural perspectives.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as race and ethnic relations, measurement and data collection, and workplace social relations.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as research methods, urban anthropology, and language and culture.",0.7239
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as structural geology, micrometeorology, and atmospheric thermodynamics.",0.7239
-"Prepare and deliver lectures to undergraduate or graduate students on topics such as urbanization, environmental systems, and cultural geography.",0.0
-"Prepare and deliver lectures to undergraduate or graduate students on topics, such as forest resource policy, forest pathology, and mapping.",0.0
-"Prepare and deliver news, sports, or weather reports, gathering and rewriting material so that it will convey required information and fit specific time slots.",0.0
-"Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences.",0.0
-Prepare and deliver sales presentations to new and existing customers to sell new advertising programs and to protect and increase existing advertising.,0.9203
-Prepare and deliver sermons or other talks.,0.7863
-Prepare and deliver technical presentations that explain products or services to customers and prospective customers.,0.0
-"Prepare and distribute health education materials, such as reports, bulletins, and visual aids, to address smoking, vaccines, and other public health concerns.",0.8654
-Prepare and distribute invoices to bill clients or pay account expenses.,0.0
-"Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.",0.0
-"Prepare and facilitate tutoring workshops, collaborative projects, or academic support sessions for small groups of students.",0.0
-Prepare and file annual tax returns or prepare financial information so that outside accountants can complete tax returns.,0.0
-Prepare and file payroll tax returns.,0.0
-Prepare and follow budgets for personnel operations.,0.0
-Prepare and implement remedial programs for students requiring extra help.,0.0
-"Prepare and interpret specifications, calculating weights, volumes, or stress factors.",0.0
-"Prepare and issue orders of the court, such as probation orders, release documentation, sentencing information, or summonses.",0.0
-"Prepare and issue title commitments and title insurance policies, based on information compiled from title searches.",0.0
-"Prepare and issue work schedules, deadlines, and duty assignments for office or administrative staff.",0.0
-"Prepare and keep records of actions taken, including maintenance and repair work.",0.0
-Prepare and mail checks.,0.0
-"Prepare and maintain a directory of suppliers, contractors and subcontractors.",0.0
-Prepare and maintain all required treatment records and reports.,0.0
-"Prepare and maintain attendance, activity, planning, accounting, or personnel reports and records for officials and agencies, or direct preparation and maintenance activities.",0.0
-Prepare and maintain case folder for each assigned inmate or offender.,0.0
-"Prepare and maintain current data on each parcel assessed, including maps of boundaries, inventories of land and structures, property characteristics, and any applicable exemptions.",0.0
-"Prepare and maintain detailed repair, inspection, investigation, and certification records and reports.",0.0
-"Prepare and maintain logs, reports, or other documentation of work performed.",0.0
-Prepare and maintain production reports or personnel records.,0.0
-"Prepare and maintain records and case files, including documentation, such as clients' personal and eligibility information, services provided, narratives of client contacts, or relevant correspondence.",0.0
-"Prepare and maintain records and reports, such as budgets, personnel records, or training manuals.",0.7566
-"Prepare and maintain records detailing tests, repairs, and maintenance.",0.0
-"Prepare and maintain records of client progress and services performed, reporting changes in client condition to manager or supervisor.",0.0
-"Prepare and maintain reports of investigation results, and records of convicted arsonists and arson suspects.",0.0
-"Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations.",0.0
-"Prepare and maintain sketches, maps, reports, and legal descriptions of surveys to describe, certify, and assume liability for work performed.",0.0
-"Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.",0.0
-"Prepare and maintain work area, materials, and equipment and maintain inventory of treatment and educational supplies.",0.0
-"Prepare and maintain work records and reports of information such as employee time and wages, daily receipts, or inspection results.",0.0
-Prepare and manage biofuels plant or unit budgets.,0.0
-Prepare and manage biomass plant budgets.,0.0
-Prepare and manage departmental budgets.,0.0
-Prepare and negotiate advertising and sales contracts.,0.0
-Prepare and package environmental samples for shipping or testing.,0.0
-Prepare and package individual place settings.,0.0
-Prepare and paint aircraft surfaces.,0.0
-"Prepare and perform action stunts for motion picture, television, or stage productions.",0.0
-Prepare and place meat cuts and products in display counter to appear attractive and catch the shopper's eye.,0.0
-Prepare and position patients for testing.,0.0
-Prepare and present illustrated lectures and interpretive talks about park features.,0.0
-"Prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results.",0.9757
-"Prepare and process import and export documentation according to customs regulations, laws, or procedures.",0.9659
-Prepare and process medical insurance claim forms and records.,0.0
-"Prepare and process papers for use in scanning, microfilming, and microfiche.",0.0
-Prepare and process payroll information.,0.0
-Prepare and process requisitions and purchase orders for supplies and equipment.,0.0
-"Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff.",0.0
-Prepare and review operational reports and schedules to ensure accuracy and efficiency.,0.0
-Prepare and review operational reports or project progress reports.,0.0
-Prepare and revise initial game sketches using two- and three-dimensional graphical design software.,0.0
-Prepare and send requests for price quotations to all companies in a particular market.,0.0
-"Prepare and serve a variety of beverages, such as coffee, tea, and soft drinks.",0.0
-"Prepare and serve beverages, such as coffee or fountain drinks.",0.0
-"Prepare and serve cold drinks, frozen milk drinks, or desserts, using drink-dispensing, milkshake, or frozen-custard machines.",0.0
-Prepare and serve search and arrest warrants.,0.0
-Prepare and set up for new employee orientations.,0.0
-Prepare and structure data warehouses for storing data.,0.0
-"Prepare and submit budget estimates, progress reports, or cost tracking reports.",0.0
-"Prepare and submit budget requests and recommendations, or grant proposals to solicit program funding.",0.0
-Prepare and submit budget requests or grant proposals to solicit program funding.,0.0
-Prepare and submit case reports or summaries to government or mental health agencies.,0.0
-"Prepare and submit compliance, operational, and safety forms or reports.",0.0
-Prepare and submit detailed and summary reports of post office activities to designated supervisors.,0.0
-"Prepare and submit permit applications for demolition, cleanup, remediation, or construction projects.",0.0
-Prepare and submit reports after completion of freight shipments.,0.0
-Prepare and submit reports and charts to treatment team to reflect patients' reactions and evidence of progress or regression.,0.0
-Prepare and submit reports describing the results of security fixes.,0.0
-"Prepare and submit reports that may include the number of passengers or trips, hours worked, mileage driven fuel consumed, or fares received.",0.0
-"Prepare and submit reports that may include the number of students or trips, hours worked, mileage, or fuel consumption.",0.0
-"Prepare and submit required governmental reports or forms related to labor relations matters, such as equal employment opportunity (EEO) forms, new hire forms, or minority compensation reports.",0.0
-Prepare and submit required reports related to instruction.,0.0
-Prepare and submit sales contracts for orders.,1.0
-"Prepare and type loan applications, closing documents, legal documents, letters, forms, government notices, and checks, using computers.",0.0
-Prepare and verify cashier's checks.,0.0
-"Prepare and write reports detailing specific fire prevention and protection issues, such as work performed, revised codes or standards, and proposed review schedules.",0.0
-"Prepare animals for surgery, performing such tasks as shaving surgical areas.",0.0
-"Prepare appetizers such as pickles, cheese, and cold meats.",0.0
-"Prepare applications and forms for applicants for such purposes as school enrollment, employment, and medical services.",0.0
-Prepare appropriate formatting to data sets as requested.,0.9805
-"Prepare archival records, such as document descriptions, to allow easy access to information.",0.0
-Prepare articles for publication or presentation at professional conferences.,0.7472
-Prepare artifacts for storage and shipping.,0.0
-Prepare assignments for teacher assistants or volunteers.,0.0
-Prepare audit reports containing energy analysis results or recommendations for energy cost savings.,0.0
-"Prepare badges, passes, and identification cards, and perform other security-related duties.",0.0
-"Prepare bank deposits by compiling data from cashiers, verifying and balancing receipts, and sending cash, checks, or other forms of payment to banks.",0.0
-"Prepare bank deposits, balancing assigned funds as necessary.",0.0
-"Prepare base for installation by removing unstable or unsuitable materials, compacting and grading the soil, draining or stabilizing weak or saturated soils and taking measures to prevent water penetration and migration of bedding sand.",0.0
-Prepare bid awards requiring board approval.,0.0
-"Prepare bills of lading, statements of shipping records, or customer receipts related to recycling or hazardous material services.",0.0
-Prepare biofuels research and development reports for senior management or technical professionals.,0.0
-"Prepare biological specimens such as amniotic fluids, bone marrow, tumors, chorionic villi, and blood, for chromosome examinations.",0.0
-Prepare briefs and assist in searching and seizing records to prepare charges and documentation for court cases.,0.0
-"Prepare briefs, legal memoranda, or statements of issues involved in cases, including appropriate suggestions or recommendations.",0.777
-Prepare brochures and write newspaper articles.,0.0
-"Prepare budget or cost estimates for equipment, construction, or installation projects or control expenditures.",0.0
-Prepare budgets and approve budget expenditures.,0.0
-Prepare budgets and manage expenditures of department funds.,0.0
-Prepare budgets and submit estimates for program costs as part of campaign plan development.,0.0
-"Prepare budgets for approval, including those for funding or implementation of programs.",0.0
-Prepare budgets for personnel operations.,0.0
-"Prepare budgets, bids, or contracts.",0.0
-"Prepare bylaws approved by elected officials, and ensure that bylaws are enforced.",0.0
-Prepare calculations for receipts and deliveries of oil and oil products.,0.0
-"Prepare capability data, training materials, or other documentation for transfer of processes to production.",0.0
-Prepare case histories.,0.0
-"Prepare cash receipts after establishments close, and make bank deposits.",0.0
-"Prepare cell samples by applying special staining techniques, such as chromosomal staining, to differentiate cells or cell components.",0.0
-"Prepare charges or responses to charges, or information for court cases, according to formalized procedures.",0.0
-"Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.",0.0
-"Prepare charts, graphs, or other visual displays to communicate clients' performance information.",0.0
-Prepare checks that itemize and total meal costs and sales taxes.,0.0
-"Prepare chemical solutions for products or processes, following standardized formulas, or create experimental formulas.",0.0
-Prepare children for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.,0.0
-"Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.",0.0
-Prepare collection reports for submission to supervisors.,0.0
-Prepare collections of preserved specimens or microscopic slides for species identification and study of development or disease.,0.0
-Prepare colored drawings of landscape and interior designs for presentation to client.,0.0
-Prepare comprehensive interpretive reports of findings.,0.8664
-"Prepare comprehensive written reports, presentations, maps, or charts, based on research, collection, and analysis of intelligence data.",0.0
-"Prepare conceptual drawings, graphics, or other visual representations of land areas to show predicted growth or development of land areas over time.",0.0
-"Prepare conference or event materials, such as flyers or invitations.",0.0
-"Prepare containers of semen for freezing and storage or shipment, placing them in dry ice or liquid nitrogen.",0.0
-Prepare contract documents for building contractors.,0.7791
-"Prepare contracts or negotiate revisions to contractual agreements with architects, consultants, clients, suppliers, or subcontractors.",0.0
-"Prepare contrast material, radiopharmaceuticals, or anesthetic or antispasmodic drugs under the direction of a radiologist.",0.0
-Prepare copy and edit tape so that material is ready for broadcasting.,0.0
-"Prepare correspondence or assist physicians or medical scientists with preparation of reports, speeches, articles, or conference proceedings.",0.6988
-Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.,0.7341
-"Prepare correspondence, reports of inspections or investigations, or recommendations for action.",0.0
-Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project.,0.0
-"Prepare cost and labor estimates, based on calculations of time and materials needed for project.",0.0
-Prepare cost estimates for clients or employers.,0.0
-Prepare cost estimates for mapping projects.,0.0
-Prepare cost estimates or specifications for rehabilitation or weatherization services.,0.0
-"Prepare cost estimates, contracts, bidding documents, and technical reports for specific projects under an architect's or engineer's supervision.",0.0
-Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.,0.0
-"Prepare course materials, such as syllabi, homework assignments, and handouts.",0.0
-"Prepare course materials, such as syllabi, homework assignments, or handouts.",0.0
-Prepare credit cards or charge account plates.,0.0
-"Prepare culture media, following standard procedures.",0.0
-Prepare customer invoices and accept payment.,0.0
-"Prepare customers' nails in soapy water, using swabs, files, and orange sticks.",0.0
-"Prepare daily food items, and cook simple foods and beverages, such as sandwiches, salads, soups, pizza, or coffee, using proper safety precautions and sanitary measures.",0.0
-"Prepare daily reports of fuel, oil, and accessory sales.",0.0
-Prepare daily work and run schedules.,0.0
-"Prepare data analysis listings and activity, performance, or progress reports.",0.9789
-"Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.",0.0
-"Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.",0.0
-Prepare data to calculate sewer service charges and capacity fees.,0.0
-Prepare design presentations and proposals for staff or customers.,0.8032
-Prepare detailed budgets and financial reports for properties.,0.0
-"Prepare detailed job descriptions and classification systems and define job levels and families, in partnership with other managers.",0.0
-"Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.",0.7518
-Prepare detailed reports on audit findings.,0.7793
-"Prepare detailed reports or design statements, based on results of validation and qualification tests or reviews of procedures and protocols.",0.0
-Prepare detailed storyboards showing sequence and timing of story development for television production.,0.8772
-"Prepare detailed verbal or written presentations for scientists, engineers, project managers, or upper management.",0.0
-"Prepare detailed workflow charts and diagrams that describe input, output, and logical operation, and convert them into a series of instructions coded in a computer language.",0.8437
-Prepare diagnostic and treatment records.,0.8784
-Prepare diagnostic or treatment reports for other medical practitioners or therapists.,0.8495
-Prepare dockets or calendars of cases to be called.,0.0
-"Prepare documentation containing information such as confidential descriptions or specifications of proprietary hardware or software, product development or introduction schedules, product costs, or information about product performance weaknesses.",0.0
-Prepare documentation for case reports or court proceedings.,0.0
-Prepare documentation for new manufacturing processes or engineering procedures.,0.0
-"Prepare documentation or presentations, including charts, photos, or graphs.",0.7941
-"Prepare documents and correspondence, such as damage claims, credit and billing inquiries, invoices, and service complaints.",0.0
-Prepare documents recording the outcomes of court proceedings.,0.0
-"Prepare documents such as representation contracts, purchase agreements, closing statements, deeds, and leases.",0.0
-"Prepare documents to be used in legal proceedings, testifying in such proceedings when necessary.",0.0
-"Prepare documents, such as invoices or warranties.",1.0
-"Prepare documents, such as work orders, bills of lading, or shipping orders, to route materials.",0.0
-"Prepare doors for hardware installation, such as drilling holes to install locks.",0.0
-"Prepare dough, following recipe.",0.0
-"Prepare drafts of amendments, government policies, laws, rules, regulations, budgets, programs and procedures.",0.0
-"Prepare drawings of proposed signal installations or other control devices, using drafting instruments or computer-automated drafting equipment.",0.0
-"Prepare drawings, estimates, and bids that meet specific customer needs.",0.0
-Prepare dressings or bandages and apply or assist with their application following surgery.,0.0
-"Prepare dyeing machines for production runs, and conduct test runs of machines to ensure their proper operation.",0.0
-"Prepare electronic commerce designs or prototypes, such as storyboards, mock-ups, or other content, using graphics design software.",0.0
-"Prepare emergency situation status reports that describe response and recovery efforts, needs, and preliminary damage assessments.",0.0
-Prepare employee work schedules.,0.0
-Prepare energy-related project reports or related documentation.,0.0
-"Prepare engineering sketches or specifications for construction, relocation, or installation of equipment, facilities, products, or systems.",0.0
-"Prepare environmental impact statements, reports, or presentations for regulatory or other agencies.",0.0
-Prepare environmental permit applications or compliance reports.,0.0
-"Prepare equipment inspection schedules, reliability schedules, work plans, or other records.",0.0
-Prepare estimate of production costs and production progress reports for management.,0.0
-Prepare estimates for use in selecting vendors or subcontractors.,0.0
-"Prepare estimates used by management for purposes such as planning, organizing, and scheduling work.",0.0
-"Prepare etching chemicals according to formulas, diluting acid with water to obtain solutions of specified concentration.",0.0
-"Prepare evaluations of software or hardware, and recommend improvements or upgrades.",0.772
-"Prepare evidence for disciplinary hearings, including preparing witnesses to testify.",0.0
-Prepare evidence for presentation in court.,0.0
-Prepare examination or treatment rooms by stocking them with appropriate supplies.,0.0
-"Prepare feed for animals according to specific instructions, such as diet lists or schedules.",0.0
-"Prepare film inspection reports, attendance sheets, and log books.",0.0
-Prepare final project layout drawings that include details such as stress calculations.,0.0
-"Prepare financial or regulatory reports required by laws, regulations, or boards of directors.",0.0
-Prepare financial reports to monitor client or corporate finances.,0.8738
-Prepare finished books for shipping by wrapping or packing books and stacking boxes on pallets.,0.0
-"Prepare food items, such as sandwiches, salads, soups, or beverages.",0.0
-Prepare for and respond to regulatory inquiries.,0.0
-Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors.,0.0
-"Prepare for assigned classes, and show written evidence of preparation upon request of immediate supervisors.",0.0
-"Prepare for basic food service, such as setting up continental breakfast or coffee and tea supplies.",0.0
-"Prepare for or participate in quality assurance audits conducted by study sponsors, federal agencies, or specially designated review groups.",0.0
-"Prepare for prosecutions related to animal treatment, and give evidence in court.",0.0
-Prepare for recording sessions by performing such activities as selecting and setting up microphones.,0.0
-Prepare for trial by performing tasks such as organizing exhibits.,0.0
-"Prepare forecasts or briefings to meet the needs of industry, business, government, or other groups.",0.0
-"Prepare forms, such as receipts, withdrawal orders, transmittal papers, or transfer confirmations, based on transaction requests from stockholders.",0.0
-Prepare functional or technical documentation for data warehouses.,0.7826
-"Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.",0.0
-"Prepare geometric layouts from graphic displays, using computer-assisted drafting software or drafting instruments and graph paper.",0.0
-Prepare glass for cutting by resting it on rack edges or against cutting tables and brushing thin layer of oil along cutting lines or dipping cutting tools in oil.,0.0
-"Prepare government and organizational reports on birth, death, and disease statistics, workforce evaluations, or the medical status of individuals.",0.0
-"Prepare government or organizational reports of birth, death, and disease statistics, workforce evaluations, or medical status of individuals.",0.0
-"Prepare government or organizational reports on birth, death, and disease statistics, workforce evaluations, or the medical status of individuals.",0.0
-"Prepare government or organizational reports which include birth, death, and disease statistics, workforce evaluations, or medical status of individuals.",0.0
-Prepare grant applications to fund recycling programs or program enhancements.,0.0
-"Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.",0.0
-"Prepare grant proposals, budgets, and program policies and goals or assist in their preparation.",0.0
-Prepare graphic representations or drawings of proposed plans or designs.,0.0
-"Prepare graphs, charts, diagrams, or other aids to illustrate observations or conclusions.",0.0
-Prepare hazardous material for removal or storage.,0.0
-Prepare hazardous waste manifests or land disposal restriction notifications.,0.0
-"Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them.",0.0
-"Prepare hot, cold, and mixed drinks for patrons, and chill bottles of wine.",0.0
-Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.,0.0
-"Prepare illustrations or rough sketches of material, discussing them with clients or supervisors and making necessary changes.",0.0
-"Prepare information regarding design, structure specifications, materials, color, equipment, estimated costs, or construction time.",0.8184
-"Prepare inserts, heel pads, and lifts from casts of customers' feet.",0.0
-"Prepare instructional program objectives, outlines, and lesson plans.",0.8664
-"Prepare insurance claim forms or related documents, and review them for completeness.",0.0
-Prepare insurance forms to indicate repair cost estimates and recommendations.,0.0
-"Prepare invitation-of-bid forms, and mail forms to supplier firms or distribute forms for public posting.",0.0
-Prepare invoices or cost quotations for freight transportation.,0.0
-"Prepare invoices, reports, memos, letters, financial statements, and other documents, using word processing, spreadsheet, database, or presentation software.",0.8581
-"Prepare invoices, shipping documents, and contracts.",0.0
-"Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.",0.9002
-"Prepare job specification sheets for home energy improvements, such as attic insulation, window retrofits, or heating system upgrades.",0.0
-"Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.",0.0
-"Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring.",0.0
-"Prepare layouts of machinery, tools, plants, or equipment.",0.0
-"Prepare layouts, drawings, or sketches of machinery or equipment, such as shop tooling, scale layouts, or new equipment design, using drafting equipment or computer-aided design (CAD) software.",0.0
-"Prepare legal briefs and opinions, and file appeals in state and federal courts of appeal.",0.7477
-"Prepare legal documents, including briefs, pleadings, appeals, wills, contracts, and real estate closing statements.",0.7341
-"Prepare lesson materials, bulletin board displays, exhibits, equipment, and demonstrations.",0.0
-Prepare lesson outlines and plans in assigned subject areas and submit outlines to teachers for review.,0.0
-Prepare lesson plans in accordance with individualized education plans (IEPs) and the functional abilities or needs of students.,0.0
-Prepare lesson plans or learning modules for tutoring sessions according to students' needs and goals.,0.0
-Prepare library statistics reports.,0.0
-Prepare lists of all legal instruments applying to a specific piece of land and the buildings on it.,0.0
-Prepare logistic strategies or conceptual designs for production facilities.,0.0
-"Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.",0.0
-Prepare management reports defining and evaluating problems and recommending solutions.,0.7687
-Prepare management reports regarding compliance operations and progress.,0.0
-"Prepare manifests showing numbers of airplane passengers and baggage, mail, and freight weights, transmitting data to destinations.",0.0
-"Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.",0.0
-"Prepare material to load into furnaces, including cleaning, crushing, or applying chemicals, by using crushing machines, shovels, rakes, or sprayers.",0.0
-Prepare materials and classroom for class activities.,0.0
-Prepare materials and classrooms for class activities.,0.0
-"Prepare materials for laboratory activities and course materials, such as syllabi, homework assignments, and handouts.",0.0
-"Prepare materials such as fundraising envelopes, bid sheets, or gift bags for charitable events.",0.0
-"Prepare materials, classrooms, and other indoor and outdoor spaces to facilitate creative play, learning and motor-skill activities, and safety.",0.0
-"Prepare meals in private homes according to employers' recipes or tastes, handling all meals for the family and possibly for other household staff.",0.0
-"Prepare measurement tables and conversion charts, using standard formulas.",0.0
-Prepare meeting agendas or packets of related information.,0.8262
-"Prepare meeting agendas, attend meetings, and record and transcribe minutes.",0.8547
-Prepare merchandise for display or for purchase or rental.,0.0
-Prepare merchandise for purchase or rental.,0.0
-"Prepare metal surfaces for bonding with porcelain to create artificial teeth, using small hand tools.",0.0
-"Prepare metal surfaces or workpieces, using hand-operated equipment, such as grinders, cutters, or drills.",0.0
-"Prepare mud reports, and instruct crews about the handling of any chemical additives.",0.0
-"Prepare nail cuticles with water and oil, using cuticle knives to push back cuticles and scissors or nippers to trim cuticles.",0.0
-Prepare nanotechnology-related invention disclosures or patent applications.,0.0
-"Prepare necessary criteria, procedures, reports, or plans for successful conduct of the project with consideration given to site preparation, facility validation, installation, quality assurance, or testing.",0.0
-Prepare necessary documents to obtain planned project approvals or permits.,0.0
-"Prepare newly installed geothermal heat systems for operation by flushing, purging, or other actions.",0.0
-Prepare news releases and respond to police correspondence.,0.0
-Prepare notes and instructions for workers who assemble and prepare final layouts for printing.,0.0
-"Prepare notes, sketches, geological maps, or cross-sections.",0.0
-Prepare obituaries for newspapers.,0.0
-"Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.",0.8566
-"Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements.",0.8803
-"Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or school or state requirements.",0.7239
-"Prepare occupational classifications, job descriptions, and salary scales.",0.0
-"Prepare operating and maintenance manuals, studies, or reports.",0.0
-Prepare operational or risk reports for management analysis.,0.0
-Prepare or alter presentation contents to target specific audiences.,0.831
-"Prepare or approve manuals, guidelines, and reports on state educational policies and practices for distribution to school districts.",0.0
-Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.,0.0
-"Prepare or assist in the preparation of applications for environmental, building, or other required permits.",0.0
-"Prepare or assist in the preparation of bids, contracts, or written reports related to weatherization work.",0.0
-Prepare or calibrate equipment used to collect or analyze samples.,0.0
-"Prepare or construct equipment, such as immobilization, treatment, or protection devices.",0.0
-Prepare or deliver reports or presentations of geospatial project information.,0.0
-Prepare or deliver speeches to further public relations objectives.,0.0
-"Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.",0.9197
-Prepare or direct the preparation of additional information or responses as requested by regulatory agencies.,0.0
-"Prepare or edit organizational publications, such as employee newsletters or stockholders' reports, for internal or external audiences.",0.7262
-Prepare or examine food trays for conformance to prescribed diet.,0.0
-"Prepare or implement budgets and strategic, operational, purchasing, or maintenance plans.",0.0
-Prepare or incubate slides with cell cultures.,0.0
-"Prepare or interpret for clients information, such as investment performance reports, financial document summaries, or income projections.",0.0
-"Prepare or maintain employment records related to events, such as hiring, termination, leaves, transfers, or promotions, using human resources management system software.",0.0
-Prepare or maintain inventory or production records.,0.0
-"Prepare or maintain required records, such as work activity or personnel reports.",0.0
-Prepare or maintain technical files as necessary to obtain and sustain product approval.,0.0
-"Prepare or monitor project schedules, budgets, or cost control systems.",0.7522
-"Prepare or organize online storefront marketing material, including product descriptions or subject lines, optimizing content to search engine criteria.",0.8901
-Prepare or present agricultural demonstrations.,0.0
-Prepare or present public briefings on the status of environmental engineering projects.,0.0
-"Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.",0.0
-"Prepare or present reports concerning activities, expenses, budgets, government statutes or rulings, or other items affecting businesses or program services.",0.0
-Prepare or present technical or project status reports.,0.8062
-Prepare or proctor examinations.,0.8625
-Prepare or provide genetics-related educational materials to patients or medical personnel.,0.0
-"Prepare or review detailed design drawings, specifications, or lists related to solar installations.",0.0
-Prepare or review engineering studies or specifications.,0.8928
-"Prepare or review professional, technical, or other reports regarding sampling, testing, or recommendations of data analysis.",0.0
-"Prepare or review reports, manuscripts, or meeting presentations.",0.0
-Prepare or review required method transfer documentation including technical transfer protocols or reports.,0.0
-"Prepare or review specifications or orders for the purchase of safety equipment, ensuring that proper features are present and that items conform to health and safety standards.",0.0
-Prepare or serve food trays.,0.0
-"Prepare or serve hot or cold beverages, such as coffee, espresso drinks, blended coffees, or teas.",0.0
-"Prepare or serve menu items, such as sandwiches or salads.",0.0
-"Prepare or use prepared tissue specimens for teaching, research or diagnostic purposes.",0.0
-Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.,0.0
-"Prepare ordinances, resolutions, or proclamations so that they can be executed, recorded, archived, or distributed.",0.0
-Prepare outlines of instructional programs and training schedules and establish course goals.,0.0
-Prepare papers for shippers to appeal duty charges.,0.0
-Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors.,0.0
-"Prepare passengers and aircraft for landing, following procedures.",0.0
-"Prepare patient for exam by explaining procedure, transferring patient to ultrasound table, scrubbing skin and applying gel, and positioning patient properly.",0.0
-"Prepare patient, sterilize or disinfect instruments, set up instrument trays, prepare materials, or assist dentist during dental procedures.",0.0
-Prepare patients for and assist with examinations or treatments.,0.0
-"Prepare patients for examinations, tests, or treatments and explain procedures.",0.0
-"Prepare patients for surgery, including positioning patients on the operating table and covering them with sterile surgical drapes to prevent exposure.",0.0
-Prepare people for participation in religious ceremonies.,0.0
-Prepare periodic accounting statements for clients.,0.0
-"Prepare periodic reports on court proceedings, as required.",0.0
-Prepare permit applications or review compliance with environmental permits.,0.0
-Prepare personnel forecast to project employment needs.,0.0
-Prepare personnel forecasts to project employment needs.,0.0
-Prepare pharmaceutical compounds for commercial distribution.,0.0
-Prepare plans for management of renewable resources.,0.0
-"Prepare plans of action for investment, using financial analyses.",0.0
-"Prepare plans that outline operating procedures to be used in response to disasters or emergencies, such as hurricanes, nuclear accidents, and terrorist attacks, and in recovery from these events.",0.0
-Prepare plans to intercept foreign communications transmissions.,0.0
-Prepare plans to manage renewable resources.,0.0
-"Prepare plans, estimates, design and construction schedules, and contract specifications, including any special provisions.",0.8067
-"Prepare pointe shoes, by sewing or other means, for use in rehearsals and performance.",0.0
-"Prepare preliminary renderings of proposed exhibits, including detailed construction, layout, and material specifications, and diagrams relating to aspects such as special effects or lighting.",0.0
-"Prepare prescribed solutions and administer local, intravenous, spinal, or other anesthetics, following specified methods and procedures.",0.0
-Prepare prescription labels by typing or operating a computer and printer.,0.0
-"Prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations.",0.0
-"Prepare production documents, such as standard operating procedures, manufacturing batch records, inventory reports, or productivity reports.",0.0
-Prepare progress or technical reports.,0.0
-"Prepare project budgets, schedules, or specifications for labor or materials.",0.0
-"Prepare project plans for equipment or facility improvements, including time lines, budgetary estimates, or capital spending requests.",0.0
-Prepare project proposals.,0.0
-"Prepare project status reports by collecting, analyzing, and summarizing information and trends.",0.91
-"Prepare promotional plans, sales literature, media kits, and sales contracts, using computer.",0.0
-"Prepare proposals, quotes, contracts, or presentations for potential solar customers.",0.0
-"Prepare publications and exhibits, or review those prepared by others, to ensure their historical accuracy.",0.0
-Prepare publications and reports containing research findings.,0.8224
-Prepare purchase orders and expense reports.,0.0
-Prepare purchase orders and send copies to suppliers and to departments originating requests.,0.0
-"Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.",0.0
-"Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools.",0.0
-Prepare raw materials for processing.,0.0
-"Prepare ready-to-heat foods by filleting meat or fish or cutting it into bite-sized pieces, preparing and adding vegetables or applying sauces or breading.",0.0
-"Prepare real estate closing statements, using knowledge and expertise in real estate procedures.",0.8099
-Prepare records for shipment by certified mail.,0.0
-Prepare relishes and hors d'oeuvres.,0.0
-"Prepare rental forms, obtaining customer signature and other information, such as required licenses.",0.0
-"Prepare rental or lease agreements, specifying charges and payment procedures for use of machinery, tools, or other items.",0.0
-Prepare repair cost estimates.,0.0
-Prepare reports and document project activities and data.,0.9702
-"Prepare reports and maintain records, such as student grades, attendance rolls, and training activity details.",0.0
-Prepare reports describing any title encumbrances encountered during searching activities and outlining actions needed to clear titles.,0.0
-"Prepare reports describing contamination tests, material or equipment decontaminated, or methods used in decontamination processes.",0.0
-Prepare reports documenting investigation activities and results.,0.7239
-"Prepare reports in graphical or tabular form, summarizing field productivity or profitability.",0.0
-"Prepare reports of activities, evaluations, recommendations, or decisions.",0.8986
-Prepare reports of findings and recommendations.,0.7239
-"Prepare reports of findings, illustrating data graphically and translating complex findings into written text.",0.8788
-"Prepare reports of selection, survey, or other statistics and recommendations for corrective action.",0.0
-"Prepare reports of services rendered, tools used, or time required, for billing purposes.",0.0
-Prepare reports on academic or institutional data.,0.0
-"Prepare reports on activity, personnel, and information, such as occupancy, hours worked, facility usage, work performed, and departmental expenses.",0.0
-"Prepare reports on biomass plant operations, status, maintenance, and other information.",0.0
-Prepare reports on investigations or inspections and actions taken.,0.0
-Prepare reports on logistics performance measures.,0.0
-Prepare reports on non-destructive testing results.,0.0
-Prepare reports on operations and system productivity or efficiency.,0.0
-Prepare reports on students and activities as required by administration.,0.0
-"Prepare reports on the operation of conservation laboratories, documenting the condition of artifacts, treatment options, and the methods of preservation and repair used.",0.0
-"Prepare reports or correspondence concerning project specifications, activities, or status.",0.7988
-"Prepare reports or make presentations on internal investigations, losses, or violations of regulations, policies and procedures.",0.0
-"Prepare reports or presentations summarizing results or conclusions of human factors engineering or ergonomics activities, such as testing, investigation, or validation.",0.0
-"Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.",0.0
-Prepare reports or presentations to communicate employee satisfaction or related data to management.,0.0
-Prepare reports or recommendations on transportation planning.,0.0
-"Prepare reports or recommendations, based upon research outcomes.",0.8919
-"Prepare reports outlining past and future programs, including content.",0.8886
-"Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.",0.0
-Prepare reports regarding market conditions and merchandise costs.,0.9099
-Prepare reports related to investigations of equal opportunity complaints.,0.0
-Prepare reports required by state and federal laws.,0.0
-"Prepare reports showing places of departure and destination, passenger ticket numbers, meal and beverage inventories, the conditions of cabin equipment, and any problems encountered by passengers.",0.0
-Prepare reports summarizing daily transactions and earnings for individual customer accounts.,0.0
-Prepare reports summarizing information or trends related to manufacturing performance.,0.0
-"Prepare reports summarizing operational results, financial performance, or accomplishments of specified objectives, goals, or plans.",0.9084
-Prepare reports that detail investigation findings.,0.7239
-Prepare reports that include the degree of risk involved in extending credit or lending money.,0.0
-Prepare reports to be submitted to company's data processing department.,0.9751
-"Prepare reports to communicate information such as contamination test results, decontamination results, or decontamination procedures.",0.0
-Prepare reports to document patients' care activities.,0.8866
-Prepare reports to provide answers in response to specific problems.,0.0
-"Prepare reports to send to customers whose accounts are delinquent, and forward irreconcilable accounts for collector action.",0.0
-"Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.",0.7978
-"Prepare reports, exhibits, and other supporting schedules that detail an institution's safety and soundness, compliance with laws and regulations, and recommended solutions to questionable financial conditions.",0.0
-"Prepare reports, including assignment of company funds or recording of department revenues.",0.0
-"Prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers.",0.9475
-"Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems.",0.0
-"Prepare reports, such as organization and flow charts and career path reports, to summarize job analysis and evaluation and compensation analysis information.",0.0
-"Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.",0.0
-Prepare requests for proposals (RFPs) for wind project construction or equipment acquisition.,0.0
-Prepare requests for proposals or statements of work.,0.0
-Prepare required paperwork pertaining to departmental functions.,0.0
-Prepare requirements documentation for use by software developers.,0.8236
-"Prepare research results for publication in form of journals, books, manuals, and film.",0.8177
-Prepare responses to correspondence containing routine inquiries.,0.808
-"Prepare responses to customer requests for information, such as product data, written regulatory affairs statements, surveys, or questionnaires.",0.8255
-Prepare results of experimental findings for presentation at professional conferences or in scientific journals.,0.862
-"Prepare rims and wheel drums for reassembly by scraping, grinding, or sandblasting.",0.0
-"Prepare rooms for meetings and arrange decorations, media equipment, and furniture for social or business functions.",0.0
-"Prepare rooms, sterile instruments, equipment, or supplies and ensure that stock of supplies is maintained.",0.0
-"Prepare rough drafts and scale working drawings of sets, including floor plans, scenery, and properties to be constructed.",0.0
-Prepare sales and inventory reports for management and budget departments.,0.0
-Prepare sales contracts and order forms.,0.8095
-Prepare sales presentations or proposals to explain product specifications or applications.,0.8706
-Prepare sales slips or sales contracts.,0.0
-"Prepare sample layouts for approval, using computer software.",0.0
-Prepare samples or photomicrographs for testing and analysis.,0.0
-"Prepare sausages, luncheon meats, hot dogs, and other fabricated meat products, using meat trimmings and hamburger meat.",0.0
-"Prepare scale drawings or architectural designs, using computer-aided design or other tools.",0.0
-"Prepare schedules, reports, and estimates of the costs involved in developing and operating mines.",0.0
-"Prepare scientific atmospheric or climate reports, articles, or texts.",0.0
-"Prepare service estimates based on labor, material, and machine costs and maintain budgets for individual projects.",0.0
-Prepare settlement agreements for disputants to sign.,0.0
-"Prepare shipping documentation, such as bills of lading, packing lists, dock receipts, or certificates of origin.",0.0
-"Prepare site plans, specifications, or cost estimates for land development.",0.0
-"Prepare sketches of ideas, detailed drawings, illustrations, artwork, or blueprints, using drafting instruments, paints and brushes, or computer-aided design equipment.",0.0
-Prepare sketches or follow blueprints to determine the location of wiring or equipment and to ensure conformance to building and safety codes.,0.0
-"Prepare sketches, floor plans, or models of proposed displays.",0.0
-Prepare slates that describe the scenes being filmed.,0.0
-Prepare slides of cell cultures following standard procedures.,0.0
-"Prepare solar installation project proposals, quotes, budgets, or schedules.",0.0
-"Prepare solutions, reagents, or sample formulations needed for laboratory work.",0.0
-Prepare special cuts of meat ordered by customers.,0.0
-"Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time.",0.0
-Prepare specifications for purchases of materials or equipment.,0.0
-"Prepare specifications, designs, or sketches for machines, components, or systems related to the generation, transmission, or use of mechanical or fluid energy.",0.8034
-Prepare staff work schedules and assign specific duties.,0.0
-Prepare staff work schedules.,0.0
-"Prepare standard volumetric solutions or reagents to be combined with samples, following standardized formulas or experimental procedures.",0.0
-"Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.",0.0
-"Prepare statistical reports, narrative reports, or graphic presentations of information, such as tumor registry data for use by hospital staff, researchers, or other users.",0.9095
-"Prepare sterile solutions or infusions for use in surgical procedures, emergency rooms, or patients' homes.",0.0
-"Prepare stock radiopharmaceuticals, adhering to safety standards that minimize radiation exposure to workers and patients.",0.0
-Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.,0.0
-Prepare students for further education by encouraging them to explore learning opportunities and to persevere with challenging tasks.,0.0
-Prepare students for later educational experiences by encouraging them to explore learning opportunities and to persevere with challenging tasks.,0.0
-Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.,0.0
-"Prepare students for performances, exams, or assessments.",0.0
-Prepare students to act as sports coaches.,0.0
-"Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.",0.0
-"Prepare study-related documentation, such as protocol worksheets, procedural manuals, adverse event reports, institutional review board documents, or progress reports.",0.0
-"Prepare substances, such as reagents and dilution, and stains for histological specimens according to protocols.",0.0
-Prepare suites or rooms according to endoscopic procedure requirements.,0.0
-Prepare summary statistics of information regarding human genomes.,0.0
-Prepare support documentation and training materials for end users of document management systems.,0.0
-"Prepare surfaces for insulation application by brushing or spreading on adhesives, cement, or asphalt, or by attaching metal pins to surfaces.",0.0
-"Prepare surfaces for tiling by attaching lath or waterproof paper, or by applying a cement mortar coat to a metal screen.",0.0
-Prepare surgical equipment and pass instruments or materials to veterinarians during surgical procedures.,0.0
-"Prepare switching orders that will isolate work areas without causing power outages, referring to drawings of power systems.",0.0
-Prepare system activity and performance reports.,1.0
-Prepare tables and graphs to present clinical data or results.,0.0
-"Prepare tables for meals, including setting up items such as linens, silverware, and glassware.",0.0
-"Prepare tables, graphs, fact sheets, and written reports summarizing research results.",0.9247
-"Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.",0.0
-"Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements.",0.0
-"Prepare technical reports and recommendations, based upon research outcomes.",0.0
-"Prepare technical reports for use by engineering, management, or sales personnel.",0.0
-"Prepare technical reports for use by mining, engineering, and management personnel.",0.0
-"Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.",0.0
-"Prepare technical reports, data summary documents, or research articles for scientific publication, regulatory submissions, or patent applications.",0.8757
-"Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.",0.0
-"Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems.",0.0
-"Prepare topographic or contour maps of land surveyed, including site features and other relevant information, such as charts, drawings, and survey notes.",0.0
-Prepare training budget for department or organization.,0.0
-"Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.",0.0
-Prepare treatment areas and electrotherapy equipment for use by physiotherapists.,0.0
-"Prepare treatment rooms for patient examinations, keeping the rooms neat and clean.",0.0
-Prepare treatment rooms for surgery.,0.0
-Prepare trial balances of books.,0.0
-Prepare trucks and equipment necessary for the type of pumping service required.,0.0
-Prepare two-dimensional concept layouts or three-dimensional mock-ups.,0.0
-"Prepare validation or performance qualification protocols for new or modified manufacturing processes, systems, or equipment for production of pharmaceuticals, electronics, or other products.",0.0
-Prepare volumes for binding.,0.0
-Prepare wax bite blocks and impression trays for use.,0.0
-"Prepare weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.",0.0
-Prepare wind field operational budgets.,0.0
-"Prepare wind project documentation, including diagrams or layouts.",0.0
-"Prepare work for sale or exhibition, and maintain relationships with retail, pottery, art, and resource networks that can facilitate sale or exhibition of work.",0.0
-Prepare work orders and instructions for grinding lenses and fabricating eyeglasses.,0.0
-"Prepare work orders for repair, maintenance, or changes in traffic systems.",0.0
-Prepare work schedules and assign duties to subordinates.,0.0
-Prepare work schedules and station arrangements and keep attendance records.,0.0
-Prepare work schedules for staff.,0.0
-Prepare work stations for use by mechanics and repairers.,0.0
-Prepare working sketches for the illustration of product appearance.,0.0
-"Prepare workpieces for etching or engraving by cutting, sanding, cleaning, polishing, or treating them with wax, acid resist, lime, etching powder, or light-sensitive enamel.",0.0
-"Prepare works in appropriate format for publication, and send them to publishers or producers.",0.0
-"Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.",0.943
-Prepare written documentation of electromechanical test results.,0.0
-Prepare written documents to establish contracts with or communicate financial recommendations to clients.,0.0
-Prepare written evaluations of individuals' psychological competence for court hearings.,0.0
-Prepare written opinions and decisions.,0.8259
-Prepare written opinions or decisions regarding cases.,0.743
-Prepare written reports of investigation findings.,0.7312
-Prepare written reports on investigations.,0.7937
-Prepare written reports that detail specifics of fire incidents.,0.0
-"Prepare written reports that estimate property values, outline methods by which the estimations were made, and meet appraisal standards.",0.8306
-"Prepare written, oral, tabular, and graphic reports summarizing requirements and regulations, including enforcement and chain of custody documentation.",0.0
-"Prepare, administer, and grade tests and assignments to evaluate children's progress.",1.0
-"Prepare, administer, and grade tests and assignments to evaluate students' progress.",0.9441
-"Prepare, administer, or grade assignments to evaluate students' progress.",0.7239
-"Prepare, administer, or grade tests or assignments to evaluate students' progress.",0.9142
-"Prepare, analyze, or verify annual reports, financial statements, and other records, using accepted accounting and statistical procedures to assess financial condition and facilitate financial planning.",0.0
-"Prepare, care for, and dispose of tissue specimens taken for laboratory analysis.",0.0
-"Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.",0.0
-"Prepare, develop and maintain maps and databases.",0.0
-"Prepare, draft, and review legal documents, such as wills, deeds, patent applications, mortgages, leases, and contracts.",0.0
-"Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.",0.8929
-"Prepare, install, maintain, or repair equipment used for hydrologic study, such as water level recorders, stream flow gauges, and water analyzers.",0.0
-"Prepare, maintain and update files and records, including land use data and statistics.",0.0
-"Prepare, maintain, and record records of inventories, receipts, purchases, or deliveries, using a variety of computer screen formats.",0.0
-"Prepare, maintain, and review purchasing files, reports and price lists.",0.962
-"Prepare, maintain, or oversee the preparation and maintenance of attendance, activity, planning, or personnel reports and records.",0.0
-"Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.",0.0
-"Prepare, maintain, or review validation and compliance documentation, such as engineering change notices, schematics, or protocols.",0.0
-"Prepare, maintain, or revise quality assurance documentation or procedures.",0.0
-"Prepare, maintain, or update security procedures, security system drawings, or related documentation.",0.8745
-"Prepare, manipulate, and manage extensive databases.",0.9277
-"Prepare, or direct the preparation of, product or system layouts and detailed drawings and schematics.",0.0
-"Prepare, or oversee the preparation of, experimental plans for biofuels research or development.",0.0
-"Prepare, or supervise preparation of, all data, charts, plots, maps, records, and documents related to surveys.",0.0
-"Prepare, organize, and maintain inspection records.",0.0
-"Prepare, proofread, or process legal documents, such as summonses, subpoenas, complaints, appeals, motions, or pretrial agreements.",0.0
-"Prepare, review, or maintain maintenance schedules, design documentation, or operational reports or charts.",0.8529
-"Prepare, review, or update environmental investigation or recommendation reports.",0.0
-"Prepare, rewrite and edit copy to improve readability, or supervise others who do this work.",0.7908
-"Prepare, store, and retrieve classification and catalog information, lecture notes, or other information related to stored documents, using computers.",0.0
-"Preprocess feedstock in preparation for physical, chemical, or biological fuel production processes.",0.0
-Preprocess feedstock to prepare for biochemical or thermochemical production processes.,0.0
-Prescribe corrective lenses such as glasses or contact lenses.,0.0
-Prescribe heart medication to treat or prevent heart problems.,0.0
-"Prescribe hormonal agents or topical treatments such as contraceptives, spironolactone, antiandrogens, oral corticosteroids, retinoids, benzoyl peroxide, or antibiotics.",0.0
-"Prescribe individualized exercise programs, specifying equipment, such as treadmill, exercise bicycle, ergometers, or perceptual goggles.",0.0
-"Prescribe medication dosages, routes, and frequencies, based on such patient characteristics as age and gender.",0.0
-"Prescribe medication such as antihistamines, antibiotics, and nasal, oral, topical, or inhaled glucocorticosteroids.",0.0
-"Prescribe medications and observe patients' reactions, modifying prescriptions as needed.",0.0
-Prescribe medications as permitted by state regulations.,0.0
-"Prescribe medications based on efficacy, safety, and cost as legally authorized.",0.0
-Prescribe medications for the treatment of athletic-related injuries.,0.0
-Prescribe medications or treatment regimens to hospital inpatients.,0.0
-Prescribe medications to treat eye diseases if state laws permit.,0.0
-"Prescribe medications to treat patients with erectile dysfunction (ED), infertility, or ejaculation problems.",0.0
-"Prescribe medications, corrective devices, physical therapy, or surgery.",0.0
-"Prescribe ophthalmologic treatments or therapies such as chemotherapy, cryotherapy, or low vision therapy.",0.0
-"Prescribe or administer antibiotics, antiseptics, or compresses to treat infection or injury.",0.0
-"Prescribe or administer medication, therapy, and other specialized medical care to treat or prevent illness, disease, or injury.",0.0
-"Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.",0.0
-"Prescribe or administer therapy, medication, and other specialized medical care to treat or prevent illness, disease, or injury.",0.0
-Prescribe or administer topical or systemic medications to treat ophthalmic conditions and to manage pain.,0.0
-"Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury in infants and children.",0.0
-"Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury.",0.0
-"Prescribe or administer treatments, such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation.",0.0
-"Prescribe or recommend drugs, medical devices, or other forms of treatment, such as physical therapy, inhalation therapy, or related therapeutic procedures.",0.0
-"Prescribe orthotic and prosthetic applications and adaptive equipment, such as wheelchairs, bracing, or communication devices, to maximize patient function and self-sufficiency.",0.0
-"Prescribe orthotics, prosthetics, and adaptive equipment.",0.0
-Prescribe physical therapy to relax the muscles and improve strength.,0.0
-"Prescribe preoperative and postoperative treatments and procedures, such as sedatives, diets, antibiotics, or preparation and treatment of the patient's operative area.",0.0
-Prescribe radionuclides and dosages to be administered to individual patients.,0.0
-Prescribe synthetic drugs under the supervision of medical doctors or within the allowances of regulatory bodies.,0.0
-Prescribe therapeutic procedures to correct or conserve vision.,0.0
-Prescribe therapy or medication with physician approval.,0.0
-"Prescribe therapy services, such as electrotherapy, ultrasonography, heat or cold therapy, hydrotherapy, debridement, short-wave or microwave diathermy, and infrared or ultraviolet radiation, to enhance rehabilitation.",0.0
-"Prescribe, direct, or administer psychotherapeutic treatments or medications to treat mental, emotional, or behavioral disorders.",0.0
-"Prescribe, supply, fit and adjust eyeglasses, contact lenses, and other vision aids.",0.0
-Present and defend proposals for climate change research projects.,0.0
-"Present and explain proposals, reports, or findings to clients.",0.7166
-"Present and make recommendations regarding course design, technology, and instruction delivery options.",0.0
-Present and summarize cases to judges and juries.,0.0
-Present bills and accept payments.,0.0
-Present bills and receipts and collect payments for goods delivered or loaded.,0.0
-Present cases and participate in their discussion at claim committee meetings.,0.0
-Present clear and concise explanations of governing rules and regulations.,0.0
-Present clients with information required to make informed health care and treatment decisions.,0.0
-"Present climate-related information at public interest, governmental, or other meetings.",0.0
-"Present data, maps, or other information at construction-related public hearings or meetings.",0.0
-Present designs and reports to customers or design committees for approval and discuss need for modification.,0.0
-Present drafts and ideas to clients.,0.0
-Present evidence to defend clients or prosecute defendants in criminal or civil litigation.,0.0
-"Present exercise knowledge, program information, or research study findings at professional meetings or conferences.",0.0
-Present final layouts to clients for approval.,0.0
-"Present historical accounts in terms of individuals or social, ethnic, political, economic, or geographic groupings.",0.0
-"Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies.",0.9423
-"Present information in audio-visual or interactive formats, using computers, televisions, audio-visual aids, or other equipment, materials, or technologies.",0.9171
-Present information to customers about the energy efficiency or environmental impact of scientific or technical products.,0.0
-"Present information with a variety of instructional techniques or formats, such as role playing, simulations, team exercises, group discussions, videos, or lectures.",0.0
-"Present investment information, such as product risks, fees, or fund performance statistics.",0.8797
-"Present lectures and conduct discussions to increase students' knowledge and competence using visual aids, such as graphs, charts, videotapes, and slides.",0.0
-Present live or recorded commentary via broadcast media.,0.0
-Present loan and repayment schedules to customers.,0.0
-"Present menus to patrons and answer questions about menu items, making recommendations upon request.",0.0
-"Present new game design concepts to management and technical colleagues, including artists, animators, and programmers.",0.0
-"Present news stories, and introduce in-depth videotaped segments or live transmissions from on-the-scene reporters.",0.0
-Present or publish scientific papers.,0.0
-"Present oral or written reports on general economic trends, individual corporations, and entire industries.",0.9069
-"Present project plans or designs to public stakeholders, such as government agencies or community groups.",0.0
-Present purchase offers to sellers for consideration.,0.0
-Present research findings at national meetings or in peer-reviewed journals.,0.0
-Present research findings at professional meetings.,0.0
-Present research findings at scientific conferences and in papers written for scientific journals.,0.0
-Present research findings to groups of people.,0.0
-"Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.",0.0
-"Present subject matter to students under the direction and guidance of teachers, using lectures, discussions, supervised role-playing methods, or by reading aloud.",0.0
-Present technical information at conferences.,0.0
-Present the position of the company or of labor during arbitration or other labor negotiations.,0.0
-Present the results of mathematical modeling and data analysis to management or other end users.,0.0
-"Present water resource proposals to government, public interest groups, or community groups.",0.0
-Preserve and maintain digital forensic evidence for analysis.,0.0
-"Preserve or direct preservation of objects, using plaster, resin, sealants, hardeners, and shellac.",0.0
-"Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary.",0.0
-"Preserve, process, and analyze items of evidence obtained from crime scenes and suspects, placing them in proper containers and destroying evidence no longer needed.",0.0
-Preside over hearings and listen to allegations made by plaintiffs to determine whether the evidence supports the charges.,0.0
-"Preside over, or serve on, boards of directors, management committees, or other governing boards.",0.0
-"Press and adjust controls to activate, set, and regulate equipment according to specifications.",0.0
-Press buttons to activate cleaning equipment or machines.,0.0
-Press buttons to stop machines when processes are complete or when malfunctions are detected.,0.0
-"Press buttons, pull levers, or depress pedals to start and operate cutting and slicing machines.",0.0
-Press console buttons to deflect packages to predetermined accumulators or reject lines.,0.0
-Press control buttons to activate machinery and equipment.,0.0
-Press diaphragm to evacuate air from lungs.,0.0
-"Press garments, using hand irons or pressing machines.",0.0
-Press metering-pump buttons and turn valves to stop flow of polymers.,0.0
-Press paper tape over joints to embed tape into sealing compound and to seal joints.,0.0
-"Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.",0.0
-"Press thumbs into centers of revolving clay to form hollows, and press on the inside and outside of emerging clay cylinders with hands and fingers, gradually raising and shaping clay to desired forms and sizes.",0.0
-Press ties on small pressing machines.,0.0
-Pretest and calibrate anesthesia delivery systems and monitors.,0.0
-Prevent or defuse altercations between students.,0.0
-Prevent ships under navigational control from engaging in unsafe operations.,0.0
-Preview scheduled programs to ensure that signals are functioning and programs are ready for transmission.,0.0
-Price and file prescriptions that have been filled.,0.0
-Price securities or commodities based on market conditions.,0.0
-Price stock and mark items for sale.,0.0
-Prime all scratches on pinchwelds with primer and allow to dry.,0.0
-"Prime and paint repaired surfaces, using paint sprayguns and motorized sanders.",0.0
-Print and make copies of work.,0.0
-"Print or request transportation carrier tickets, using computer printer system or system link to travel carrier.",0.0
-"Print proofs or examine designs to verify accuracy of engraving, and rework engraving as required.",0.0
-"Prioritize client debt repayment to avoid dire consequences, such as bankruptcy or foreclosure or to reduce overall costs, such as by paying high-interest or short-term loans first.",0.0
-"Prioritize nursing care for assigned critically ill patients, based on assessment data or identified needs.",0.0
-Probate wills and represent and advise executors and administrators of estates.,0.0
-Process aerial or satellite imagery to create products such as land cover maps.,0.0
-Process all correspondence and paperwork related to accounts.,0.0
-Process and code film from procedures and complete appropriate documentation.,0.0
-Process and issue employee paychecks and statements of earnings and deductions.,0.0
-Process and maintain records of customer loans.,0.0
-Process and prepare business or government forms.,1.0
-"Process and prepare documents, such as business or government forms and expense reports.",0.9676
-"Process and prepare memos, correspondence, travel vouchers, or other documents.",0.7739
-Process and record new insurance policies and claims.,0.996
-Process and review employment applications to evaluate qualifications or eligibility of applicants.,0.9456
-"Process and review environmental permits, licenses, or related materials.",1.0
-Process blood or other fluid samples for further analysis by other medical professionals.,0.0
-"Process cardiac function studies, using computer.",0.0
-"Process clinical data, including receipt, entry, verification, or filing of information.",1.0
-Process contract cancellations for students who are unable to follow residence hall policies and procedures.,0.0
-"Process e-waste, such as computer components containing lead or mercury.",0.0
-Process exposed radiographs using film processors or computer generated methods.,0.0
-Process film and prints from crime or accident scenes.,0.0
-"Process incoming or outgoing mail, packages, or deliveries.",0.0
-"Process individual and corporate income tax returns, and sales and excise tax returns.",0.0
-Process interlibrary loans for patrons.,0.0
-Process invoices for payment.,0.0
-"Process large amounts of data for statistical modeling and graphic analysis, using computers.",0.9223
-Process loan applications.,0.7239
-"Process medical insurance claims, posting bill amounts and calculating copayments.",0.0
-Process merchandise returns and exchanges.,0.0
-"Process nanoparticles or nanostructures, using technologies such as ultraviolet radiation, microwave energy, or catalysis.",0.0
-"Process new materials including books, audio-visual materials, and computer software.",0.0
-Process or book convicted individuals into prison.,0.0
-Process or interpret signals or sensor data.,0.0
-Process orders for goods requested in correspondence.,0.0
-Process paperwork for new employees and enter employee information into the payroll system.,0.0
-Process patient admission or discharge documents.,0.0
-Process payroll information.,0.0
-Process primal parts into cuts that are ready for retail use.,0.0
-Process print and non-print library materials to prepare them for inclusion in library collections.,0.0
-"Process prisoners, and prepare and maintain records of prisoner bookings and prisoner status during booking and pre-trial process.",0.0
-Process refined feedstock with additives in fermentation or reaction process vessels.,0.0
-"Process transactions, such as term deposits, retirement savings plan contributions, automated teller transactions, night deposits, and mail deposits.",0.0
-"Process, prepare, and submit business or government forms, such as submitting applications for coverage to insurance carriers.",0.9721
-"Process, verify, and maintain personnel related documentation, including staffing, recruitment, training, grievances, performance evaluations, classifications, and employee leaves of absence.",0.9009
-"Procure beverages, food, and other items as requested.",0.0
-Procure materials needed to repair marine equipment and machinery.,0.0
-Procure parts and maintain inventory and related documentation.,0.0
-Procure timber from private landowners.,0.0
-"Procure, produce, and provide information on the safe operation of aircraft, such as flight planning publications, operations publications, charts and maps, or weather information.",0.0
-Produce a computer-generated or film image for interpretation by a physician.,0.0
-Produce and distribute project documents.,0.0
-"Produce color or black-and-white photographs, negatives, or slides, applying standard photographic reproduction techniques and procedures.",0.0
-"Produce computer-readable, digital images from film, using flatbed scanners and photofinishing laboratories.",0.0
-"Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.",0.0
-"Produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting.",0.0
-"Produce drawings, using computer-assisted drafting systems (CAD) or drafting machines, or by hand, using compasses, dividers, protractors, triangles, and other drafting devices.",0.0
-"Produce educational and training films and videotapes by performing activities, such as selecting equipment and preparing scripts.",0.0
-"Produce electrical, electronic, or mechanical drawings or other related documents or graphics necessary for electromechanical design, using computer-aided design (CAD) software.",0.0
-"Produce electronics drawings or other graphics representing industrial control, instrumentation, sensors, or analog or digital telecommunications networks, using computer-aided design (CAD) software.",0.0
-"Produce environmental assessment reports, tabulating data and preparing charts, graphs, or sketches.",0.0
-"Produce environmental documents, such as environmental assessments or environmental impact statements.",0.0
-"Produce films and other video products, regulate their distribution, and operate film library.",0.0
-Produce graphics for broadcasts.,0.0
-Produce hamburger meat and meat trimmings.,0.0
-"Produce images of objects on film, using radiographic techniques.",0.0
-"Produce images or measurements, using tools or techniques such as atomic force microscopy, scanning electron microscopy, optical microscopy, particle size analysis, or zeta potential analysis.",0.0
-"Produce medical reports, correspondence, records, patient-care information, statistics, medical research, and administrative material.",0.8583
-"Produce or assemble components of articles, such as store fixtures, office equipment, cabinets, or high-grade furniture.",0.0
-Produce or evaluate dental health educational materials.,0.0
-"Produce or update overlay maps to show information boundaries, water locations, or topographic features on various base maps or at different scales.",0.0
-"Produce pharmaceutically or industrially useful proteins, using recombinant DNA technology.",0.0
-Produce recordings of music.,0.0
-"Produce reports or presentations that outline findings, explain risk positions, or recommend changes.",0.8324
-"Produce reports regarding nonconformance of products or processes, daily production quality, root cause analyses, or quality trends.",0.0
-Produce rough and finished graphics and graphic designs.,0.8081
-"Produce rough concrete surface, using broom.",0.0
-"Produce still and animated graphics for on-air and taped portions of television news broadcasts, using electronic video equipment.",0.0
-"Produce three-dimensional models, using computer-aided design (CAD) software.",0.0
-Produce timed prints with separate densities or color settings for each scene of a production.,0.0
-Produce written summary reports of financial research results.,0.9541
-Program and monitor cochlear implants to fit the needs of patients.,0.0
-"Program and use computers to store, process, and analyze data.",0.0
-"Program complex robotic systems, such as vision systems.",0.0
-Program computer numerical control (CNC) machines to fabricate model parts.,0.0
-Program computerized graphic effects.,0.934
-Program computerized numerical control machine tools.,0.0
-Program computerized switches and switchboards to provide requested features.,0.0
-"Program computers or electronic instruments, such as numerically controlled machine tools.",0.0
-Program computers to operate machinery.,0.0
-Program electronic equipment.,0.9215
-"Program farm equipment, such as variable-rate planting equipment or pesticide sprayers, based on input from crop scouting and analysis of field condition variability.",0.0
-Program lighting consoles or load automated lighting control systems onto consoles.,0.0
-"Program, adjust, or configure inverters and controls for desired set points and operating modes.",0.0
-Project motion pictures onto back screens for inclusion in scenes within film or stage productions.,0.0
-Promote an understanding of child development and its relationship to learning and behavior.,0.0
-Promote and sell nail care products.,0.0
-Promote awareness or use of alternative or renewable energy sources.,0.9275
-"Promote company products, services, and savings plans when appropriate.",0.0
-"Promote conference, convention and trades show services by performing tasks such as meeting with professional and trade associations, and producing brochures and other publications.",0.0
-"Promote health clubs through membership sales, and record member information.",0.0
-Promote initiatives to mitigate climate change with government or environmental groups.,0.0
-Promote or provide hunter or trapper safety training.,0.0
-"Promote particular destinations, tour packages, and other travel services.",0.0
-Promote productions using means such as interviews about plays or movies.,0.0
-"Promote products and services in television commercials, on film, or in videos.",0.0
-"Promote products in online communities through weblog or discussion-forum postings, e-mail marketing programs, or online advertising.",0.8902
-"Promote sales of properties through advertisements, open houses, and participation in multiple listing services.",0.7913
-Promote the industries and products of their electoral districts.,0.0
-"Promote the university by participating in community, state, and national events or meetings, and by developing partnerships with industry and secondary education institutions.",0.0
-Promote their own or their group's music by participating in media interviews and other activities.,0.0
-Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.,0.0
-Proofread and perform quality control of text and images.,0.0
-Proofread transcripts for correct spelling of words.,0.0
-"Proofread, edit, and revise translated materials.",0.7792
-"Propose alteration of emergency response procedures, based on regulatory changes, technological changes, or knowledge gained from outcomes of previous emergency situations.",0.0
-Propose logistics solutions for customers.,0.932
-"Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects.",0.0
-"Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.",0.0
-Propose online or multiple-sales-channel campaigns to marketing executives.,0.0
-"Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements.",0.0
-Propose recommendations for improving content management system capabilities.,0.0
-Propose resolutions for collective bargaining or other labor or contract negotiations.,0.0
-"Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.",0.0
-"Propose, review, or approve modifications to project plans.",0.0
-Protect and control proprietary materials.,0.0
-"Protect and preserve native wildlife, plants, or ecosystems.",0.0
-"Protect herds from predators, using trained dogs.",0.0
-"Protect property from water and smoke, using waterproof salvage covers, smoke ejectors, and deodorants.",0.0
-Protect the security of medical records to ensure that confidentiality is maintained.,0.0
-"Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play.",0.0
-"Provide adapted physical education services to students with intellectual disabilities, autism, traumatic brain injury, orthopedic impairments, or other disabling condition.",0.0
-Provide additional instruction in vocational areas.,0.8352
-"Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties.",0.8708
-"Provide advice and consultation on economic relationships to businesses, public and private agencies, and other employers.",0.6592
-"Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies.",0.0
-"Provide advice and technical assistance with cost analysis, fiscal allocation, and budget preparation.",0.5938
-Provide advice on best practices and implementation for selection.,0.8064
-"Provide advice on project costs, design concepts, or design changes.",0.0
-"Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.",0.0
-Provide advice on the development or application of better boom-spray technology to limit the overapplication of chemicals and to reduce the migration of chemicals beyond the fields being treated.,0.0
-Provide advice on the resolution of classification and salary complaints.,0.0
-Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.,0.0
-"Provide advice on transportation options, types of carriers, or shipping routes.",0.8938
-"Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources.",0.0
-Provide advice or information to park or reserve visitors.,0.0
-Provide advice or training to other technicians.,0.0
-Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.,0.0
-"Provide advice to clients on a contract basis, working as a consultant.",0.6793
-Provide advice to mourners on how to make charitable donations in honor of the deceased.,0.0
-Provide aircrews with information and services needed for airfield management and flight planning.,1.0
-"Provide airway management interventions including tracheal intubation, fiber optics, or ventilary support.",0.0
-Provide allergy or immunology consultation or education to physicians or other health care providers.,0.0
-"Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.",0.0
-"Provide analytical support for the design and development of training curricula, learning strategies, educational policies, or courseware standards.",0.0
-"Provide and maintain a safe work environment by participating in safety programs, committees, or teams and by conducting laboratory or plant safety audits.",0.0
-Provide and maintain life support and airway management and help prepare patients for emergency surgery.,0.0
-"Provide and manage long-term, comprehensive medical care, including diagnosis and nonsurgical treatment of diseases, for adult patients in an office or hospital.",0.0
-"Provide applicants with assistance in completing application forms, such as those for job referrals or unemployment compensation claims.",0.0
-Provide application or analytical support to researchers or traders on issues such as valuations or data.,0.8785
-"Provide assistance during emergencies by operating floodlights or generators, placing flares, or driving needed vehicles.",0.0
-Provide assistance for customers with special billing requests.,0.0
-Provide assistance in administering employee benefit programs and worker's compensation plans.,0.0
-"Provide assistance in aligning drawbars, using available equipment to lift, pull, or push on the drawbars.",0.0
-"Provide assistance in balancing books, tracking, monitoring, or projecting a unit's budget needs, and in developing unit policies and procedures.",0.0
-"Provide assistance in dressing or changing seriously ill, injured, or disabled patients.",0.0
-Provide assistance in maritime rescue operations.,0.0
-Provide assistance in the design of survey instruments such as questionnaires.,0.7572
-Provide assistance in the development of methods and procedures for conducting field surveys.,0.0
-Provide assistance in the installation or repair of rails and ties.,0.0
-"Provide assistance in the preparation, installation, repair, or rebuilding of tile, brick, or stone surfaces.",0.0
-Provide assistance in the production of wiring assemblies.,0.0
-"Provide assistance in the safe use of equipment, such as ski lifts.",0.0
-Provide assistance in the training and orientation of new cashiers.,0.0
-"Provide assistance or direction to other stockroom, warehouse, or storage yard workers.",0.0
-"Provide assistance to craft workers, such as carpenters, plasterers, or masons.",0.0
-"Provide assistance to extraction craft workers, such as earth drillers and derrick operators.",0.0
-"Provide assistance to faculty and staff in duties such as teaching classes, conducting orientation programs, issuing transcripts, and scheduling events.",0.7647
-Provide assistance to faculty members or staff with laboratory or field research.,0.0
-"Provide assistance to food scientists or technologists in research and development, production technology, or quality control.",0.88
-"Provide assistance to forest survey crews by clearing site-lines, holding measuring tools, or setting stakes.",0.0
-Provide assistance to internal or external auditors in compliance reviews.,0.0
-"Provide assistance to librarians in the maintenance of collections of books, periodicals, magazines, newspapers, and audio-visual and other materials.",0.0
-"Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries.",0.0
-Provide assistance to other healthcare personnel during dosimetry procedures and tumor localization.,0.0
-Provide assistance to other local law enforcement agencies as required.,0.0
-Provide assistance to patrons by performing duties such as opening doors or carrying bags.,0.0
-"Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals.",0.0
-Provide assistance to physicians or other technologists in the performance of more complex procedures.,0.0
-"Provide assistance to plumbers in repairing or replacing water, sewer, or waste lines, and in daily maintenance activities.",0.0
-"Provide assistance to skilled roofers installing and repairing roofs, flashings, and surfaces.",0.0
-"Provide assistance to staff members by inspecting rooms, setting tables, or doing laundry.",0.0
-Provide assistance to students in college writing centers.,0.7847
-Provide assistance to students with special needs.,0.0
-Provide assistance to teachers and students by locating materials and helping to complete special projects.,0.0
-Provide assistance to the public in complying with federal regulations of Postal Service and other federal agencies.,0.0
-"Provide assistance to the public, such as directions to court offices.",0.0
-"Provide assistance to workers engaged in construction or extraction activities, using hand tools or other equipment.",0.0
-Provide assistance with animal euthanasia and the disposal of remains.,0.0
-Provide assistance with euthanasia of animals or disposal of corpses.,0.0
-"Provide assistance with patrons' special needs, such as helping those with wheelchairs.",0.0
-"Provide assistance with planning, quality assurance, safety inspection protocols, or sampling as part of a team conducting multimedia inspections at complex facilities.",0.0
-"Provide assistance with staff selection, training, and supervision.",0.0
-"Provide assistance with the preparation of project-related reports, manuscripts, and presentations.",0.8004
-"Provide assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.",0.0
-"Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.",0.0
-"Provide basic health services, such as first aid.",0.0
-"Provide basic patient care or treatments, such as taking temperatures or blood pressures, dressing wounds, treating bedsores, giving enemas or douches, rubbing with alcohol, massaging, or performing catheterizations.",0.0
-Provide biostatistical consultation to clients or colleagues.,0.0
-"Provide boarding assistance to elderly, sick, or injured people.",0.0
-Provide boarding or disembarking assistance to passengers needing special assistance.,0.0
-"Provide business services for guests, such as sending or receiving faxes or shipping packages.",0.0
-"Provide care for mentally disturbed, delinquent, or handicapped children.",0.0
-"Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.",0.0
-Provide check-cashing services to employees.,0.0
-"Provide clear, detailed descriptions of Web site specifications, such as product features, activities, software, communication protocols, programming languages, and operating systems software and hardware.",0.778
-Provide clerical support to other departments.,0.0
-"Provide clerks with information to print on price tags, such as price, mark-ups or mark-downs, manufacturer number, season code, or style number.",0.0
-"Provide clients or family members with information about addiction issues and about available services or programs, making appropriate referrals when necessary.",0.8741
-Provide clients with assistance in preparing required travel documents and forms.,0.0
-"Provide clients with communication assistance, typing their correspondence or obtaining information for them.",0.7315
-Provide clients with estimates of the costs of advertising products or services.,0.0
-"Provide clients with guidance and information about techniques for postural improvement and stretching, strengthening, relaxation, and rehabilitative exercises.",0.0
-"Provide clinical instruction, supervision or training to staff in areas such as anesthesia practices.",0.0
-Provide clinical oversight of exercise for participants at all risk levels.,0.0
-Provide clinical services or health education to improve and maintain the oral health of patients or the general public.,0.0
-"Provide clinical services to clients, such as assessing psychological problems and conducting psychotherapy.",0.0
-Provide coaches and therapists with assistance in selecting and fitting protective equipment.,0.0
-Provide coaching and mentoring to other caregivers to help facilitate their professional growth and development.,0.0
-"Provide comfort and relaxation measures for mothers in labor through interventions such as massage, breathing techniques, hydrotherapy, or music.",0.0
-"Provide commentary and conduct interviews during sporting events, parades, conventions, or other events.",0.0
-Provide communication instruction to dialect speakers or students with limited English proficiency.,0.0
-"Provide communities with assistance in applying for federal funding for emergency management facilities, radiological instrumentation, and related items.",0.0
-Provide consultation and surgical assistance to other physicians and surgeons.,0.0
-Provide consultation or training on topics such as mechatronics or automated control.,0.0
-"Provide consultation or training to volunteers or staff on topics, such as guest relations, patients' rights, or medical issues.",0.0
-Provide consultation to nurses regarding hardware or software configuration.,0.0
-"Provide consultation to organizations or agencies on the workplace application of safety principles, practices, or techniques.",0.0
-"Provide consultation to other health care providers in areas such as patient discharge, patient care, or clinical procedures.",0.0
-"Provide consultation to parents, teachers, administrators, and others on topics such as learning styles and behavior modification techniques.",0.0
-"Provide consultation, support, or education to groups such as parents and teachers.",0.7871
-"Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems.",0.0
-"Provide consulting services in fields such as resource development and management, business location and market area analysis, environmental hazards, regional cultural history, and urban social planning.",0.0
-Provide consulting services to other doctors caring for patients with special or difficult problems.,0.0
-Provide consulting services to other physicians.,0.0
-"Provide consulting services, including educational programs, outreach programs, or prevention talks to schools, social service agencies, businesses, or the general public.",0.0
-"Provide counseling to patient and family members by providing information, education, or reassurance.",0.0
-"Provide counseling to radiologic patients to explain the processes, risks, benefits, or alternative treatments.",0.0
-Provide crisis intervention to students when difficult situations occur at schools.,0.0
-"Provide current and prospective employees with information about policies, job duties, working conditions, wages, opportunities for promotion, and employee benefits.",0.0
-"Provide customer assistance and information, such as giving directions or handling wheelchairs.",0.0
-Provide customer service by greeting and assisting customers and responding to customer inquiries and complaints.,0.9562
-"Provide customer service, such as limited instructions on proceeding with claims or referrals to auto repair facilities or local contractors.",0.0
-"Provide customer with brochures and publications containing travel information, such as local customs, points of interest, or foreign country regulations.",1.0
-Provide customers or installation teams guidelines for implementing secure systems.,0.0
-"Provide customers with assistance in filing claims for mail theft, or lost or damaged mail.",0.0
-Provide customers with change of address cards and other forms.,0.0
-Provide customers with cost estimates for equipment installation.,0.0
-Provide customers with information about casino operations.,0.9632
-Provide customers with information about local roads or highways.,0.0
-"Provide customers with information about the uses, effects, or interactions of drugs.",0.8488
-"Provide customers with information on routes, gates, prices, timetables, terminals, or concourses.",0.9516
-"Provide customers with information, such as quotes, orders, sales, shipping, warranties, credit, funding options, incentives, or tax rebates.",0.0
-Provide customers with ongoing technical support.,0.9782
-"Provide customers with product details, such as coffee blend or preparation descriptions.",0.0
-Provide customers with product samples and catalogs.,0.0
-"Provide customers with travel suggestions and information sources, such as guides, directories, brochures, or maps.",0.0
-"Provide dermabrasion or laser abrasion to treat atrophic scars, elevated scars, or other skin conditions.",0.0
-Provide dermatologic consultation to other health professionals.,0.0
-Provide detailed port information to importers or exporters.,0.0
-"Provide dietitians with assistance researching food, nutrition, or food service systems.",0.0
-"Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing.",0.0
-"Provide direct care by performing comprehensive health assessments, developing differential diagnoses, conducting specialized tests, or prescribing medications or treatments.",0.0
-"Provide direct service and support to individuals or clients, such as handling a referral for child advocacy issues, conducting a needs evaluation, or resolving complaints.",0.0
-Provide direction and assistance to other organizational units regarding accounting and budgeting policies and procedures and efficient control and utilization of financial resources.,0.0
-"Provide direction to employees to ensure compliance with biofuels plant safety, environmental, or operational standards and regulations.",0.0
-Provide directions and other pertinent information to visitors.,0.0
-Provide directions and respond to passenger inquiries.,0.0
-Provide directions to guests.,0.0
-"Provide disabled students with assistive devices, supportive technology, and assistance accessing facilities such as restrooms.",0.0
-"Provide disabled students with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.",0.0
-"Provide disabled students with assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.",0.0
-"Provide documentation and information to account for delays, difficulties, or changes to cost estimates.",0.0
-Provide dressing assistance to cast members or assign cast dressers to assist specific cast members with costume changes.,0.0
-"Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.",0.0
-Provide education and counseling on illness and injury prevention.,0.0
-Provide education or counseling to individuals and families.,0.0
-"Provide educational information about physical therapy or physical therapists, injury prevention, ergonomics, or ways to promote health.",0.8457
-"Provide educational programs on topics such as classroom management, teaching strategies, or parenting skills.",0.0
-"Provide emergency care, such as artificial respiration, external cardiac massage, or assistance with cardiopulmonary resuscitation.",0.0
-Provide emergency first aid and summon medical assistance when necessary.,0.0
-Provide emergency first aid to sick or injured animals.,0.0
-Provide emergency medical instructions to callers.,0.0
-"Provide emergency medical services as required, and perform light to heavy rescue functions at emergencies.",0.0
-Provide emergency or other appropriate medical care to participants with symptoms or signs of physical distress.,0.0
-"Provide emergency treatment of facial injuries including facial lacerations, intra-oral lacerations, and fractured facial bones.",0.0
-"Provide employee training on compliance related topics, policies, or procedures.",0.0
-Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.,0.685
-Provide engineering technical support to designers of prototype wind turbines.,0.0
-Provide engineers with assistance in repairing or adjusting machinery.,0.0
-Provide entertainment at special events by performing activities such as drawing cartoons.,0.0
-"Provide environmental engineering assistance in network analysis, regulatory analysis, or planning or reviewing database development.",0.0
-Provide expert testimony in employment lawsuits.,0.0
-Provide expert testimony in legal proceedings related to labor relations or labor contracts.,0.0
-Provide expert testimony in litigation cases.,0.0
-"Provide expert witness testimony on issues such as soil, air, or water contamination and associated cleanup measures.",0.0
-"Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.",0.0
-Provide expertise to help financial institutions manage risks and maximize returns associated with investment products or credit offerings.,0.0
-"Provide face, neck, and scalp massages.",0.0
-Provide facial and body massages.,0.0
-Provide family counseling and treatment services to inmates participating in substance abuse programs.,0.0
-Provide feedback and recommendations to developers on software usability and functionality.,0.852
-Provide feedback to design engineers on customer problems or needs.,0.0
-Provide feedback to designers and other colleagues regarding game design features.,0.0
-Provide feedback to health service providers regarding improving service accessibility or acceptability.,0.0
-Provide feedback to product design teams so that products can be tailored to clients' needs.,0.0
-Provide feedback to production staff regarding technical game qualities or adherence to original design.,0.0
-"Provide feedback to students, using positive reinforcement techniques to encourage, motivate, or build confidence in students.",0.0
-Provide flight path changes or directions to emergency landing fields for pilots traveling in bad weather or in emergency situations.,0.0
-Provide follow-up consultations for clients to ensure landscape designs are maturing or developing as planned.,0.0
-Provide food and beverage services to guests.,0.0
-"Provide food, drinking water, and field sanitation facilities to contracted workers.",0.0
-Provide for entertainment and set up related decorations and equipment.,0.0
-"Provide for physical safety of groups, performing such activities as providing first aid or directing emergency evacuations.",0.0
-"Provide for public safety by maintaining order, responding to emergencies, protecting people and property, enforcing motor vehicle and criminal laws, and promoting good community relations.",0.0
-"Provide for stewardship of plant or animal resources or habitats, studying land use, monitoring animal populations, or providing shelter, resources, or medical treatment for animals.",0.0
-"Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.",0.0
-Provide formal and informal education to other staff members.,0.0
-"Provide genetic counseling in specified areas of clinical genetics, such as obstetrics, pediatrics, oncology and neurology.",0.0
-Provide geographical information systems support to the private and public sectors.,0.0
-"Provide groundskeeping services, such as landscaping or snow removal.",0.0
-"Provide guests with information about local areas, including directions.",0.0
-Provide guests with menus.,0.0
-Provide guidance to agencies and organizations on assessment of health education needs and on development and delivery of health education programs.,0.0
-Provide headphones or earplugs to patients to improve comfort and reduce unpleasant noise.,0.0
-"Provide health care, first aid, immunizations, or assistance in convalescence or rehabilitation in locations such as schools, hospitals, or industry.",0.0
-"Provide human factors technical expertise on topics, such as advanced user-interface technology development or the role of human users in automated or autonomous sub-systems in advanced vehicle systems.",0.0
-Provide individual or small groups of students with adapted physical education instruction that meets desired physical needs or goals.,0.0
-Provide individual support or counseling in general wellness or nutrition.,0.9299
-Provide individualized instruction and tutorial or remedial instruction.,0.0
-"Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.",0.0
-Provide information about community health and social resources.,0.0
-"Provide information about establishment, such as location of departments or offices, employees within the organization, or services provided.",0.0
-"Provide information about facilities, entertainment options, and rules and regulations.",0.941
-"Provide information about local features, such as shopping, dining, nightlife, or recreational destinations.",0.9458
-"Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities.",0.0
-"Provide information about rental items, such as availability, operation, or description.",0.9658
-"Provide information about the physical and emotional processes involved in the pregnancy, labor, birth, and postpartum periods.",0.0
-"Provide information about wildlife varieties and habitats, as well as any relevant regulations, such as those pertaining to hunting and fishing.",0.0
-"Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.",0.0
-"Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.",0.8384
-"Provide information and advice to the public regarding the selection, purchase, and care of products.",0.9095
-Provide information concerning the circumstances of death to relatives of the deceased.,0.0
-Provide information for teachers and staff members involved in helping students or graduates identify and pursue employment opportunities.,0.0
-Provide information from the institution's holdings to other curators and to the public.,0.923
-Provide information needed for the development of custom-made machinery.,0.0
-"Provide information on funeral service options, products, or merchandise, and maintain a casket display area.",0.0
-"Provide information or counseling regarding issues such as animal health care, behavior problems, or nutrition.",0.0
-"Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.",0.0
-Provide information or refer individuals to public or private agencies or community services for assistance.,0.0
-"Provide information or technical or program assistance to government representatives, employers, or the general public on the issues of public health, environmental protection, or workplace safety.",0.0
-Provide information regarding the judicial system or other legal issues through the media and public speeches.,0.0
-"Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.",0.0
-"Provide information to employees and managers on payroll matters, tax issues, benefit plans, and collective agreement provisions.",0.8598
-Provide information to lab personnel concerning the source of an item of evidence and tests to be performed.,0.0
-"Provide information to the patient about the proposed intervention, its material risks and expected benefits, and any reasonable alternatives.",0.0
-Provide information to the public by leading workshops and training programs and by developing educational materials.,0.0
-Provide information to the public on hearing or balance topics.,0.0
-"Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.",0.0
-"Provide information to the public regarding trees, such as advice on tree care.",0.0
-"Provide information, guidance, and preparation for the General Equivalency Diploma (GED) examination.",0.8166
-"Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities.",0.0
-"Provide information, such as directions, visiting hours, or patient status information to visitors or callers.",0.0
-"Provide information, technical assistance, or training to supervisors, managers, or employees on topics such as employee supervision, hiring, grievance procedures, or staff development.",0.7786
-Provide initial response to abnormal events or to alarms from radiation monitoring equipment.,0.0
-"Provide inpatient or outpatient medical management of neuromuscular disorders, musculoskeletal trauma, acute and chronic pain, deformity or amputation, cardiac or pulmonary disease, or other disabling conditions.",0.0
-Provide input into the design and manufacturing of new equipment.,0.0
-"Provide instructions to clients on how to obtain help with legal, financial, and other personal issues.",0.0
-Provide instructions to patients or family members concerning diagnoses or treatment plans.,0.0
-Provide instructors with assistance in the use of audiovisual equipment.,0.0
-Provide interpretation and transcription of regular classroom materials through Braille and sign language.,0.0
-Provide jury escort to restaurant and other areas outside of courtroom to prevent jury contact with public.,0.0
-"Provide laboratory services for health departments, community environmental health programs, and physicians needing information for diagnosis and treatment.",0.0
-"Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness.",0.0
-Provide logistical facility or capacity planning analyses for distribution or transportation functions.,0.0
-"Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service.",0.936
-"Provide management with information or training related to interviewing, performance appraisals, counseling techniques, or documentation of performance issues.",0.0
-"Provide managers with budget recommendations and take responsibility for budgetary line items related to costumes, storage, or makeup needs.",0.0
-Provide media commentary or criticism related to public policy and political issues and events.,0.0
-"Provide medical care and consultation in many settings, prescribing medication and treatment and referring patients for surgery.",0.0
-"Provide medical treatment or personal care to patients in private home settings, such as cooking, keeping rooms orderly, seeing that patients are comfortable and in good spirits, or instructing family members in simple nursing tasks.",0.0
-"Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.",0.0
-"Provide mentally impaired or emotionally disturbed patients with routine physical, emotional, psychological, or rehabilitation care under the direction of nursing or medical staff.",0.0
-"Provide necessary medical care for infants at birth, including emergency care such as resuscitation.",0.0
-Provide new-employee health and safety orientations and develop materials for these presentations.,0.0
-"Provide nonsurgical interventions, including corrective lenses, patches, drops, fusion exercises, or stereograms, to treat conditions such as strabismus, heterophoria, and convergence insufficiency.",0.0
-"Provide nursing, psychiatric, or personal care to mentally ill, emotionally disturbed, or mentally retarded patients.",0.0
-"Provide occupational, educational, or other information to individuals so that they can make educational or vocational plans.",0.0
-"Provide offenders or inmates with assistance in matters concerning detainers, sentences in other jurisdictions, writs, and applications for social assistance.",0.0
-Provide on-the-job training to new air traffic controllers.,0.0
-"Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.",0.0
-Provide ophthalmic consultation to other medical professionals.,0.0
-"Provide or arrange for services such as clothes pressing, cleaning, or repair.",0.0
-Provide or arrange for training or instruction of auxiliary personnel or students.,0.0
-"Provide or arrange transportation between sites for the remains, mourners, pallbearers, clergy, or flowers.",0.0
-Provide or coordinate troubleshooting support for data warehouses.,0.8529
-Provide or direct the provision of postoperative care.,0.0
-Provide passengers with assistance entering and exiting trains.,0.0
-"Provide passengers with assistance entering and exiting vehicles, and help them with any luggage.",0.0
-"Provide passengers with information or advice about the local area, points of interest, hotels, or restaurants.",0.0
-Provide patient clinical data or microscopic findings to assist pathologists in the preparation of pathology reports.,0.0
-"Provide patients and families with emotional support and instruction in areas such as caring for infants, preparing healthy meals, living independently, or adapting to disability or illness.",0.0
-Provide patients or caregivers with assistance in locating health care resources.,0.9133
-"Provide patients undergoing eye surgeries, such as cataract and laser vision correction, with pre- and post-operative care.",0.0
-"Provide patients with assistance in bathing, dressing, or grooming, demonstrating these skills as necessary.",0.0
-Provide patients with assistance in locating or holding jobs.,0.0
-Provide patients with contraceptive and family planning information.,0.0
-"Provide patients with direct family planning services, such as inserting intrauterine devices, dispensing oral contraceptives, and fitting cervical barriers, including cervical caps or diaphragms.",0.0
-"Provide patients with help moving in and out of beds, baths, wheelchairs, or automobiles and with dressing and grooming.",0.0
-"Provide patients with information about the inheritance of conditions such as cardiovascular disease, Alzheimer's disease, diabetes, and various forms of cancer.",0.0
-"Provide patients with information needed to promote health, reduce risk factors, or prevent disease or disability.",0.0
-Provide patients with proposed treatment plans and cost estimates.,0.0
-Provide performers with makeup removal assistance after performances have been completed.,0.0
-"Provide physical support to assist patients to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.",0.0
-"Provide physical support to patients to assist them to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.",0.0
-Provide physicians with assistance during surgery or complicated medical procedures.,0.0
-Provide post-mortem care.,0.0
-Provide postoperative instructions prescribed by dentist.,0.0
-"Provide pre-, ongoing, and post-inspection follow-up assistance to governmental inspectors.",0.0
-Provide preliminary sketches or cost estimates for materials or services.,0.0
-"Provide prenatal, intrapartum, postpartum, or newborn care to patients.",0.0
-Provide presentation and product demonstration support during the introduction of new products and services to field staff and customers.,0.0
-"Provide primary health care, including pregnancy and childbirth, to women.",0.0
-"Provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests.",0.9154
-"Provide product information, using lectures, films, charts, or slide shows.",0.0
-"Provide product samples, coupons, informational brochures, or other incentives to persuade people to buy products.",0.0
-Provide professional consulting services to government or industry.,0.7126
-"Provide professional consulting services to government, educational institutions, or industry.",0.7208
-"Provide program information to the public by preparing and presenting press releases, conducting media campaigns, or maintaining program-related Web sites.",0.0
-"Provide project management services, including the provision and analysis of technical data.",0.0
-"Provide proper upkeep of sidewalks, driveways, parking lots, fountains, planters, burial sites, or other grounds features.",0.0
-Provide psychological or administrative services and advice to private firms or community agencies regarding mental health programs or individual cases.,0.0
-"Provide psychotherapy, behavior therapy, or other counseling interventions to patients with neurological disorders.",0.0
-"Provide public education and consultation to other professionals or groups regarding counseling services, issues, and methods.",0.0
-Provide quotes for refuse collection contracts.,0.0
-Provide real time data to emergency management and weather service personnel during flood events.,0.0
-"Provide recommendations and solutions in crisis situations such as workplace violence, protests, and demonstrations.",0.0
-Provide reference services and assistance for users needing archival materials.,0.0
-Provide regulatory compliance training to employees.,0.0
-"Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products.",0.8005
-Provide relay service for hearing-impaired users.,0.0
-"Provide remote sensing data for use in addressing environmental issues, such as surface water modeling or dust cloud detection.",0.0
-"Provide repair cost estimates, and recommend whether appliance repair or replacement is a better choice.",0.0
-Provide requested information on students' progress and the development of case plans.,0.0
-Provide responses to regulatory agencies regarding product information or issues.,0.0
-Provide road information to assist motorists.,0.0
-Provide routine physical health screenings to detect or monitor problems such as heart disease and diabetes.,0.0
-Provide sample analysis results to physicians to assist diagnosis.,0.0
-"Provide sample garments to agents and sales representatives, and arrange for showings of sample garments at sales meetings or fashion shows.",0.0
-"Provide scientific direction for project teams regarding the evaluation or handling of devices, drugs, or cells for in vitro and in vivo disease models.",0.0
-"Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.",0.7107
-"Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.",0.0
-Provide security by patrolling interior and exterior of courthouse and escorting judges and other court employees.,0.0
-"Provide services to customers, such as order placement or account information.",1.0
-"Provide shipment status notification to exporters, consignees, or insurers.",0.0
-Provide skin care and nail treatments.,0.0
-Provide social workers with pertinent information gathered during applicant interviews.,0.0
-Provide sonogram and oral or written summary of technical findings to physician for use in medical diagnosis.,0.0
-Provide special services such as alcohol and drug prevention programs and classes that teach students to handle conflicts without resorting to violence.,0.0
-"Provide specialized direct and indirect care to inpatients and outpatients within a designated specialty, such as obstetrics, neurology, oncology, or neonatal care.",0.0
-"Provide specialized services to help patients manage conditions, such as diabetes, asthma, smoking cessation, or high blood pressure.",0.0
-"Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.",0.0
-Provide staff with assistance in performing difficult or complicated duties.,0.0
-"Provide statistical and computational tools for biologically based activities, such as genetic analysis, measurement of gene expression, or gene function determination.",0.0
-Provide statistical modeling advice to other departments.,0.0
-"Provide students course-related experiences, such as field trips, outside the classroom.",0.0
-"Provide students or other technicians and technologists with suggestions of additional views, alternate positioning, or improved techniques to ensure the images produced are of the highest quality.",0.0
-Provide students positive feedback to encourage them and help them develop an appreciation for physical education.,0.0
-"Provide students with information and resources regarding nutrition, weight control, and lifestyle issues.",0.0
-"Provide students with information on topics such as college degree programs and admission requirements, financial aid opportunities, trade and technical schools, and apprenticeship programs.",0.0
-"Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs.",0.0
-"Provide supportive materials for exhibits and displays, such as press kits, advertising, publicity notices, posters, brochures, catalogues, and invitations.",0.0
-Provide system design and integration recommendations.,0.7221
-Provide technical advice and guidance to organizations on how to handle health-related problems and make needed changes.,0.0
-"Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.",0.0
-"Provide technical and non-technical support and services to clients or other staff members regarding the use, operation, and maintenance of equipment.",0.9482
-"Provide technical assistance to installers, technicians, or other solar professionals in areas such as solar electric systems, solar thermal systems, electrical systems, or mechanical systems.",0.0
-"Provide technical assistance to surgeons, surgical nurses, or anesthesiologists.",0.0
-Provide technical consultation or direction related to the development or production of fuel cell systems.,0.0
-Provide technical customer service.,0.9484
-Provide technical direction in the erection or commissioning of hydroelectric equipment or supporting electrical or mechanical systems.,0.0
-"Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.",0.0
-"Provide technical direction or supervision to junior engineers, engineering or computer-aided design (CAD) technicians, or other technical personnel.",0.0
-"Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.",0.0
-Provide technical direction to other engineers or engineering support personnel.,0.0
-"Provide technical engineering support in the planning of projects, such as wastewater treatment plants, to ensure compliance with environmental regulations and policies.",0.0
-Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.,0.7078
-Provide technical expertise or support related to manufacturing.,0.7131
-Provide technical expertise to assist communities in the development or implementation of storm water monitoring or other water programs.,0.0
-Provide technical guidance or support for the development or troubleshooting of systems.,0.6612
-"Provide technical guidance or support to customers on topics such as nanosystem start-up, maintenance, or use.",0.8602
-"Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers.",0.8766
-"Provide technical information about test results to physicians, family members, or researchers.",0.0
-Provide technical or administrative support for sustainability programs or issues.,0.0
-Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development.,0.0
-"Provide technical review of data or reports to be incorporated into regulatory submissions to assure scientific rigor, accuracy, and clarity of presentation.",0.0
-Provide technical supervision regarding traffic control devices to other traffic technicians or laborers.,0.0
-"Provide technical support and services for scientists and engineers working in fields such as agriculture, environmental science, resource management, biology, and health sciences.",0.0
-"Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability.",0.0
-"Provide technical support for existing reports, dashboards, or other tools.",0.9197
-Provide technical support for radio frequency identification device (RFID) technology.,0.0
-Provide technical support for robotic systems.,0.8463
-"Provide technical support for the design, construction, or commissioning of wind farm projects.",0.0
-Provide technical support on water resource or treatment issues to government agencies.,0.0
-Provide technical support or assistance to chemists or engineers.,0.756
-Provide technical support or instruction to staff or customers regarding electronics equipment standards.,0.9107
-"Provide technical support to clients through activities, such as rearranging workplace fixtures to reduce physical hazards or discomfort or modifying task sequences to reduce cycle time.",0.0
-Provide technical support to computer users for installation and use of security products.,0.0
-"Provide technical support to designers, marketing and sales departments, suppliers, engineers and other team members throughout the product development and implementation process.",0.0
-"Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research.",0.0
-Provide technical support to junior staff or clients.,0.7391
-"Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation.",0.0
-"Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.",0.8438
-"Provide technical support to wind field customers, employees, or subcontractors.",0.0
-Provide telephone support related to networking or connectivity issues.,0.0
-Provide terminated employees with outplacement or relocation assistance.,0.0
-Provide test specifications to quality assurance staff.,0.0
-"Provide the musical background for live shows, such as ballets, operas, musical theatre, and cabarets.",0.0
-"Provide therapies such as intralesional steroids, chemical peels, or comodo removal to treat age spots, sun damage, rough skin, discolored skin, or oily skin.",0.0
-"Provide therapies, such as allergen immunotherapy or immunoglobin therapy, to treat immune conditions.",0.0
-"Provide to supervisors oral and written reports of the quality and quantity of work performed by inmates, inmate disturbances and rule violations, and unusual occurrences.",0.0
-"Provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency.",0.0
-"Provide towels and sheets to clients in public baths, steam rooms, and restrooms.",0.0
-"Provide traffic information, such as road conditions, to the public.",0.0
-Provide training and interpretation in the use of methods or procedures for observing and checking controls for geodetic and plane coordinates.,0.0
-Provide training and supervision in therapy techniques and objectives for students or nurses and other medical staff.,0.0
-Provide training and support to system designers and users.,0.0
-"Provide training direction, encouragement, motivation, and nutritional advice to prepare athletes for games, competitive events, or tours.",0.0
-Provide training on hazardous material or waste cleanup procedures and technologies.,0.0
-Provide training or technical assistance in Web site implementation or use.,0.0
-"Provide training related to clinical methods or orthoptics to students, resident physicians, or other health professionals.",0.0
-Provide training to medical students or staff members.,0.0
-"Provide training to recycling technicians or community service workers on topics such as safety, solid waste processing, or general recycling operations.",0.0
-Provide training to subordinate or new employees to improve biofuels plant safety or increase the production of biofuels.,0.0
-Provide training to the public or law enforcement personnel in railroad safety or security.,0.0
-"Provide transcripts of proceedings upon request of judges, lawyers, or the public.",0.0
-"Provide transportation or escort for expeditions, such as shopping trips or visits to doctors or dentists.",0.0
-"Provide treatment to sick or injured animals, or contact veterinarians to secure treatment.",0.0
-Provide urology consultation to physicians or other health care professionals.,0.0
-"Provide user applications or engineering support or recommendations for new or existing equipment with regard to installation, upgrades, or enhancements.",0.6704
-Provide user support by diagnosing network and device problems and implementing technical or procedural solutions.,1.0
-Provide users with technical support for computer problems.,0.9603
-"Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.",0.0
-"Provide veterinarians with the correct equipment or instruments, as needed.",0.0
-Provide vision therapy and low-vision rehabilitation.,0.0
-"Provide visitor services, such as explaining regulations, answering visitor requests, needs and complaints, and providing information about the park and surrounding areas.",0.0
-Provide workers with assistance in performing duties as necessary to meet deadlines.,0.0
-"Provide, find, or arrange for support services, such as child care, homemaker service, prenatal care, substance abuse treatment, job training, counseling, or parenting classes to prevent more serious problems from developing.",0.0
-"Provide, or refer patients to other providers for, education or counseling on topics such as genetic testing, newborn care, contraception, or breastfeeding.",0.0
-"Prune or shear tree tops or limbs to control growth, increase density, or improve shape.",0.0
-"Prune or trim trees, shrubs, or hedges, using shears, pruners, or chain saws.",0.0
-"Prune, cut down, fertilize, and spray trees as directed by tree surgeons.",0.0
-"Pry off loose material from roofs and move it into the paths of machines, using crowbars.",0.0
-"Publicize programs through sources, such as newsletters, bulletins, or mailings.",0.0
-"Publish educational information for other pharmacists, doctors, or patients.",0.0
-Publish engineering reports documenting design details or qualification test results.,0.0
-Publish research findings or present them at conferences and seminars.,0.0
-Pull cable through ducts by hand or with winches.,0.0
-Pull down loose rock that cannot be supported.,0.0
-"Pull extruded fiberglass filaments over sleeves where binding solution is applied, and into grooves of graphite shoes that bind filaments into single strands of sliver.",0.0
-Pull knuckles to open them for coupling.,0.0
-"Pull level and toggle latches to fill molds, to regulate tension on sheeting, and to release mold covers.",0.0
-Pull levers to lift ladle stoppers and to allow molten steel to flow into ingot molds to specified heights.,0.0
-Pull or push track switches to reroute cars.,0.0
-"Pull plies from supply racks, and align plies with edges of drums.",0.0
-Pull tables back against stops and depress pedals to advance cutterheads that shape stock ends.,0.0
-Pull up cable by hand from large reels mounted on trucks.,0.0
-Pull wires through bases of articles and wheels to separate finished pieces.,0.0
-"Pull, push, or pry structural steel members into approximate positions for bolting into place.",0.0
-"Pulverize remaining bone fragments into smaller pieces, using specialized equipment, such as a cremulator or grinder.",0.0
-Pump two or more materials into one tank to blend mixtures.,0.0
-Pump water to clear machinery pipelines.,0.0
-"Punch holes in and fasten paper sheets, signatures, or other material, using hand or machine punches and staplers.",0.0
-Punch holes in light-sensitive plates and insert pins in holes to prepare plates for contact with positive or negative film.,0.0
-"Punch holes in slate, tile, terra cotta, or wooden shingles, using punches and hammers.",0.0
-Purchase advertising space or time as required to promote client's product or agenda.,0.0
-Purchase and maintain equipment to support research projects.,0.0
-Purchase and stock supplies of feed and medicines.,0.0
-"Purchase building and maintenance supplies, equipment, or furniture.",0.0
-"Purchase equipment, materials, or parts.",0.0
-Purchase food in accordance with health and safety codes.,0.0
-Purchase investments for companies in accordance with company policy.,0.0
-"Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.",0.0
-Purchase necessary equipment.,0.0
-Purchase new or used clothing and accessory items as needed to complete designs.,0.0
-Purchase new or used items from online or physical sources for resale via retail or auction Web site.,0.0
-"Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies.",0.8524
-Purchase or rent equipment for solar energy system installation.,0.0
-Purchase or requisition supplies and equipment needed to ensure quality and timely delivery of services.,0.0
-Purchase or sell financial derivatives for customers.,0.0
-"Purchase security-related supplies, equipment, or technology.",0.0
-Purchase supplies or equipment.,0.0
-"Purchase supplies, and arrange for outside services, such as deliveries, laundry, maintenance and repair, and trash collection.",0.0
-Purchase the highest quality merchandise at the lowest possible price and in correct amounts.,0.0
-"Purchase, for further processing or for resale, farm products, such as milk, grains, or Christmas trees.",0.0
-"Purchase, rent, or requisition costumes or other wardrobe necessities.",0.0
-Purge wastes from equipment by connecting equipment to water sources and flushing water through systems.,0.0
-Push and pull irons over surfaces of articles to smooth or shape them.,0.0
-Push controls to close grasping devices on track or rail sections so that they can be raised or moved.,0.0
-Push dice to shooters and retrieve thrown dice.,0.0
-"Push dual control buttons and move controls to start, stop, or adjust machinery and equipment.",0.0
-"Push levers and brake pedals to control gasoline, diesel, electric, or steam draw works that lower and raise drill pipes and casings in and out of wells.",0.0
-"Push or hold workpieces against, under, or through cutting, boring, or shaping mechanisms.",0.0
-"Push or ride cars down slopes, or hook cars to cables and control cable drum brakes, to ease cars down inclines.",0.0
-Push other equipment when extra traction or assistance is required.,0.0
-"Push racks or carts to transfer products to storage, cooling stations, or the next stage of processing.",0.0
-Push roller over surface to embed chips in surface.,0.0
-"Put fishing equipment into the water and anchor or tow equipment, according to the fishing method used.",0.0
-Put in padding and shaping materials.,0.0
-"Put undelivered parcels away, retrieve them when customers come to claim them, and complete any related documentation.",0.0
-Quantify energy consumption to establish baselines for energy use or need.,0.0
-"Question applicants to obtain required information, such as name, address, or age, and record data on prescribed forms.",0.0
-Question callers to determine their locations and the nature of their problems to determine type of response needed.,0.0
-"Question individuals entering secured areas to determine their business, directing and rerouting individuals as necessary.",0.0
-Question individuals or observe persons and establishments to confirm information given to patrol officers.,0.0
-Question patrons regarding desired services and haircut styles.,0.0
-"Question persons to obtain evidence for cases of divorce, child custody, or missing persons or information about individuals' character or financial status.",0.0
-"Quote duty and tax rates on goods to be imported, based on federal tariffs and excise taxes.",0.0
-Quote prices to customers.,0.0
-"Quote prices, credit terms, contract terms, or fulfillment dates for services.",0.0
-"Quote prices, credit terms, or other bid specifications.",0.0
-"Quote unit exchange rates, following daily international rate sheets or computer displays.",0.0
-Radio to flight dispatchers or other personnel to discuss incoming or outgoing aircraft.,0.0
-"Raise and shape clay into wares, such as vases and pitchers, on revolving wheels, using hands, fingers, and thumbs.",0.0
-Raise drawbridges and observe passage of water traffic or lower drawbridges and raise automobile gates.,0.0
-Raise funds for scientific research.,0.0
-Raise levers to couple and uncouple cars for makeup and breakup of trains.,0.0
-"Raise rails, using hydraulic jacks, to allow for tie removal and replacement.",0.0
-Raise specimens for study and observation or for use in experiments.,0.0
-"Raise trucks, buses, and heavy parts or equipment using hydraulic jacks or hoists.",0.0
-"Raise vehicles, using hydraulic jacks.",0.0
-"Raise, lower, or position equipment, tools, and materials, using hoist, hand line, or block and tackle.",0.0
-"Rake, mulch, and compost leaves.",0.0
-"Rate behavior of inmates, promoting acceptable attitudes and behaviors to those with low ratings.",0.0
-Ravel seams that connect cloth ends when processing is completed.,0.0
-Raze buildings or salvage useful materials.,0.0
-"Re-sew seams, and replace handles and linings of suitcases or handbags.",0.0
-"Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.",0.0
-"Read and analyze incoming memos, submissions, and reports to determine their significance and plan their distribution.",0.0
-"Read and analyze specifications, schedules, logs, test results, and laboratory recommendations to determine how to set equipment controls to produce the required qualities and quantities of products.",0.0
-"Read and analyze work orders and specifications to determine locations of subject material, work procedures, sequences of operations, and machine setups.",0.0
-Read and effectively interpret small-scale maps and information from a computer screen to determine locations and provide directions.,1.0
-"Read and interpret assembly blueprints or specifications manuals, and plan assembly or building operations.",0.0
-"Read and interpret blueprints or drawings of parts to be cast or patterns to be made, compute dimensions, and plan operational sequences.",0.0
-"Read and interpret blueprints or specifications to determine size, shape, color, type, or thickness of glass, location of framing, installation procedures, or staging or scaffolding materials required.",0.0
-"Read and interpret blueprints to determine the layout of system components, frameworks, and foundations, and to select installation equipment.",0.0
-"Read and interpret blueprints, schematics, work specifications, drawings, or charts.",1.0
-"Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.",0.9792
-"Read and interpret electronic circuit diagrams, function block diagrams, specifications, engineering drawings, and service manuals.",0.0
-"Read and interpret engineering drawings, diagrams, instructions, or specifications to determine needed repairs, fabrication method, and operation sequence.",0.0
-Read and interpret instruction manuals or technical drawings related to biomass-fueled power or biofuels production equipment or processes.,0.0
-"Read and interpret maintenance manuals, service bulletins, and other specifications to determine the feasibility and method of repairing or replacing malfunctioning or damaged components.",0.0
-Read and interpret maps to determine vehicle routes.,0.0
-Read and interpret pilots' descriptions of problems to diagnose causes.,0.0
-"Read and interpret schematic drawings, diagrams, blueprints, specifications, work orders, or reports to determine materials requirements or assembly instructions.",0.9687
-"Read and interpret work orders and instructions to determine work assignments, process specifications, and production schedules.",0.0
-Read and review concerns of constituents or the general public and determine if governmental action is necessary.,0.0
-Read and review project blueprints and structural specifications to determine dimensions of structure or system and material requirements.,0.0
-Read and study reports in order to compile information and data for geological and geophysical prospecting.,0.0
-Read and study story lines and musical scores to determine how to translate ideas and moods into dance movements.,0.0
-"Read and understand operating manuals, blueprints, and technical drawings.",0.0
-"Read automatic gauges at specified intervals to determine the flow rate of oil into or from tanks, and the amount of oil in tanks.",0.0
-Read bills of lading to determine assignment details.,0.0
-Read blueprints and specifications to determine component parts and assembly sequences of electromechanical units.,0.0
-Read blueprints and specifications to determine job requirements.,0.9667
-Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.,0.0
-"Read blueprints or other specifications to determine methods of installation, work procedures, or material or tool requirements.",0.0
-"Read blueprints, and select appropriate insulation, based on space characteristics and the heat retaining or excluding characteristics of the material.",0.0
-"Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.",0.0
-"Read blueprints, drawings, or written specifications to determine sizes and shapes of patterns and required machine setups.",0.0
-"Read blueprints, drawings, or written specifications, and consult with designers to determine sizes and shapes of patterns and required machine setups.",0.0
-"Read blueprints, illustrations, or specifications to determine layouts, sequences of operations, or identities or relationships of parts.",0.9816
-"Read blueprints, schematics, diagrams, or technical orders to determine methods and sequences of assembly.",0.0
-"Read blueprints, schematics, diagrams, or technical orders.",0.0
-"Read blueprints, wiring diagrams, schematic drawings, or engineering instructions for assembling electronics units, applying knowledge of electronic theory and components.",0.0
-"Read blueprints, work orders, or production schedules to determine product or job instructions or specifications.",0.0
-Read books to entire classes or small groups.,0.0
-Read books to entire classes or to small groups.,0.0
-"Read catalogs, microfiche viewers, or computer displays to determine replacement part stock numbers and prices.",0.0
-"Read charts and compute ratios to determine variables such as lighting, shutter angles, filter factors, and camera distances.",0.0
-"Read copy or proof to detect and correct errors in spelling, punctuation, and syntax.",0.0
-Read corrected copies or proofs to ensure that all corrections have been made.,0.0
-"Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.",0.8312
-"Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of industry research about new technologies.",0.0
-"Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.",0.0
-"Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new technology or competitive products.",0.0
-"Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in acute care.",0.0
-"Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in audiology.",0.7239
-"Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in dermatology.",0.7239
-"Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics.",0.7239
-"Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in neuropsychology.",0.7239
-"Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in nursing.",0.0
-"Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.",0.0
-"Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in technology, equipment, or systems.",0.0
-"Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in the field.",0.7239
-"Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in endoscopy.",0.7239
-"Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in genetics.",0.8329
-"Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in midwifery.",0.7239
-"Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in nursing.",0.0
-"Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in pathology.",0.7239
-"Read current literature, talk with colleagues, participate in educational programs, attend meetings or workshops, or participate in professional organizations or conferences to keep abreast of developments in the manufacturing field.",0.0
-"Read current scientific or trade literature to stay abreast of scientific, industrial, or technological advances.",0.8149
-"Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.",0.0
-"Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance.",0.0
-Read dials or meters to verify that equipment is functioning at specified levels.,0.0
-Read documentation to confirm the identity of the deceased.,0.0
-Read documents on pleadings and motions to ascertain facts and issues.,1.0
-Read draft markings to determine depths of vessels in water.,0.0
-"Read electric, gas, water, or steam consumption meters and enter data in route books or hand-held computers.",0.0
-"Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions.",0.0
-"Read from sacred texts, such as the Bible, Torah, or Koran.",0.0
-"Read from scripts or books to narrate action or to inform or entertain audiences, utilizing few or no stage props.",0.0
-"Read gas meters, and maintain records of the amounts of gas received and dispensed from holders.",0.0
-"Read gauges or charts, and record data obtained.",0.9848
-"Read gauges to verify sufficient levels of hydraulic fluid, air pressure, or oxygen.",0.0
-Read incoming correspondence to ascertain nature of writers' concerns and to determine disposition of correspondence.,1.0
-"Read inventory records, customer orders, or shipping schedules to determine required activities.",0.0
-Read job orders and inspect workpieces to determine work procedures and materials required.,0.0
-"Read job orders to determine the type of work to be done, the quantities to be produced, and the materials needed.",0.0
-"Read logsheets to determine product demand and disposition, or to detect malfunctions.",0.0
-"Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.",0.8945
-Read maps and follow written and verbal geographic directions.,0.0
-Read maps and follow written or verbal geographic directions.,0.0
-Read maps to plan bus routes.,0.0
-"Read material to determine index items and arrange them alphabetically or topically, indicating page or chapter location.",1.0
-Read news flashes to inform audiences of important events.,0.0
-"Read news, read or record public service and promotional announcements, or perform other on-air duties.",0.0
-Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.,0.0
-"Read orders to ascertain catalog numbers, sizes, colors, and quantities of merchandise.",0.0
-"Read plans, instructions, or specifications to determine work activities.",0.9461
-"Read plant specifications to determine products, ingredients, or prescribed modifications of plant procedures.",0.0
-"Read prescription, measure arterial blood gases, and review patient information to assess patient condition.",0.0
-Read prescriptions or specifications and examine models or impressions to determine the design of dental products to be constructed.,0.0
-Read prescriptions or specifications to determine the type of product or device to be fabricated and the materials and tools required.,0.0
-"Read prescriptions or specifications, and take measurements to establish the type of product to be made, using calipers, tape measures, or rules.",0.0
-Read pressure and temperature gauges or displays and record data in engineering logs.,0.0
-"Read production and delivery schedules, and confer with supervisors, to determine sorting and transfer procedures, arrangement of packages on pallets, and destinations of loaded pallets.",0.0
-Read production orders to determine types and sizes of items scheduled for printing and mailing.,0.0
-"Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated.",0.0
-Read production schedules to determine setups of equipment and machines.,0.0
-"Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.",0.0
-"Read publications, attend showings, and study competing products and design styles and motifs to obtain perspective and generate design concepts.",0.8335
-"Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.",0.0
-"Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.",0.0
-Read scripts and confer with producers to determine the types and numbers of performers required for a given production.,0.9414
-Read scripts and consult directors and other production staff to develop design concepts and plan productions.,0.9206
-"Read scripts to determine location, set, and design requirements.",0.0
-Read search requests to ascertain types of title evidence required and to obtain descriptions of properties and names of involved parties.,0.0
-Read service guides to find information needed to perform repairs.,0.0
-"Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners.",1.0
-"Read specifications or blueprints to determine the locations, quantities, or sizes of materials required.",0.8771
-Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.,0.0
-"Read specifications, blueprints, and work orders to determine setups, temperatures, and time settings required to mold, form, or cast plastic materials, as well as to plan production sequences.",0.0
-"Read specifications, such as blueprints, charts, or schematics, to determine machine settings or adjustments.",0.9493
-"Read specifications, such as blueprints, to determine construction requirements or to plan procedures.",1.0
-"Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.",0.0
-Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices.,0.6619
-"Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support.",0.9733
-"Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.",0.0
-"Read through contracts, regulations, and procedural guidelines to ensure comprehension and compliance.",0.0
-"Read to children and teach them simple painting, drawing, handicrafts, and songs.",0.0
-"Read trade journals and professional literature to stay informed on trends, innovations, and changes that affect media planning.",0.0
-"Read trade magazines and technical manuals, or attend conferences and seminars to maintain knowledge of hardware and software.",0.0
-"Read trade publications, attend seminars, and consult with other meeting professionals to keep abreast of meeting management standards and trends.",0.0
-Read work orders and communicate with coworkers to determine machine and equipment settings and adjustments and supply and product specifications.,0.0
-Read work orders and specifications to determine machines and equipment requiring repair or maintenance.,0.0
-Read work orders or blueprints to determine specified tolerances and sequences of operations for machine setup.,0.0
-Read work orders or examine parts to determine parts or sections of products to be produced.,0.0
-"Read work orders or production schedules to determine specifications, such as materials to be used, locations of cutting lines, or dimensions and tolerances.",0.0
-Read work orders or receive instructions from supervisors or homeowners to determine work requirements.,0.0
-Read work orders or receive oral instructions to determine work assignments or material or equipment needs.,0.0
-"Read work orders to determine dimensions, cutting locations, and quantities to cut.",0.0
-Read work orders to determine instructions and specifications for machine set-up.,0.0
-Read work orders to determine production specifications and information.,0.0
-Read work orders to determine production specifications or information.,0.0
-"Read work orders to determine quantities and types of products to be baked, dried, or roasted.",0.0
-"Read work orders to determine required processes, techniques, materials, or equipment.",0.0
-"Read work orders, and apply knowledge and experience with materials to determine types and amounts of materials required to cover workpieces.",0.0
-"Read work orders, blueprints, plans, datasheets or site drawings to determine work to be done.",0.0
-"Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.",0.0
-"Read worker logs, product processing sheets, or specification sheets to verify that records adhere to quality assurance specifications.",0.0
-Read written instructions or confer with supervisors about schedules and materials to be moved.,0.0
-"Read written materials, such as legal documents, scientific works, or news reports, and rewrite material into specified languages.",0.8909
-"Read, evaluate and edit manuscripts or other materials submitted for publication, and confer with authors regarding changes in content, style or organization, or publication.",0.0
-Reassemble and test equipment after repairs.,0.0
-Reassemble and test subassembly units.,0.0
-Reassemble engines after repair or maintenance work is complete.,0.0
-Reassemble engines following repair or inspection and reinstall engines in aircraft.,0.0
-"Reassemble equipment after completion of inspections, testing, or repairs.",0.0
-Reassemble frames and reinstall engines after repairs.,0.0
-"Reassemble instruments following repair, using hand tools and power tools and glue, hair, yarn, resin, or clamps, and lubricate instruments as necessary.",0.0
-Reassemble machines after making repairs or replacing parts.,0.0
-Reassemble machines after the completion of repair or maintenance work.,0.0
-"Reassemble machines and equipment following repair, testing operation and making adjustments, as necessary.",0.0
-"Reassemble repaired electric motors to specified requirements and ratings, using hand tools and electrical meters.",0.0
-"Reassemble repaired equipment, and solder top, front, and back case panels in place, using soldering guns, power tools, and hand tools.",0.0
-"Reassemble timepieces, replacing glass faces and batteries, before returning them to customers.",0.0
-Reassemble tires onto wheels.,0.0
-"Reassemble units after repairs are made, making adjustments and cleaning and lubricating parts as needed.",0.0
-"Reassure passengers when situations, such as turbulence, are encountered.",0.0
-Rebuild gas or diesel engines.,0.0
-"Rebuild or replace linings, wire sections, or missing teeth to repair dentures.",0.0
-"Rebuild parts, such as crankshafts and cylinder blocks.",0.0
-"Rebuild, repair, or replace biofuels processing equipment components.",0.0
-"Receive and count daily inventories of cash, drafts, and travelers' checks.",0.0
-"Receive and count stock items, and record data manually or on computer.",0.0
-Receive and fill telephone orders for parts.,0.0
-Receive and inspect raw materials.,0.0
-"Receive and mark articles for laundry or dry cleaning with identifying code numbers or names, using hand or machine markers.",0.0
-Receive and mark baggage by completing and attaching claim checks.,0.0
-Receive and place telephone calls.,0.0
-"Receive and post weather information and flight plan data, such as air routes or arrival and departure times.",0.0
-"Receive and process advance registration payments, mail letters of confirmation, or return checks when registrations cannot be accepted.",0.0
-Receive and process customer payments.,0.0
-"Receive and process payments from customers, using electronic transaction services.",0.0
-Receive and record patrons' dining reservations.,0.0
-Receive and respond to customer complaints.,1.0
-"Receive and route messages or documents, such as laboratory results, to appropriate staff.",0.0
-Receive and screen telephone calls and visitors.,0.0
-"Receive and store food supplies, equipment, and utensils in refrigerators, cupboards, and other storage areas.",0.0
-"Receive and store incoming supplies, verify quantities against invoices, check for outdated medications in current inventory, and inform supervisors of stock needs and shortages.",0.0
-Receive and store supplies.,0.0
-Receive assignments or evaluate leads or tips to develop story ideas.,0.0
-Receive cash and checks and make deposits.,0.0
-"Receive charge slips or credit applications by mail, or receive information from salespeople or merchants by telephone.",0.9771
-"Receive checks and cash for deposit, verify amounts, and check accuracy of deposit slips.",0.0
-"Receive incoming telephone or alarm system calls regarding emergency and non-emergency police and fire service, emergency ambulance service, information, and after-hours calls for departments within a city.",0.0
-Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.,0.0
-Receive instructions from coaches or other sports staff prior to events and discuss performance afterwards.,0.0
-"Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.",0.0
-Receive instructions from steam engineers regarding steam plant and air compressor operations.,0.0
-"Receive letters and parcels, and place mail into bags.",0.0
-"Receive messages or materials to be delivered, and information on recipients, such as names, addresses, telephone numbers, and delivery instructions, communicated via telephone, two-way radio, or in person.",0.0
-"Receive mortgage, loan, or public utility bill payments, verifying payment dates and amounts due.",0.0
-Receive or prepare work orders.,0.0
-Receive or usher people to their seats for services.,0.0
-Receive oral or written instructions from yardmasters or yard conductors indicating track assignments and cars to be switched.,0.0
-"Receive orders for services, such as rentals, repairs, dry cleaning, and storage.",0.0
-Receive outage calls and request necessary personnel during power outages or emergencies.,0.0
-"Receive patients, schedule appointments, and maintain patient records.",1.0
-Receive payment and record receipts for services.,0.0
-"Receive payment by cash, check, credit cards, vouchers, or automatic debits.",0.0
-Receive payment or obtain credit authorization.,0.0
-Receive payments and post amounts paid to customer accounts.,0.0
-"Receive starting signals from conductors and use controls such as throttles or air brakes to drive electric, diesel-electric, steam, or gas turbine-electric locomotives.",0.0
-Receive written or oral instructions regarding material movement or excavation.,0.0
-Receive written prescription or refill requests and verify that information is complete and accurate.,0.0
-"Receive, examine, and tag articles to be altered, cleaned, stored, or repaired.",0.0
-"Receive, inspect, and store meat upon delivery to ensure meat quality.",0.0
-"Receive, record, and authorize requests for disbursements in accordance with company policies and procedures.",0.0
-"Receive, record, and bank cash, checks, and vouchers.",0.0
-"Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.",0.0
-"Receive, set up, test, or decontaminate equipment.",0.0
-"Receive, store, and inventory pharmaceutical supplies or medications, check for out-of-date medications, and notify pharmacist when inventory levels are low.",0.0
-"Receive, store, or deliver luggage or mail.",0.0
-"Receive, transmit, and control message traffic.",0.0
-"Receive, unload, open, unpack, or issue sales floor merchandise.",0.0
-"Receive, verify, and record patrons' cash wagers.",0.0
-"Recognize and report abnormalities in the color, size, shape, composition, or pattern of cells.",0.7239
-"Recognize or treat complications during and after procedures, including blood pressure problems, pain, oversedation, or bleeding.",0.0
-"Recognize, set up, and operate hand and power tools common to the welding trade, such as shielded metal arc and gas metal arc welding equipment.",0.0
-"Recommend Web site improvements, and develop budgets to support recommendations.",0.0
-Recommend acceptance or rejection of compromise settlement offers.,0.0
-Recommend actions in fraud cases.,0.0
-"Recommend actions related to historical art, such as which items to add to a collection or which items to display in an exhibit.",0.0
-"Recommend actions to ensure compliance with laws and regulations, or to protect solvency of institutions.",0.0
-Recommend adjudication of product complaints.,0.0
-"Recommend and arrange for diagnostic procedures, such as blood chemistry tests, saliva tests, x-rays, or other imaging procedures.",0.0
-"Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance.",0.0
-"Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services.",0.0
-"Recommend and implement measures to improve worker motivation, work methods, or customer services.",0.0
-Recommend and implement performance improvements.,0.0
-Recommend and provide advice on a wide variety of products and services.,0.9431
-"Recommend and sell lotions, tonics, or other cosmetic supplies.",0.0
-"Recommend and write up specifications for changes in hardware, such as house wiring.",0.0
-"Recommend appropriate mobility devices or systems, such as human guides, dog guides, long canes, electronic travel aids (ETAs), and other adaptive mobility devices (AMDs).",0.0
-Recommend appropriate penitentiary for initial placement of an offender.,0.0
-"Recommend appropriate sizes and formats for advertising, depending on medium used.",0.0
-"Recommend approval, denial, or conditional approval of proposals.",0.0
-Recommend assistive devices according to patients' needs or nature of impairments.,0.0
-"Recommend best crop varieties or seeding rates for specific field areas, based on analysis of geospatial data.",0.0
-Recommend best fuel for specific sites or circumstances.,0.0
-"Recommend changes in patients' work or living environments, consistent with their needs and capabilities.",0.0
-"Recommend changes in rules, policies, standards, and regulations, based on knowledge of operating conditions, aircraft improvements, and other factors.",0.0
-Recommend changes in working conditions or equipment used to increase crew efficiency.,0.0
-Recommend changes that could improve service and increase operational efficiency.,0.6657
-Recommend changes to company procedures in response to changes in regulations or standards.,0.0
-"Recommend changes to curricula or delivery methods, based on information such as instructional effectiveness data, current or future performance requirements, feasibility, and costs.",0.0
-"Recommend changes to fire prevention, inspection, and fire code endorsement procedures.",0.0
-"Recommend changes to improve systems and network configurations, and determine hardware or software requirements related to such changes.",0.6963
-"Recommend collective bargaining strategies, goals, or objectives.",0.0
-Recommend corrective measures to be applied based on results of environmental contaminant analyses.,0.0
-Recommend corrective or preventive actions to assure or improve product quality or reliability.,0.0
-Recommend cyber defense software or hardware to support responses to cyber incidents.,0.0
-Recommend data-driven solutions to key stakeholders.,0.0
-"Recommend design changes or upgrades of microfilming, film-developing, or photographic equipment.",0.0
-Recommend design modifications to eliminate machine or system malfunctions.,0.8282
-"Recommend diagnostic or therapeutic interventions with attention to safety, cost, invasiveness, simplicity, acceptability, adherence, and efficacy.",0.0
-Recommend diagnostic tests based on patients' histories and physical examination findings.,0.0
-"Recommend disposal of excess, defective, or obsolete stock.",0.0
-"Recommend educational materials or resources to clients on matters, such as financial planning, budgeting, or credit.",0.0
-Recommend energy-efficient technologies or alternate energy sources.,0.0
-"Recommend environmentally responsible investments, such as cleantech, alternative energy, or conservation technologies, companies, or funds.",0.0
-Recommend equipment modifications or new equipment purchases.,0.0
-"Recommend financial products, such as stocks, bonds, mutual funds, or insurance.",0.971
-"Recommend improved materials or machinery to customers, documenting how such changes will lower costs or increase production.",0.0
-"Recommend improvements in loss prevention programs, staffing, scheduling, or training.",0.0
-"Recommend improvements in products, packaging, shipping, service, or billing methods and procedures to prevent future problems.",0.0
-Recommend improvements in security systems or procedures.,0.0
-Recommend improvements to existing or planned logistics processes.,0.0
-Recommend information security enhancements to management.,0.0
-Recommend interventions to modify behavior associated with health risks.,0.0
-"Recommend investments and investment timing to companies, investment firm staff, or the public.",1.0
-Recommend legal or administrative action to protect government property.,0.0
-Recommend loan amounts based on the value of property being used as collateral.,0.0
-"Recommend locations for new facilities, or oversee the remodeling or renovating of current facilities.",0.0
-"Recommend mark-up rates, mark-down rates, or merchandise selling prices.",0.0
-Recommend materials for reliable performance in various environments.,0.0
-Recommend measures for improving work procedures and worker performance to increase service quality and enhance job safety.,0.0
-"Recommend measures to help protect workers from potentially hazardous work methods, processes, or materials.",0.0
-Recommend merchandise or services that will meet customers' needs.,1.0
-"Recommend methods for improving utilization of personnel, material, and utilities.",0.0
-Recommend methods to increase lifestyle physical activity.,0.0
-Recommend methods to protect the environment or minimize environmental damage from industrial production practices.,0.0
-Recommend methods to reduce potential financial fraud losses.,0.0
-"Recommend modifications to products, packaging, production processes, or other characteristics to improve the environmental soundness or sustainability of products.",0.0
-"Recommend necessary corrective actions, based on inspection results.",0.0
-Recommend new equipment or software packages.,0.7628
-Recommend new or improved processes or equipment to reduce risk exposure.,0.0
-"Recommend new or revised policies, procedures, or regulations to support water resource or conservation goals.",0.0
-Recommend new remote sensing hardware or software acquisitions.,0.0
-Recommend new systems and processes to improve operations.,0.7745
-Recommend optical or optic equipment design or material changes to reduce costs or processing times.,0.0
-"Recommend or approve new program or service offerings to promote wellness and fitness, produce revenues, or minimize costs.",0.0
-"Recommend or arrange appropriate merchandise packing methods, according to climate, terrain, weight, nature of goods, or costs.",0.0
-"Recommend or arrange for additional services, such as painting, repair work, renovations, and the replacement of furnishings and equipment.",0.0
-Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services.,0.0
-"Recommend or execute personnel actions, such as hirings, evaluations, or promotions.",0.0
-Recommend or implement changes to fuel cell system designs.,0.0
-"Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.",0.0
-"Recommend or implement methods to monitor, evaluate, or enable resolution of safety, operations, or compliance interruptions.",0.0
-"Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions.",0.0
-"Recommend or initiate personnel actions, such as hires, promotions, transfers, discharges, or disciplinary measures.",0.0
-"Recommend or initiate personnel actions, such as promotions, transfers, or disciplinary measures.",0.0
-Recommend or purchase needed art supplies or equipment.,0.0
-"Recommend personnel actions related to disciplinary procedures, performance, leaves of absence, and grievances.",0.0
-Recommend personnel actions related to programs and services.,0.0
-"Recommend preservation procedures, such as control of temperature and humidity, to curatorial and building staff.",0.0
-"Recommend preventive measures to be taken in the handling of nuclear technology, based on data obtained from operations monitoring or from evaluation of test results.",0.0
-"Recommend procedures for detection, prevention, and elimination of physical, chemical, or other product hazards.",0.0
-"Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.",0.0
-"Recommend process formulas, instrumentation, or equipment specifications, based on results of bench or pilot experimentation.",0.0
-"Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.",0.0
-"Recommend product or component design improvements, based on test data or observations.",0.0
-Recommend product or service improvements to employers.,0.0
-"Recommend products to customers, based on customers' needs and interests.",1.0
-"Recommend purchase of equipment to control dust, temperature, and humidity in area of system installation.",0.0
-"Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.",0.0
-Recommend purchase of storage equipment and design area layout to locate equipment in space available.,0.0
-Recommend remedial action or initiate court action in response to noncompliance with terms of probation or parole.,0.0
-Recommend remedial procedures to correct any violations found during inspections.,0.0
-"Recommend repair or design modifications of electronics components or systems, based on factors such as environment, service, cost, or system capabilities.",0.0
-"Recommend replacement, repair, or modification of aircraft equipment.",0.0
-Recommend resolution of identified deviations from established product or process standards.,0.0
-Recommend revisions in hunting and trapping regulations or in animal management programs so that wildlife balances or habitats can be maintained.,0.0
-Recommend shipping solutions to minimize cost or environmental impacts.,0.0
-"Recommend special diets to improve athletes' health, increase their stamina, or alter their weight.",0.0
-"Recommend specific lenses, lens coatings, and frames to suit client needs.",0.0
-"Recommend strategies for clients to meet their financial goals, such as borrowing money through loans or loan programs, declaring bankruptcy, making budget adjustments, or enrolling in debt management plans.",0.9015
-Recommend surgeons or surgical procedures.,0.0
-Recommend temporary foster care and advise foster or adoptive parents.,0.0
-"Recommend tests or testing conditions in accordance with designs, customer requirements, or industry standards to ensure test validity.",0.0
-"Recommend the acceptance or rejection of claims or compromise settlements according to laws, regulations, policies, and precedent decisions.",0.0
-Recommend the use of utility or energy services that minimize carbon footprints.,0.0
-Recommend the use of vitamin and mineral supplements to enhance the health of patients and children.,0.0
-"Recommend to clients strategies in cash management, insurance coverage, investment planning, or other areas to help them achieve their financial goals.",0.0
-"Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.",0.0
-Recommend treatment and prevention methods for pest problems to clients.,0.0
-Recommend type of packing or labeling needed on order.,0.0
-Recommend vendors and monitor their work.,0.0
-Recommend ways to control or reduce risk.,0.0
-"Recommend weatherization techniques to clients in accordance with needs and applicable energy regulations, codes, policies, or statutes.",0.0
-"Recommend woods, colors, finishes, and furniture styles, using knowledge of wood products, fashions, and styles.",0.0
-"Recommend workplace changes to improve health and safety, using knowledge of potentially harmful factors, such as heavy loads or repetitive motions.",0.0
-"Recommend, develop, or perform preventive or general maintenance procedures, such as cleaning, power-washing, or vacuuming equipment, oiling parts, or changing filters.",0.0
-"Recommend, order, or authorize purchase of instructional materials, supplies, equipment, and visual aids designed to meet student educational needs and district standards.",0.0
-"Recommend, select, and help locate or obtain merchandise based on customer needs and desires.",0.9936
-Reconcile daily summaries of transactions to balance books.,0.0
-Reconcile or note and report discrepancies found in records.,0.0
-Reconcile records of bank transactions.,0.0
-"Recondition and replace parts, pistons, bearings, gears, and valves.",0.0
-"Recondition displacement type gas meters and governors, fabricating, machining, or modifying parts needed for repairs.",0.0
-Reconstruct crime scenes to determine relationships among pieces of evidence.,0.0
-Record address changes and redirect mail for those addresses.,0.0
-Record adverse event and side effect data and confer with investigators regarding the reporting of events to oversight agencies.,0.0
-Record amounts and types of special food items served to customers.,0.0
-"Record and compile operating data, instrument readings, documentation, and results of laboratory analyses.",1.0
-"Record and compile operational data by completing and maintaining forms, logs, or reports.",1.0
-"Record and compile operational data, such as chart or meter readings, power demands, or usage and operating times, using transmission system maps.",0.0
-"Record and edit audio material, such as movie soundtracks, using audio recording and editing equipment.",0.0
-Record and edit the minutes of meetings and distribute to appropriate officials or staff members.,0.8937
-"Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.",0.0
-"Record and interpret test data on parts, assemblies, and mechanisms.",0.0
-Record and maintain all vital and fiscal records and accounts.,0.0
-"Record and maintain files or records of customer requests, work or services performed, charges, expenses, inventory, or other dispatch information.",0.0
-"Record and maintain information on clients, vendors, and travel packages.",0.0
-"Record and maintain patient information, such as vital signs, eating habits, behavior, progress notes, treatments, or discharge plans.",0.0
-"Record and maintain production data, such as meter readings, and quantities, types, and dimensions of materials produced.",0.0
-Record and process results of procedures.,1.0
-"Record and report demonstration-related information, such as the number of questions asked by the audience or the number of coupons distributed.",0.0
-"Record and report information about mileage or track inspected, repairs performed, and equipment requiring replacement.",0.0
-"Record and report job-related activities, findings, transactions, violations, discrepancies, and decisions.",0.0
-"Record and report time, materials, faults, deficiencies, or other unusual occurrences on work orders.",0.0
-Record and review patient medical histories.,0.7239
-"Record and store suitable images, using camera unit connected to the ultrasound equipment.",0.0
-"Record and verify seal numbers from boxcars containing frequently pilfered items, such as cigarettes or liquor, to detect tampering.",0.0
-"Record animal characteristics such as weights, growth patterns, and diets.",0.0
-"Record applications for loan and credit, loan information, and disbursements of funds, using computers.",0.0
-"Record athletes' medical care information, and maintain medical records.",0.0
-"Record athletes' medical histories, and perform physical examinations.",0.0
-Record bus routes.,0.0
-"Record case dispositions, court orders, or arrangements made for payment of court fees.",0.0
-"Record casino exchange transactions, using cash registers.",0.0
-Record commercials for later broadcast.,0.0
-"Record conditions of cars, and repair and maintenance work performed or to be performed.",0.0
-"Record dance movements and their technical aspects, using a technical understanding of the patterns and formations of choreography.",0.0
-Record data about individual trees or load volumes into tally books or hand-held collection terminals.,0.0
-"Record data for each employee, including such information as addresses, weekly earnings, absences, amount of sales or production, supervisory reports on performance, and dates of and reasons for terminations.",0.0
-"Record data from operations, testing, and production on specified forms.",0.989
-"Record data in ships' logs, such as weather conditions or distances traveled.",0.0
-"Record data pertaining to experimentation, research, or animal care.",0.0
-"Record departure and arrival times, messages, tickets and revenue collected, and passenger accommodations and destinations.",0.0
-Record depositions and other proceedings for attorneys.,0.0
-"Record details about freight conditions, handling of freight, and any problems encountered.",0.0
-"Record details of attendance, sales, receipts, reservations, or repair activities.",0.0
-"Record details of calls, dispatches, and messages.",0.0
-Record details of machine malfunctions.,0.0
-Record details of repairs made and parts used.,0.0
-Record drilling progress and geological data.,0.0
-"Record employee information, such as exemptions, transfers, and resignations, to maintain and update payroll records.",0.0
-"Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices.",0.0
-Record facts to prepare reports that document incidents and activities.,1.0
-Record food and fluid intake and output.,0.0
-"Record gauge readings, materials used, processing times, or test results in production logs.",0.0
-"Record gauge readings, test results, and shift production in log books.",0.0
-"Record grade or identification numbers on tags or on shipping, receiving, or sales sheets.",0.0
-"Record guest comments or complaints, referring customers to managers as necessary.",0.0
-Record height or weight of patients.,0.0
-"Record in log books information, such as flight times, distances flown, and fuel consumption.",0.0
-Record information about any baggage that sets off alarms in monitoring equipment.,0.0
-"Record information about crops, such as pesticide use, yields, or costs.",0.0
-Record information about financial status of customers and status of collection efforts.,0.951
-Record information about plants and plant growth.,0.0
-Record information about work completed and machine settings.,0.0
-"Record information relating to animal genealogy, feeding schedules, appearance, behavior, or breeding.",0.0
-"Record information, such as cash receipts and ticket fares, and maintain log book.",0.0
-"Record information, such as items received and delivered and recipients' responses to messages.",0.0
-"Record information, such as personnel, production, or operational data on specified forms or reports.",0.0
-"Record information, such as prisoner identification, charges, and incidents of inmate disturbance, keeping daily logs of prisoner activities.",0.0
-"Record information, such as the number of products tested, meter readings, or dates and times of product production.",1.0
-"Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.",0.0
-Record instrument readings and operational changes in operating logs.,0.0
-"Record laboratory or field data, including numerical data, test results, photographs, or summaries of visual observations.",1.0
-"Record license numbers of vehicles disregarding traffic signals, and report infractions to appropriate authorities.",0.0
-Record logs of recycled materials or waste chemicals removed from products.,0.0
-Record maintenance and repair work performed on appliances.,0.0
-"Record maintenance information, including test results, material usage, and repairs made.",0.0
-"Record manufacturing information, such as quantities, sizes, or types of goods produced.",0.0
-"Record messages, suggesting rewording for clarity or conciseness.",0.8297
-"Record meter readings and installation data on meter cards, work orders, or field service orders, or enter data into hand-held computers.",0.0
-Record mill production on schedule sheets.,0.0
-"Record names, addresses, purchases, and reactions of prospects contacted.",0.0
-"Record names, types, and destinations of vessels passing through bridge openings or locks, and numbers of trains or vehicles crossing bridges.",0.0
-Record needed sounds or obtain them from sound effects libraries.,0.0
-"Record numbers of cars available, numbers of cars sent to repair stations, and types of service needed.",0.0
-"Record numbers of containers stored at disposal sites, specifying amounts or types of equipment or waste disposed.",0.0
-"Record numbers of units handled or moved, using daily production sheets or work tickets.",0.0
-"Record operating data such as products and quantities pumped, gauge readings, and operating times, manually or using computers.",0.0
-"Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times.",0.0
-"Record operating data, such as process conditions, test results, or instrument readings.",0.0
-"Record operating data, such as the results of surveillance tests.",0.0
-Record operational data on specified forms.,1.0
-"Record operational data on tags, and attach tags to machines.",0.0
-"Record operational data, personnel attendance, or meter and gauge readings on specified forms.",0.0
-"Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.",0.0
-"Record operational data, such as temperatures, pressures, ingredients used, processing times, or test results.",0.0
-Record operational information on specified production reports.,0.0
-Record operational or production data on specified forms.,1.0
-"Record or compile test results or prepare graphs, charts, or reports.",0.0
-Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems.,0.0
-"Record or report operational data, such as readings on meters, instruments, and gauges.",0.0
-"Record orders for changes in ship speed or direction, and note gauge readings or test data, such as revolutions per minute or voltage output, in engineering logs or bellbooks.",0.0
-"Record parts or materials used and order or requisition new parts or materials, as necessary.",0.0
-"Record patient information, such as radiation doses administered, in patient records.",0.0
-Record patients' health histories.,0.7239
-"Record patients' medical history, vital statistics, or information such as test results in medical records.",0.0
-Record patients' medical information and vital signs.,0.0
-Record product and processing data on specified forms.,0.0
-"Record product, packaging, and order information on specified forms and records.",0.0
-Record production and operational data on specified forms.,0.7239
-"Record production and operational data, such as amount of materials processed.",0.0
-"Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.",0.0
-"Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.",0.0
-Record production data such as numbers and types of bobbins wound.,0.0
-"Record production data such as weights, types, quantities, and storage locations of materials, as well as equipment performance problems and downtime.",0.0
-"Record production data, and maintain production logs.",0.0
-"Record production data, including volume produced, consumption of raw materials, or quality control measures.",0.0
-"Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.",0.0
-"Record production information such as fabric yardage processed, temperature readings, fabric tensions, and machine speeds.",0.0
-Record production or operational data on specified forms.,1.0
-Record production output.,0.0
-"Record production, operational, and personnel data on specified forms.",0.7239
-"Record production, repair, and machine maintenance information.",0.0
-"Record prognosis, treatment, response, and progress in patient's chart or enter information into computer.",0.0
-"Record progress of investigation, maintain informational files on suspects, and submit reports to commanding officer or magistrate to authorize warrants.",0.0
-"Record quantities and types of timepieces repaired, serial and model numbers of items, work performed, and charges for repairs.",0.0
-Record quantities of materials processed.,0.0
-Record quantity of meat received and issued to cooks or keep records of meat sales.,0.0
-Record rates of pay and durations of jobs on vouchers.,0.0
-Record readings in order to compile data used in prospecting for oil or gas.,0.0
-Record repairs and maintenance performed.,0.0
-"Record repairs made, time spent, and parts used.",0.0
-"Record repairs required, parts used, and labor time.",0.0
-"Record required alterations and instructions on tags, and attach them to garments.",0.0
-Record results of diagnostic tests.,0.0
-Record sales or delivery information on daily sales or delivery record.,0.0
-Record services provided on cashiers' tickets or receive payment from customers.,0.0
-"Record shipment data, such as weight, charges, space availability, damages, or discrepancies, for reporting, accounting, or recordkeeping purposes.",0.0
-"Record sound onto tape or film for radio or television, checking its quality and making adjustments where necessary.",0.0
-"Record specifications, production operations, and final dimensions of models for use in establishing operating standards and procedures.",0.0
-"Record speech, music, and other sounds on recording media, using recording equipment.",0.0
-Record sterilizer test results.,0.0
-"Record survey measurements or descriptive data, using notes, drawings, sketches, or inked tracings.",0.0
-Record symbols on computer storage media and use computer aided transcription to translate and display them as text.,0.9935
-"Record temperatures, amounts of materials processed, or test results on report forms.",0.0
-Record test data and document fabrication techniques on reports.,1.0
-"Record test data and prepare reports, summaries, or charts that interpret test results.",0.9696
-"Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods.",1.0
-"Record the disposition of minor children, as well as details of arrangements made for their care.",0.0
-"Record the exact locations and conditions of artifacts uncovered in diggings or surveys, using drawings and photographs as necessary.",0.9915
-Record the number of tickets cashed and the amount paid out after each race or event.,0.0
-"Record the number, type, and cost of items sold to determine which items may be unpopular or less profitable.",0.0
-"Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped.",0.0
-"Record the results of surveys, including the shape, contour, location, elevation, and dimensions of land or land features.",0.0
-Record the specifics of malfunctioning machines and document malfunctions needing repair.,0.0
-Record the weights and processing times of finished pieces.,0.0
-Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times.,0.0
-"Record transaction information on forms or logs, and notify designated personnel of discrepancies.",0.0
-Record transactions and coin receptor readings to verify the amount of money collected.,0.0
-Record treatment given and equipment used.,0.0
-Record treatment information in patient records.,0.0
-Record type and amount of anesthesia and patient condition throughout procedure.,0.0
-Record type and cost of maintenance or repair work.,0.0
-Record vehicle routes.,0.0
-"Record verbatim proceedings of courts, legislative assemblies, committee meetings, and other proceedings, using computerized recording equipment, electronic stenograph machines, or stenomasks.",0.0
-"Record vital signs, such as temperature, blood pressure, pulse, or respiration rate, as directed by medical or nursing staff.",0.0
-Record work activities performed.,0.9657
-"Record, collect, or pay off bets, issuing receipts as necessary.",0.0
-"Record, issue receipts for, and pay off bets.",0.0
-"Record, process, and maintain patient data or treatment records and prepare reports.",0.0
-"Record, review, and compile operations records, test results, and gauge readings such as temperatures, pressures, concentrations, and flows.",1.0
-"Record, review, or maintain daily logs, reports, maintenance, and other records associated with geothermal operations.",0.0
-Recover data or decrypt seized data.,0.0
-"Recover objects by placing rigging around sunken objects, hooking rigging to crane lines, and operating winches, derricks, or cranes to raise objects.",0.0
-Recruit and hire agricultural workers.,0.0
-Recruit and hire new faculty.,0.0
-Recruit and hire staff members.,0.7239
-"Recruit and hire staff, such as cooks and other kitchen workers.",0.0
-Recruit and maintain client bases.,0.0
-Recruit and schedule research participants.,0.0
-Recruit or hire firefighting personnel.,0.0
-Recruit or hire project personnel.,0.0
-"Recruit or select wind operations employees, contractors, or subcontractors.",0.0
-Recruit participants for focus groups.,0.0
-Recruit personnel or oversee the development or maintenance of staff competence.,0.0
-"Recruit sponsors, participants, or volunteers for fundraising events.",0.0
-Recruit staff members.,0.9241
-"Recruit, hire, train and supervise staff, or participate in staffing decisions.",0.0
-"Recruit, hire, train, and evaluate primary and supplemental staff and recommend personnel actions for programs and services.",0.0
-"Recruit, hire, train, and evaluate primary and supplemental staff.",0.0
-"Recruit, hire, train, and terminate departmental personnel.",0.0
-"Recruit, interview, and hire or sign up volunteers and staff.",0.0
-"Recruit, interview, and hire security personnel.",0.0
-"Recruit, interview, and select employees.",0.0
-"Recruit, interview, or hire employees.",0.0
-"Recruit, train, and supervise department personnel, such as faculty and student writing instructors.",0.0
-"Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.",0.0
-Redesign packaging for manufactured products to minimize raw material use or waste.,0.0
-Redesign the movement of goods to maximize value and minimize costs.,0.0
-Reduce heat when processing is complete to allow parts to cool in furnaces or machinery.,0.0
-Reel extruded products into rolls of specified lengths and weights.,0.0
-Reengineer nanomaterials to improve biodegradability.,0.0
-"Reface, ream, and polish commutators and machine parts to specified tolerances, using machine tools.",0.0
-"Refer applicants to job openings or to interviews with other staff, in accordance with administrative guidelines or office procedures.",0.0
-"Refer athletes for specialized consultation, physical therapy, or diagnostic testing.",0.0
-"Refer clients to community resources for services, such as job placement, debt counseling, legal aid, housing, medical treatment, or financial assistance, and provide concrete information, such as where to go and how to apply.",0.0
-Refer clients to community resources or services.,0.0
-Refer clients to medical personnel for treatment of serious skin problems.,0.0
-"Refer clients to other specialists, institutions, or support services as necessary.",0.0
-Refer clients to other types of therapists when necessary.,0.0
-"Refer clients to services, such as eye care, health care, rehabilitation, and counseling, to enhance visual and life functioning or when condition exceeds scope of practice.",0.0
-Refer clients to social service or community resources for needs beyond those of credit or debt counseling.,0.0
-Refer community members to needed health services.,0.0
-Refer customers to appropriate bank personnel to meet their financial needs.,0.0
-"Refer exporters to experts in areas such as trade financing, international marketing, government export requirements, international banking, or marine insurance.",0.0
-Refer guest problems or complaints to supervisors.,0.0
-Refer major hardware or software problems or defective products to vendors or technicians for service.,0.0
-Refer major policy matters to elected representatives for final decisions.,0.0
-Refer patient to medical specialist or other practitioner when necessary.,0.0
-Refer patient to medical specialist or other practitioners when necessary.,0.0
-"Refer patient, client, or family to community resources for housing or treatment to assist in recovery from mental or physical illness, following through to ensure service efficacy.",0.0
-"Refer patient, client, or family to community resources to assist in recovery from mental or physical illness and to provide access to services such as financial assistance, legal aid, housing, job placement or education.",0.0
-"Refer patients for more specialized treatments when conditions exceed the experience, expertise, or scope of practice of practitioner.",0.0
-Refer patients for specialty consultations or treatments.,0.0
-"Refer patients requiring more specialized or complex treatment to psychiatrists, primary care physicians, or other medical specialists.",0.0
-"Refer patients to additional medical or educational services, if needed.",0.0
-Refer patients to appropriate health care services or resources.,0.0
-Refer patients to medical specialists or other practitioners when necessary.,0.0
-"Refer patients to medical specialists, social services, or other professionals as appropriate.",0.0
-Refer patients to ophthalmic surgeons or other physicians.,0.0
-Refer patients to other health care practitioners as necessary.,0.0
-Refer patients to other health professionals or agencies when appropriate.,0.0
-Refer patients to other relevant services to provide continuity of care.,0.0
-"Refer patients to other specialists, as needed.",0.0
-"Refer patients to physicians when symptoms indicative of systemic disorders, such as arthritis or diabetes, are observed in feet and legs.",0.0
-Refer patients to specialists for procedures such as ultrasounds or biophysical profiles.,0.0
-Refer patients to specialists or community resources.,0.0
-Refer patients to specialists or other practitioners.,0.0
-"Refer patients to specialists when condition exceeds experience, expertise, or scope of practice.",0.0
-"Refer patients, clients, or family members to community resources or to specialists as necessary.",0.0
-Refer patrons to gaming cashiers to collect winnings.,0.0
-"Refer people to community support services, psychologists, or doctors.",0.0
-Refer qualified counselees to employers or employment services for job placement.,0.0
-Refer questionable claims to investigator or claims adjuster for investigation or settlement.,0.0
-"Refer students and their families to appropriate community agencies for medical, vocational, or social services.",0.0
-Refer students or patients to specialized health resources or community agencies furnishing assistance.,0.0
-"Refer students to degree programs based on interests, aptitudes, or educational assessments.",0.0
-Refer to manuals and wiring diagrams to gather information needed to repair machines.,0.0
-Refer to manufacturers' manuals to obtain maintenance instructions pertaining to specific malfunctions.,0.0
-"Refer to reference materials, such as dictionaries, lexicons, encyclopedias, and computerized terminology banks, as needed to ensure translation accuracy.",0.0
-"Refer to schematic drawings, product manuals, and troubleshooting guides to diagnose and repair problems.",0.0
-Refer to schematics and manufacturers' specifications that show connections and provide instructions on how to locate problems.,0.0
-"Refer trainees to employer relations representatives, to locations offering job placement assistance, or to appropriate social services agencies, if warranted.",0.0
-Refer unresolved customer grievances to designated departments for further investigation.,1.0
-Refill aircraft potable water tanks.,0.0
-"Refill, change, and monitor the level of fluids, such as oil and coolant, in machines.",0.0
-"Refine final microelectromechanical systems (MEMS) design to optimize design for target dimensions, physical tolerances, or processing constraints.",0.0
-Refinish and polish piano cabinets or cases to prepare them for sale.,0.0
-"Refinish instruments to protect and decorate them, using hand tools, buffing tools, and varnish.",0.0
-"Refinish wood surfaces on cabinets, doors, moldings, and floors, using power sanders, putty, spray equipment, brushes, paints, or varnishes.",0.0
-"Refinish wood surfaces on cabinets, doors, moldings, or floors, using power sanders, putty, spray equipment, brushes, paints, or varnishes.",0.0
-"Reformat documents, moving paragraphs or columns.",0.9266
-Refuel aircraft using hoses connected to fuel trucks.,0.0
-Refuel and lubricate engines.,0.0
-"Refuel trucks or add other fluids, such as oil or brake fluid.",0.0
-Refuse admittance to undesirable persons or persons without tickets or passes.,0.0
-Register Web sites with search engines to increase Web site traffic.,0.0
-Register new patrons and issue borrower identification cards that permit patrons to borrow books and other materials.,0.0
-Register protocol patients with appropriate statistical centers as required.,0.0
-"Register, certify, and insure letters and parcels.",0.0
-"Register, certify, and insure parcels and letters.",0.0
-"Register, orient, and assess new students according to standards and procedures.",0.0
-"Regrind drill points, and advance drill cutting points according to specifications for channel depths and shapes.",0.0
-"Regulate air pressure, rotary speed, and downward pressure, according to the type of rock or concrete being drilled.",0.0
-Regulate and alter workflow schedules according to established manufacturing sequences and lead times to expedite production operations.,0.0
-Regulate children's rest periods and nap schedules.,0.0
-Regulate children's rest periods.,0.0
-"Regulate equipment operations and conditions, such as water levels, based on instrument data or from computers.",0.0
-"Regulate grazing, such as by issuing permits and checking for compliance with standards, and help ranchers plan and organize grazing systems to manage, improve, protect, and maximize the use of rangelands.",0.0
-"Regulate greenhouse conditions, and indoor and outdoor irrigation systems.",0.0
-"Regulate heating, lighting, and ventilating systems for passenger comfort.",0.0
-"Regulate heating, lighting, and ventilation systems for passenger comfort.",0.0
-"Regulate heating, lighting, and ventilation systems for student comfort.",0.0
-"Regulate machine flow, speed, or temperature.",0.0
-"Regulate or shut down equipment during emergency situations, as directed by supervisory personnel.",0.0
-"Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.",0.0
-"Regulate the fidelity, brightness, and contrast of video transmissions, using video console control panels.",0.0
-Regulate the speed of revolutions and reciprocating actions of drilling mechanisms.,0.0
-Regulate vehicle speed and the time spent at each stop to maintain schedules.,0.0
-"Regulate volume level and sound quality during recording sessions, using control consoles.",0.0
-Reinforce joints with nails or other fasteners to prepare articles for finishing.,0.0
-Reinstall software programs or adjust settings on existing software to fix machine malfunctions.,0.956
-Reject defective products and readjust equipment to eliminate problems.,0.0
-"Relay air traffic information, such as courses, altitudes, or expected arrival times, to control centers.",0.0
-Relay blood analysis results to a physician.,0.0
-Relay buy or sell orders to securities exchanges or to firm trading departments.,0.0
-Relay complaint and emergency-request information to appropriate agency dispatchers.,0.0
-Relay credit report information to subscribers by mail or by telephone.,0.9526
-"Relay departure, arrival, delay, aircraft and airfield status, and other pertinent information to upline controlling agencies.",0.0
-"Relay information and messages to and from emergency sites, to law enforcement agencies, and to all other individuals or groups requiring notification.",0.0
-"Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.",0.0
-Relay or route written or verbal messages.,0.0
-"Relay specified signals to other ships, using visual signaling devices, such as blinker lights or semaphores.",0.0
-"Relay work orders, messages, or information to or from work crews, supervisors, or field inspectors, using telephones or two-way radios.",0.0
-"Release air bubbles and smooth seams, using rollers.",0.0
-Release information to persons or agencies according to regulations.,0.0
-Release packages or letters to customers upon presentation of written notices or other identification.,0.0
-Release quarry from traps or nets and transfer to cages.,0.0
-"Reline or repair ladles and pouring spouts with refractory clay, using trowels.",0.0
-Reload camera magazines with fresh raw film stock.,0.0
-Remind patients to take medications or nutritional supplements.,0.0
-"Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.",0.0
-Remount wheels onto vehicles.,0.0
-"Remove accessories prior to finishing, and mask areas that should not be exposed to finishing processes or substances.",0.0
-"Remove all dirt, foreign matter, and loose glass from damaged areas, apply primer along windshield or window edges, and allow primer to dry.",0.0
-"Remove and examine shoes, shoe parts, and designs to verify conformance to specifications such as proper embedding of stitches in channels.",0.0
-"Remove and remake connections to change circuit layouts, following work orders or diagrams.",0.0
-Remove and replace cracked or damaged tile.,0.0
-"Remove and replace defective components and parts such as conductors, resistors, semiconductors, and integrated circuits, using soldering irons, wire cutters, and hand tools.",0.0
-"Remove and replace defective parts such as coil leads, carbon brushes, and wires, using soldering equipment.",0.0
-Remove and replace dull cutting tools.,0.0
-Remove and replace plug-in circuit equipment.,0.0
-Remove and replace soiled linens or equipment to maintain sanitary conditions.,0.0
-"Remove and replace tank car dome caps, or direct other workers in their removal and replacement.",0.0
-"Remove and replace worn or broken machine parts, using hand tools.",0.0
-"Remove and replace worn parts, bits, belts, sandpaper, or shaping tools.",0.0
-"Remove and stack completed materials or products, and restock materials to be joined.",0.0
-"Remove any old tile, grout and adhesive using chisels and scrapers and clean the surface carefully.",0.0
-"Remove articles such as cabinets, metal furniture, and paint containers from stripping tanks after prescribed periods of time.",0.0
-"Remove asbestos or lead from surfaces, using hand or power tools such as scrapers, vacuums, or high-pressure sprayers.",0.0
-Remove body and facial hair by applying wax.,0.0
-"Remove bones, and cut meat into standard cuts in preparation for marketing.",0.0
-"Remove broken limbs from wires, using hooked extension poles.",0.0
-"Remove broken or damaged glass windshields or window glass from motor vehicles, using hand tools to remove screws from frames holding glass.",0.0
-"Remove burned or damaged brick or mortar, using sledgehammer, crowbar, chipping gun, or chisel.",0.0
-"Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools.",0.0
-Remove captured animals from animal-control service vehicles and place animals in shelter cages or other enclosures.,0.0
-Remove catches from fishing equipment and measure them to ensure compliance with legal size.,0.0
-"Remove clogs, defects, or impurities from machines, tanks, conveyors, screens, or other processing equipment.",0.0
-"Remove completed materials or products from cutting or slicing machines, and stack or store them for additional processing.",0.0
-"Remove completed or defective products or materials, placing them on moving equipment, such as conveyors, or in specified areas, such as loading docks.",0.0
-Remove completed workpieces and place them in trays.,0.0
-"Remove completed workpieces from equipment or work tables, using hand tools, and place workpieces in containers.",0.0
-"Remove completed workpieces or parts from machinery, using hand tools.",0.0
-Remove containers of sorted mail or parcels and transfer them to designated areas according to established procedures.,0.0
-Remove cooked material or products from equipment.,0.0
-Remove copper from circuit boards.,0.0
-Remove core samples during drilling to determine the nature of the strata being drilled.,0.0
-"Remove covering, webbing, padding, or defective springs from workpieces, using hand tools such as hammers and tack pullers.",0.0
-"Remove cylinder heads and grind valves to scrape off carbon and replace defective valves, pistons, cylinders, or rings, using hand and power tools.",0.0
-"Remove damaged exterior panels, and repair and replace structural frame members.",0.0
-"Remove damaged exterior panels, repair and replace structural frame members, and seal leaks, using hand tools.",0.0
-"Remove damaged or defective parts or sections of structures and repair or replace, using hand tools.",0.0
-"Remove damaged panels, and identify the family and properties of the plastic used on a vehicle.",0.0
-"Remove damaged sections of vehicles using metal-cutting guns, air grinders and wrenches, and install replacement parts using wrenches or welding equipment.",0.0
-"Remove damaged tile, brick, or mortar, and clean or prepare surfaces, using pliers, hammers, chisels, drills, wire brushes, or metal wire anchors.",0.0
-"Remove debris from driveways, garages, and swimming pool areas.",0.0
-Remove debris from loaded trailers.,0.0
-Remove deceased remains from place of death.,0.0
-"Remove defective or substandard materials from machines, and readjust machine components so that products meet standards.",0.0
-Remove defects in cloth by cutting and pulling out filling.,0.0
-"Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.",0.0
-"Remove dents and burrs from metal instruments, using mallets and burnishing tools.",0.0
-Remove dies from machines when production runs are finished.,0.0
-"Remove diseased tissue, using surgical instruments.",0.0
-"Remove dishes and glasses from tables or counters, and take them to kitchen for cleaning.",0.0
-"Remove drill bits from chucks after drilling holes, and insert bolts into chucks.",0.0
-Remove drumheads by removing tension rods with drum keys and cutting tools.,0.0
-Remove dyed articles from tanks and machines for drying and further processing.,0.0
-"Remove engines from equipment, and position and bolt engines to repair stands.",0.0
-Remove excess cement from coronal surfaces of teeth.,0.0
-Remove excess cement to clean finished surface.,0.0
-"Remove excess glue from joints, using knives, scrapers, or wood chisels.",0.0
-"Remove excess grout or residue from tile or brick joints, using sponges or trowels.",0.0
-Remove excess materials and level and smooth wet mold mixtures.,0.0
-"Remove excess materials or impurities from objects, using air hoses or grinding machines.",0.0
-"Remove excess metal or porcelain and polish surfaces of prostheses or frameworks, using polishing machines.",0.0
-"Remove excess mortar with trowels and hand tools, and finish mortar joints with jointing tools, for a sealed, uniform appearance.",0.0
-"Remove excess solvent, using cloths soaked in paint thinner.",0.0
-"Remove excess, entangled, or completed filaments from machines, using hand tools.",0.0
-Remove exhaust stains from aircraft using cleaning fluids.,0.0
-"Remove existing plaster, drywall, or paneling, using crowbars and hammers.",0.0
-Remove extra compound after surfaces have been covered sufficiently.,0.0
-Remove film splicing to prepare films for shipment after showings and return films to their sources.,0.0
-"Remove finished cores, and stack or place them on conveyors for transfer to other work areas.",0.0
-"Remove finished or cured products from dies or molds, using hand tools, air hoses, and other equipment, stamping identifying information on products when necessary.",0.0
-Remove finished packaged items from machine and separate rejected items.,0.0
-"Remove finished pieces from pressing machines and hang or stack them for cooling, or forward them for additional processing.",0.0
-"Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective.",0.0
-"Remove fixtures such as pictures, door knobs, lamps, or electric switch covers prior to painting.",0.0
-Remove foreign bodies from the eye.,0.0
-Remove frames when the foundation is dry.,0.0
-"Remove from machines printed materials, such as labeled articles, postmarked envelopes or tape, and folded sheets.",0.0
-"Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages.",0.0
-Remove full containers from discharge outlets and replace them with empty containers.,0.0
-Remove full take-up reels and run film through rewinding machines to rewind projected films so they may be shown again.,0.0
-"Remove grease, dirt, paint, or rust from surfaces in preparation for paint application, using abrasives, solvents, brushes, blowtorches, washing tanks, or sandblasters.",0.0
-Remove handbills within patrol areas.,0.0
-"Remove hardened material from machines or machine parts, using abrasives, power and hand tools, jackhammers, sledgehammers, or other equipment.",0.0
-Remove hazards and develop appropriate boundaries and rules to create a safe environment for children.,0.0
-"Remove high spots and cut bevels, using hand files, portable grinders, and cutting torches.",0.0
-Remove holding devices and finished items from machines.,0.0
-"Remove housings, feed tubes, tool holders, or other accessories to replace worn or broken parts, such as springs or bushings.",0.0
-"Remove impacted, damaged, and non-restorable teeth.",0.0
-"Remove impurities from the surface of molten metal, using strainers.",0.0
-"Remove interior and exterior finishes on safes and vaults, and spray on new finishes.",0.0
-"Remove irregularities from tuning pins, strings, and hammers of pianos, using wood blocks or filing tools.",0.0
-"Remove items from washers or dry-cleaning machines, or direct other workers to do so.",0.0
-Remove jammed materials from machines and readjust components as necessary to resume normal operations.,0.0
-"Remove jewelry, watches, or other personal items from the deceased prior to cremation.",0.0
-Remove lenses from molds and separate lenses in containers for further processing or storage.,0.0
-"Remove litter and debris from roadways, including debris from rock and mud slides.",0.0
-"Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches.",0.0
-Remove loose wires and other debris after work is completed.,0.0
-"Remove material from bars of percussion instruments to obtain specified tones, using bandsaws, sanding machines, machine grinders, or hand files and scrapers.",0.0
-"Remove materials and products from machines and equipment, and place them in boxes, trucks or conveyors, using hand tools and moving devices.",0.0
-"Remove materials or products from molds or from extruding, forming, pressing, or compacting machines, and stack or store them for additional processing.",0.0
-"Remove materials, parts, or workpieces from painting or coating machines, using hand tools.",0.0
-"Remove metal ingots or cores from molds, using hand tools, cranes, and chain hoists.",0.0
-"Remove moldings, clips, windshield wipers, screws, bolts, and inside A-pillar moldings and lower headliners in preparation for installation or repair work.",0.0
-"Remove molds, mold components, and feeder tubes from machinery after production is complete.",0.0
-Remove objects from solutions at periodic intervals and observe objects to verify conformance to specifications.,0.0
-"Remove obstructions from strainers or marine railway or launching ways, using pneumatic or power hand tools.",0.0
-"Remove old finishes and damaged or deteriorated parts, using hand tools, stripping tools, sandpaper, steel wool, abrasives, solvents, or dip baths.",0.0
-"Remove old finishes by stripping, sanding, wire brushing, burning, or using water or abrasive blasting.",0.0
-"Remove old insulation, such as asbestos, following safety procedures.",0.0
-"Remove old paper, using water, steam machines, or solvents and scrapers.",0.0
-Remove old roofing materials.,0.0
-"Remove or add stencils during blasting to create differing cut depths, intricate designs, or rough, pitted finishes.",0.0
-"Remove or cut out defective parts or drill holes to gain access to internal defects or damage, using drills and punches.",0.0
-"Remove or disassemble defective automatic mechanical door closers, using hand tools.",0.0
-"Remove or install aircraft engines, using hoists or forklift trucks.",0.0
-Remove or limit contamination following emergencies involving hazardous substances.,0.0
-"Remove or seal off old asbestos insulation, following safety procedures.",0.0
-"Remove or supervise removal of bodies from death scenes, using the proper equipment and supplies, and arrange for transportation to morgues.",0.0
-"Remove paint, varnish, dirt, and grease from surfaces, using paint remover and water soda solutions.",0.0
-"Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths.",0.0
-"Remove parts, such as dies, from machines after production runs are finished.",0.0
-"Remove parts, such as skin, feathers, scales or bones, from carcass.",0.0
-Remove patient hair or disinfect incision sites to prepare patient for surgery.,0.0
-"Remove pieces of stone from larger masses, using jackhammers, wedges, and other tools.",0.0
-"Remove polymer deposits from spinnerettes and equipment, using silicone spray, brass chisels, and bronze-wool pads.",0.0
-"Remove previously applied nail polish, using liquid remover and swabs.",0.0
-"Remove products from equipment, manually or using hoists, and prepare them for storage, shipment, or additional processing.",0.0
-"Remove products, machine attachments, or waste material from machines.",0.0
-"Remove rough spots and smooth surfaces to fit, trim, or clean parts, using hand tools or power tools.",0.0
-Remove rubbish or pollution from the sea.,0.0
-"Remove scratches and polish roll surfaces, using polishing stones and electric buffers.",0.0
-"Remove seats, carpeting, and interiors of doors and add sound-absorbing material in empty spaces, reinstalling interior parts.",0.0
-"Remove sections of monument from truck bed, and guide stone onto foundation, using skids, hoist, or truck crane.",0.0
-"Remove small pits and dimples in body metal, using pick hammers and punches.",0.0
-"Remove snow from sidewalks, driveways, or parking areas, using snowplows, snow blowers, or snow shovels, or spread snow-melting chemicals.",0.0
-"Remove snow, water, or debris from roofs prior to applying roofing materials.",0.0
-"Remove solidified steel or slag from pouring nozzles, using long bars or oxygen burners.",0.0
-Remove spindles from machines and bobbins from spindles.,0.0
-"Remove stitches from garments to be altered, using rippers or razor blades.",0.0
-"Remove suspected cheaters, such as card counters or other players who may have systems that shift the odds of winning to their favor.",0.0
-Remove sutures and dressings.,0.0
-Remove the deceased from place of death and transport to funeral home.,0.0
-Remove trash and clean kitchen garbage containers.,0.0
-Remove trays and stack dishes for return to kitchen after meals are finished.,0.0
-"Remove tumors and other abnormal growths of the oral and facial regions, using surgical instruments.",0.0
-"Remove upholstery, accessories, electrical window-and-seat-operating equipment, and trim to gain access to vehicle bodies and fenders.",0.0
-"Remove wax or tape from etched glassware by using a stylus or knife, or by immersing ware in hot water.",0.0
-"Remove wedges, fill joints between stones, finish joints between stones, using a trowel, and smooth the mortar to an attractive finish, using a tuck pointer.",0.0
-"Remove workpieces from machines, and check to ensure that they conform to specifications, using measuring instruments such as microscopes, gauges, calipers, and micrometers.",0.0
-"Remove worn or damaged plastic block refractory linings of furnaces, using hand tools.",0.0
-"Remove, inspect, repair, and install in-flight refueling stores and external fuel tanks.",0.0
-Render aid to accident victims and other persons requiring first aid for physical injuries.,0.0
-Render design ideas in form of paste-ups or drawings.,0.0
-"Render drawings, illustrations, and sketches of buildings, manufactured products, or models, working from sketches, blueprints, memory, models, or reference materials.",0.0
-Render sequential drawings that can be turned into animated films or advertisements.,0.0
-Renew domain name registrations.,0.0
-"Rent items, arrange for provision of services to customers, and accept returns.",0.0
-Rent merchandise to customers.,0.7239
-Rent or lease properties on behalf of clients.,0.0
-Rent post office boxes to customers.,0.0
-Rent properties or manage rental properties.,0.8813
-"Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs.",0.0
-"Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.",0.0
-"Repair and adjust safes, vault doors, and vault components, using hand tools, lathes, drill presses, and welding and acetylene cutting apparatus.",0.0
-"Repair and maintain automotive and drilling equipment, using hand tools.",0.0
-Repair and maintain electrical and electronic controls for propulsion and braking systems.,0.0
-"Repair and maintain equipment, making emergency adjustments or assisting with major repairs as necessary.",0.0
-"Repair and maintain equipment, objects, or parts, using hand tools.",0.0
-"Repair and maintain farm vehicles, implements, and mechanical equipment.",0.0
-"Repair and maintain gasoline engines used to power equipment such as portable saws, lawn mowers, generators, and compressors.",0.0
-"Repair and maintain metal forms and equipment, using hand tools, sledges, and bars.",0.0
-Repair and operate battery-charging equipment.,0.0
-"Repair and rebuild defective mechanical parts in electric motors, generators, and related equipment, using hand tools and power tools.",0.0
-"Repair and recondition leather products such as trunks, luggage, shoes, saddles, belts, purses, and baseball gloves.",0.0
-Repair and replace damaged or worn parts.,0.0
-Repair and rework templates and patterns.,0.0
-"Repair and service air conditioning, heating, engine cooling, and electrical systems.",0.0
-"Repair and service blasting, shooting, and automotive equipment, and electrical wiring and instruments, using hand tools.",0.0
-Repair bent or torn sheet metal.,0.0
-"Repair books using mending tape, paste, and brushes or prepare books to be sent to a bindery for repair.",0.0
-"Repair breaks in percussion instruments, such as drums and cymbals, using drill presses, power saws, glue, clamps, grinding wheels, or other hand tools.",0.0
-Repair broken or damaged patterns.,0.0
-"Repair broken parts, using precision hand tools and soldering irons.",0.0
-Repair broken scrolls by replacing them with new sections of tubing.,0.0
-Repair car upholstery.,0.0
-"Repair circuits, wiring, and soldering, using soldering irons and hand tools to install parts and adjust connections.",0.0
-"Repair concrete by cutting out damaged areas, drilling holes for reinforcing rods, and positioning reinforcing rods, using power saw and drill.",0.0
-"Repair cracked or chipped areas of stone or marble, using blowtorch and mastic, and remove rough or defective spots from concrete, using power grinder or chisel and hammer.",0.0
-"Repair cracks in wood or metal instruments, using pinning wire, lathes, fillers, clamps, or soldering irons.",0.0
-Repair damaged frames.,0.0
-"Repair electric meters and components, such as transformers and relays, and replace metering devices, dial glasses, and faulty or incorrect wiring, using hand tools.",0.0
-"Repair engine mechanical equipment, such as power tilts, bilge pumps, or power take-offs.",0.0
-"Repair farm buildings, fences, and other structures.",0.0
-Repair furniture frames and refinish exposed wood.,0.0
-Repair gas and oil meters and gauges.,0.0
-"Repair holes in tire tubes, using scrapers and patches.",0.0
-Repair hydraulic or air pumps.,0.0
-"Repair leaks in plumbing or gas lines, using caulking compounds and plastic or copper pipe.",0.0
-"Repair leaks in valve seats or bellows of automotive heater thermostats, using soft solder, flux, and acetylene torches.",0.0
-"Repair leaks with caulking compound or replace pipes, using pipe wrenches.",0.0
-"Repair machines, equipment, or structures, using tools such as hammers, hoists, saws, drills, wrenches, or equipment such as precision measuring instruments or electrical or electronic testing devices.",0.0
-"Repair mold defects, such as cracks or broken edges, using patterns, mold boxes, or hand tools.",0.0
-Repair nanotechnology processing or testing equipment or submit work orders for equipment repair.,0.0
-"Repair or adjust equipment, machines, or defective components, replacing worn parts, such as gaskets or seals in watertight electrical equipment.",0.0
-"Repair or adjust motorcycle subassemblies, such as forks, transmissions, brakes, or drive chains, according to specifications.",0.0
-"Repair or adjust seats, doors, or windows.",0.0
-"Repair or adjust track switches, using wrenches and replacement parts.",0.0
-Repair or alter items by adding replacement parts or missing stitches.,0.0
-"Repair or alter wooden furniture, cabinetry, fixtures, paneling, or other pieces.",0.0
-"Repair or calibrate products, such as surgical lasers.",0.0
-Repair or maintain the operating condition of industrial production or processing machinery or equipment.,0.0
-"Repair or modify damaged or defective glass-fiber parts, checking thicknesses, densities, and contours to ensure a close fit after repair.",0.0
-"Repair or rebuild equipment such as starters, generators, distributors, or door controls, using electrician's tools.",0.0
-Repair or rebuild transmissions.,0.0
-Repair or remove and replace system components.,0.0
-Repair or replace broken or malfunctioning components of machinery or equipment.,0.0
-"Repair or replace broken, damaged, or worn parts on timepieces, using lathes, drill presses, and hand tools.",0.0
-Repair or replace damaged equipment.,0.0
-"Repair or replace damaged molds, pipes, belts, chains, or other equipment, using hand tools, hand-powered presses, or jib cranes.",0.0
-"Repair or replace defective equipment, components, or wiring.",0.0
-"Repair or replace defective garment parts, such as pockets, zippers, snaps, buttons, and linings.",0.0
-"Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment.",0.0
-"Repair or replace defective parts of machinery, such as rotary drill rigs, water trucks, air compressors, and pumps, using hand tools.",0.0
-"Repair or replace defective parts such as magnetos, water pumps, gears, pistons, and carburetors, using hand tools.",0.0
-"Repair or replace defective parts, using hand tools, milling and woodworking machines, lathes, welding equipment, grinders, or saws.",0.0
-"Repair or replace defective pressure vessel parts, such as safety valves or regulators, using torches, jacks, caulking hammers, power saws, threading dies, welding equipment, or metalworking machinery.",0.0
-"Repair or replace equipment components or parts such as blades, rolls, and pumps.",0.0
-"Repair or replace faulty equipment, such as defective and damaged telephones, wires, switching system components, and associated equipment.",0.0
-Repair or replace gas piping.,0.0
-"Repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required.",0.0
-"Repair or replace musical instrument parts and components, such as strings, bridges, felts, and keys, using hand and power tools.",0.0
-"Repair or replace other parts, such as headlights, horns, handlebar controls, gasoline or oil tanks, starters, or mufflers.",0.0
-"Repair or replace parts such as pistons, rods, gears, valves, and bearings.",0.0
-"Repair or replace soles, heels, and other parts of footwear, using sewing, buffing and other shoe repair machines, materials, and equipment.",0.0
-"Repair or replace wiring, equipment, or fixtures, using hand tools or power tools.",0.0
-"Repair or replace worn or broken door parts, using hand tools.",0.0
-"Repair or replace worn or defective needles and other components, using hand tools.",0.0
-"Repair or replace worn or defective parts or components, using hand tools.",0.0
-"Repair or rework parts, using machine tools such as lathes, mills, drills, or grinders.",0.0
-"Repair or service heating, ventilating, and air conditioning (HVAC) systems to improve efficiency, such as by changing filters, cleaning ducts, and refilling non-toxic refrigerants.",0.0
-Repair parts or equipment.,0.0
-"Repair plumbing or propane gas lines, using caulking compounds and plastic or copper pipe.",0.0
-"Repair products by dismantling, straightening, reshaping, and reassembling parts, using cutting torches, straightening presses, and hand tools.",0.0
-"Repair pumps, mud tanks, and related equipment.",0.0
-"Repair ships, bridge foundations, or other structures below the water line, using caulk, bolts, and hand tools.",0.0
-"Repair shop equipment, metal furniture, or hospital equipment, including welding broken parts or replacing missing parts, or bring item into local shop for major repairs.",0.0
-"Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools.",0.0
-"Repair, adjust, or replace electrical or mechanical components or parts, using hand tools, power tools, or soldering or welding equipment.",0.0
-"Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals.",0.0
-"Repair, maintain, and adjust equipment, using hand tools.",0.0
-"Repair, maintain, and replace parts on dies.",0.0
-"Repair, maintain, or clean equipment or machinery, using hand tools.",0.0
-"Repair, modify, or maintain medical supportive devices, such as artificial limbs, braces, or surgical supports, according to specifications.",0.0
-"Repair, oil, and adjust machines, and change cutting teeth, using wrenches.",0.0
-"Repair, rebuild, and modify prosthetic and orthopedic appliances.",0.0
-"Repair, reline, or rebase dentures.",0.0
-"Repair, reline, replace, and adjust brakes.",0.0
-"Repair, replace, and clean equipment and components such as circuit breakers, brushes, and commutators.",0.0
-"Repair, replace, and maintain furnace equipment as needed, using hand tools.",0.0
-"Repair, replace, or adjust defective fuel injectors, carburetor parts, and gasoline filters.",0.0
-"Repair, restore, and reassemble artifacts, designing and fabricating missing or broken parts, to restore them to their original appearance and prevent deterioration.",0.0
-"Repair, restore, or rebind old, rare, or damaged books, using hand tools.",0.0
-"Repair, rewire, and troubleshoot electrical systems.",0.0
-"Repair, rework, or calibrate hydraulic or pneumatic assemblies or systems to meet operational specifications or tolerances.",0.0
-"Replace all moldings, clips, windshield wipers, or other parts that were removed prior to glass replacement or repair.",0.0
-Replace and clean electrical or electronic components.,0.0
-Replace broken or missing masonry units in walls or floors.,0.0
-"Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.",0.0
-Replace damaged glass on vehicles.,0.0
-"Replace defective blades or wheels, using hand tools.",0.0
-"Replace defective components or parts, using hand tools and precision instruments.",0.0
-"Replace defective parts of machine, or adjust clearances and alignment of moving parts.",0.0
-"Replace defective parts, such as bellows, range springs, and toggle switches, and reassemble units according to blueprints, using cam presses and hand tools.",0.0
-"Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools.",0.0
-"Replace defective wiring and insulation, and tighten electrical connections, using hand tools.",0.0
-"Replace defective wiring, broken lenses, or burned-out light bulbs.",0.0
-Replace depleted supply packages with full packages.,0.0
-Replace existing antennas with new antennas as directed.,0.0
-"Replace hydraulic hoses, headlight bulbs, and gathering-arm teeth.",0.0
-Replace light bulbs.,0.0
-"Replace malfunctioning parts, such as worn magnetic heads on automatic teller machine (ATM) card readers.",0.0
-"Replace missing teeth and associated oral structures with permanent fixtures, such as implant-supported prostheses, crowns and bridges, or removable fixtures, such as dentures.",0.0
-Replace motors.,0.0
-Replace or adjust motorized or manual window-raising mechanisms.,0.0
-"Replace or refurbish upholstery of items, using tacks, adhesives, softeners, solvents, stains, or polish.",0.0
-"Replace or repair metal, wood, leather, glass, or other lining in machines, or in equipment compartments or containers.",0.0
-"Replace or repair worn, defective, or damaged components, using hand tools, gauges, and testing equipment.",0.0
-Replace or sharpen dulled cutting tools such as saws.,0.0
-Replace or straighten damaged poles.,0.0
-"Replace parts, such as gears, magneto points, piston rings, or spark plugs, and reassemble engines.",0.0
-"Replace specified parts to repair malfunctioning timepieces, using watchmakers' tools, loupes, and holding fixtures.",0.0
-Replace supplies and disposable items on ambulances.,0.0
-Replace valve stems and remove puncturing objects.,0.0
-"Replace worn and defective parts such as switches, bearings, transmissions, belts, gears, circuit boards, or defective wiring.",0.0
-Replace worn dies when products vary from specifications.,0.0
-"Replace worn or defective equipment parts, using hand tools.",0.0
-"Replace worn parts and adjust equipment components, using hand tools.",0.0
-"Replace worn tools, and sharpen dull cutting tools and dies, using bench grinders or cutter-grinding machines.",0.0
-"Replace worn tools, using hand tools, and sharpen dull tools, using bench grinders.",0.0
-Replace xylophone bars and wheels.,0.0
-"Replace, empty, or replenish machine and equipment containers such as gas tanks or boxes.",0.0
-"Replace, true, and sharpen blades, drills, and plates.",0.0
-Replenish foods at serving stations.,0.0
-Replenish supplies of food or equipment at steam tables or service bars.,0.0
-"Replenish supplies, such as drinking glasses, linens, writing supplies, and bathroom items.",0.0
-"Replicate the characteristics of materials and their components, using computers.",0.0
-Report all positions or trading results.,0.0
-"Report all violations and suspicious behaviors to supervisors, verbally or in writing.",0.0
-"Report and document safety hazards, potentially hazardous conditions, and unsafe practices and procedures.",0.0
-Report any bus malfunctions or needed repairs.,0.0
-Report any mechanical problems encountered with vehicles.,0.0
-Report any observed navigational hazards to authorities.,0.0
-"Report any pertinent information to the proper authorities in cases of child endangerment, neglect, or abuse.",0.0
-"Report any unusual circumstances concerning mail delivery, including the condition of street letter boxes.",0.0
-Report any vehicle malfunctions or needed repairs.,0.0
-"Report arrival and departure times, train delays, work order completion, and time on duty.",0.0
-Report customer-related incidents occurring in gaming areas to supervisors.,0.0
-Report defective equipment to appropriate supervisors or staff.,0.0
-Report delays or accidents.,0.0
-"Report delays, accidents, or other traffic and transportation situations to bases or other vehicles, using telephones or mobile two-way radios.",0.0
-"Report delays, accidents, or other traffic and transportation situations to dispatchers or other bus drivers, using phones or mobile two-way radios.",0.0
-"Report delays, accidents, or other traffic and transportation situations, using telephones or mobile two-way radios.",0.0
-"Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.",0.0
-Report delinquent student behaviors to school administration.,0.0
-Report equipment problems and ensure that required repairs are made.,0.0
-"Report equipment problems, ensure that repairs are made, and make emergency repairs to equipment when necessary and possible.",0.0
-Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.,0.0
-Report facts concerning accidents or emergencies to hospital personnel or law enforcement officials.,0.0
-Report hazardous field situations and damaged or missing meters.,0.0
-"Report incidences of child or elder abuse, neglect, or threats of harm to authorities, as required.",0.0
-Report job completions to agencies and obtain information about future appointments.,0.0
-Report law or regulation violations to appropriate boards or agencies.,0.0
-Report lost or broken keys.,0.0
-Report maintenance problems occurring at project site to supervisor and negotiate changes to resolve system conflicts.,0.0
-Report need for police or medical assistance to sheriff's office.,0.0
-"Report news stories for publication or broadcast, describing the background and details of events.",0.0
-"Report on specialized fields such as medicine, green technology, environmental issues, science, politics, sports, arts, consumer affairs, business, religion, crime, or education.",0.0
-"Report or review findings from accident investigations, facilities inspections, or environmental testing.",0.0
-"Report overpayments, underpayments, and other irregularities.",0.0
-"Report patterns of patients' health conditions, such as disease status and births, to public health agencies.",0.0
-"Report project plans, progress, and results.",0.0
-"Report project status, such as budget, resources, technical issues, or customer satisfaction, to managers.",0.0
-Report results of statistical analyses in peer-reviewed papers and technical manuals.,0.9237
-"Report results of statistical analyses, including information in the form of graphs, charts, and tables.",0.9446
-Report to appropriate authorities any violations of federal or state pilotage laws.,0.0
-"Report to management about asset utilization and audit results, and recommend changes in operations and financial activities.",0.0
-Report to management regarding the finances of establishment.,0.0
-"Report to regulating organizations regarding sporting activities, complaints made, and actions taken or needed, such as fines or other disciplinary actions.",0.0
-"Report to service departments any problems, such as meter irregularities, damaged equipment, or impediments to meter access, including dogs.",0.0
-Report to supervisors about prospective firms' credit ratings.,0.0
-"Report to supervisors or therapists, verbally or in writing, on patients' progress, attitudes, attendance, and accomplishments.",0.0
-"Report to supervisors, verbally or in writing, on patients' progress, attitudes, and behavior.",0.0
-Report to taxicab services or garages to receive vehicle assignments.,0.0
-Report unsafe behavior of children to school officials.,0.0
-"Report vehicle defects, accidents, traffic violations, or damage to the vehicles.",0.0
-Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required.,0.0
-Reposition machines to make additional holes or cuts.,0.0
-"Represent architect or engineer on construction site, ensuring builder compliance with design specifications and advising on design corrections, under supervision.",0.0
-Represent clients before taxing authorities and provide support during litigation involving financial issues.,0.0
-Represent clients in court or before government agencies.,0.0
-Represent clients in obtaining bids or awarding construction contracts.,0.0
-Represent companies in negotiating contracts and formulating policies with suppliers.,0.0
-Represent company at trade association meetings to promote products.,0.0
-"Represent employer at conferences, meetings, boards, panels, committees, or working groups to present, explain, or defend findings or recommendations, negotiate compromises or agreements, or exchange information.",0.0
-Represent employer in a technical capacity at conferences.,0.0
-"Represent institutions at community and campus events, in meetings with other institution personnel, and during accreditation processes.",0.0
-Represent jurisdictions in the legislative or administrative approval of land development projects.,0.0
-Represent library or institution on internal and external committees.,0.0
-Represent organization at personnel-related hearings and investigations.,0.0
-Represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products.,0.0
-Represent organizations in relations with governmental and media institutions.,0.0
-"Represent organizations or promote their objectives at official functions, or delegate representatives to do so.",0.0
-"Represent teams or professional sports clubs, performing such activities as meeting with members of the media, making speeches, or participating in charity events.",0.0
-"Represent their government at local, national, and international meetings and conferences.",0.0
-"Represent their parties in negotiations with political executives or members of other parties, and when speaking with the media.",0.0
-Represent work unit at meetings or conferences and serve as liaison for requests or complaints.,0.0
-Reprint originals for enlargement or in sections to be pieced together.,0.0
-"Reproduce and duplicate sound recordings from original recording media, using sound editing and duplication equipment.",0.0
-"Reproduce drawings on copy machines or trace copies of plans and drawings, using transparent paper or cloth, ink, pencil, and standard drafting instruments.",0.0
-Reproduce working drawings on copy machines or trace drawings in ink.,0.0
-Request additional survey data when field collection errors occur or engineering surveying specifications are not maintained.,0.0
-"Request and record customer orders, and compute bills, using cash registers, multi-counting machines, or pencil and paper.",0.0
-Request and review project updates to ensure deadlines are met.,0.0
-"Request anesthesia equipment repairs, adjustments, or safety tests.",0.0
-Request bids from suppliers or consultants.,0.0
-Request changes in altitudes or routes as circumstances dictate.,0.0
-"Request information from law enforcement officials, previous employers, and other references to determine applicants' employment acceptability.",0.0
-"Request information or assistance, using paging systems.",0.0
-"Request or compile necessary import documentation, such as customs invoices, certificates of origin, and cargo-control documents.",0.0
-"Request or order physical education equipment, following standard procedures.",0.0
-Request repair services and wait for repair workers to arrive.,0.0
-Request sedatives or other medication from physicians for patients with anxiety or claustrophobia.,0.0
-Request support from technical service centers when on-site procedures fail to solve installation or maintenance problems.,0.0
-Request that the state or federal revenue service prepare a return on a taxpayer's behalf in cases where taxes have not been filed.,0.0
-Requisition and issue equipment and supplies.,0.0
-Requisition and maintain inventories of materials or supplies necessary to meet production demands.,0.0
-Requisition and stock teaching materials and supplies.,0.0
-Requisition and store shipping materials and supplies to maintain inventory of stock.,0.0
-"Requisition food supplies, kitchen equipment, and appliances, based on estimates of future needs.",0.0
-"Requisition materials and supplies, such as tools, equipment, or replacement parts.",0.0
-"Requisition materials, supplies, equipment parts, or repair services.",0.0
-"Requisition materials, using warehouse requisition or release forms.",0.0
-"Requisition merchandise from supplier, based on available space, merchandise on hand, customer demand, or advertised specials.",0.0
-"Requisition necessary supplies, equipment, or services.",0.0
-"Requisition needed personnel, supplies, equipment, parts, or repair services.",0.0
-"Requisition or acquire needed materials for special effects, including wigs, beards, and special cosmetics.",0.0
-Requisition or order tools and equipment.,0.0
-"Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.",0.0
-Requisition parts or materials.,0.0
-"Requisition supplies and equipment necessary for workers to facilitate recreational or entertainment activities, such as safety harnesses, flash lights, or first aid kits.",0.0
-Requisition supplies or equipment needed for cleaning and maintenance duties.,0.0
-Requisition supplies or materials to complete construction projects.,0.0
-"Requisition tools and equipment, select type and size of pipe, and collect and transport materials and equipment to work site.",0.0
-Rescue and evacuate injured persons.,0.0
-"Rescue distressed persons, using rescue techniques and equipment.",0.0
-"Rescue victims from burning buildings, accident sites, and water hazards.",0.0
-Research a story's background information to provide complete and accurate information.,0.0
-"Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.",0.0
-"Research and analyze laws, regulations, policies, and precedent decisions to prepare for hearings and to determine conclusions.",0.8653
-Research and analyze member or community needs to determine program directions and goals.,0.861
-"Research and analyze reference materials, and consult with interested parties in order to develop new products or modify existing designs.",0.0
-"Research and apply innovative solutions for product design, visuals, and user experience to meet the needs of individual Web development projects.",0.0
-"Research and combine existing property information to describe property boundaries in relation to adjacent properties, taking into account parcel splits, combinations, or land boundary adjustments.",0.0
-Research and control animal selection and breeding practices to increase production efficiency and improve animal quality.,0.0
-"Research and convey information to customers about tax benefits or government rebates associated with energy-efficient scientific or technical products, such as solar panels.",0.0
-Research and evaluate emerging instructional technologies or methods.,0.0
-"Research and evaluate suppliers, based on price, quality, selection, service, support, availability, reliability, production and distribution capabilities, and the supplier's reputation and history.",0.0
-"Research and explore the use of new materials, technologies, and products to incorporate into designs.",0.0
-Research and identify potential customers for products or services.,0.972
-Research and keep informed of pertinent information and developments in areas such as EPA laws and regulations.,0.0
-"Research and perform calculations related to landscape allowances, discharge volumes, production-based and alternative limits, and wastewater strength classifications, making recommendations and completing documentation.",0.0
-"Research and prepare manuscripts in support of public programming and the development of exhibits at historic sites, museums, libraries, and archives.",0.0
-Research and record the origins and historical significance of archival materials.,0.0
-Research and study players and teams to anticipate issues that might arise in future engagements.,0.0
-Research and test new or modified hardware or software products to determine performance and interoperability.,0.0
-"Research architectural and stylistic elements appropriate to the time period to be depicted, consulting experts for information, as necessary.",0.0
-Research case law or outcomes of previous case hearings.,0.0
-"Research catalogs or repair part lists to locate sources for repair parts, requisitioning parts and recording their receipt.",0.0
-"Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.",0.0
-"Research craft trends, venues, and customer buying patterns to inspire designs and marketing strategies.",0.0
-"Research current trends and new technology, such as printing production techniques, computer software, and design trends.",0.0
-Research diseases to which animals could be susceptible.,0.0
-"Research employee benefit and health and safety practices, and recommend changes or modifications to existing policies.",0.0
-"Research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields.",0.0
-"Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields.",0.0
-"Research environmental sustainability issues, concerns, or stakeholder interests.",0.0
-"Research equipment or component needs, sources, competitive prices, delivery times, or ongoing operational costs.",0.0
-Research geomechanical or geochemical processes to be used in carbon sequestration projects.,0.0
-Research hardware or software products to meet technical networking or security needs.,0.793
-Research how characteristics of plants or animals are carried through successive generations.,0.0
-Research information in the municipal archives upon request of public officials or private citizens.,0.0
-Research information requested by farmers.,0.0
-"Research job and worker requirements, structural and functional relationships among jobs and occupations, and occupational trends.",0.0
-"Research latest products, technology, or design trends to stay current in the field.",0.0
-"Research laws, court decisions, documents, opinions, briefs, or other information related to cases before the court.",0.0
-"Research laws, regulations, policies, or precedent decisions to prepare for hearings.",0.8616
-Research legal issues and write opinions on the issues.,0.8402
-"Research methods of processing, forming, and firing materials to develop such products as ceramic dental fillings, unbreakable dinner plates, and telescope lenses.",0.0
-Research new financial products or analytics to determine their usefulness.,0.0
-"Research new materials to be used for products, such as implanted artificial organs.",0.0
-Research new materials to determine quality or conformance to environmental standards.,0.0
-Research new software or design concepts.,0.0
-"Research new technologies by attending seminars, reading trade articles, or taking classes, and implement or recommend the implementation of new technologies.",0.0
-Research new ways to construct and use orthopedic and prosthetic devices.,0.0
-"Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.",0.8647
-Research or develop electronics technologies for use in electric-drive vehicles.,0.0
-"Research or develop emerging microelectromechanical (MEMS) systems to convert nontraditional energy sources into power, such as ambient energy harvesters that convert environmental vibrations into usable energy.",0.0
-"Research or develop new green electronics technologies, such as lighting, optical data storage devices, or energy efficient televisions.",0.0
-Research or evaluate new technologies for use in fraud detection systems.,0.0
-"Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles.",0.0
-Research or investigate products to be presented to prepare for demonstrations.,0.0
-"Research or recommend textbooks, software, equipment, or other learning materials to complement tutoring.",0.8476
-"Research or review regulatory, technical, or market issues related to sustainability.",0.0
-"Research particular roles to find out more about a character, or the time and place in which a piece is set.",0.0
-"Research policies, practices, or procedures for climate or environmental management.",0.0
-"Research production specifications, costs, production materials, and manufacturing methods and provide cost estimates and itemized production requirements.",0.0
-"Research production topics using the internet, video archives, and other informational sources.",0.9042
-"Research renewable or alternative energy systems or technologies, such as solar thermal or photovoltaic energy.",0.0
-Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.,0.0
-Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control.,0.0
-Research stories regarding the area's natural history or environment.,0.0
-"Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.",0.0
-"Research the chemical effects of substances, such as drugs, serums, hormones, or food, on tissues or vital processes.",0.0
-"Research the history of a particular country or region, or of a specific time period.",0.0
-"Research the impact of industrial projects or pollution on climate, air quality, or weather phenomena.",0.0
-Research the styles and periods of clothing needed for film or theatrical productions.,0.0
-"Research transformations of substances in cells, using atomic isotopes.",0.0
-"Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers.",0.0
-"Research various topics, including site history, environmental conditions, and clients' skills and abilities to plan appropriate expeditions, instruction, and commentary.",0.0
-Research ways to reduce the ecological footprint of increasingly prevalent megacities.,0.0
-"Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.",0.9162
-"Research, compile, and prepare reports, manuals, correspondence, or other information required by management or governmental agencies.",0.7822
-"Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.",0.0
-"Research, document, rate, or select alternatives for Web architecture or technologies.",0.7515
-"Research, evaluate, and prepare recommendations on curricula, instructional methods, and materials for school systems.",0.8387
-"Research, order, and maintain parts inventory for services and repairs.",0.0
-"Research, select, or apply sensors, communication technologies, or control devices for motion control, position sensing, pressure sensing, or electronic communication.",0.0
-"Research, survey, or assess sites of past societies and cultures in search of answers to specific research questions.",0.0
-"Research, test, or verify proper functioning of software patches and fixes.",0.0
-"Reserve audio-visual equipment and facilities, such as meeting rooms.",0.0
-Reserve items for requested times and keep records of items rented.,0.0
-"Reserve necessary space on ships, aircraft, trains, or trucks.",0.0
-"Reserve, circulate, renew, and discharge books and other materials.",0.0
-"Reset hardware, using chisels, mallets, and screwdrivers.",0.0
-Reset slot machines after payoffs.,0.0
-"Reshape or reconstruct disfigured or maimed bodies when necessary, using dermasurgery techniques and materials such as clay, cotton, plaster of Paris, and wax.",0.0
-"Resolve any problems with itineraries, service, or accommodations.",1.0
-"Resolve claims of rule infractions or complaints by participants and assess any necessary penalties, according to regulations.",0.0
-"Resolve complex, severe exposure claims, using high service oriented file handling.",0.0
-Resolve customer complaints or answer customers' questions regarding policies and procedures.,0.9838
-Resolve customer complaints regarding food service.,1.0
-"Resolve customer complaints regarding problems, such as payout errors.",0.7239
-Resolve customer complaints regarding sales and service.,0.9804
-Resolve customer complaints regarding worker performance or services rendered.,0.0
-Resolve customer complaints.,0.9881
-"Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.",0.9872
-Resolve discrepancies in accounting records.,0.8645
-"Resolve garbled or indecipherable messages, using cryptographic procedures and equipment.",0.0
-"Resolve or clarify codes or diagnoses with conflicting, missing, or unclear information by consulting with doctors or others or by participating in the coding team's regular meetings.",0.0
-Resolve personnel problems that arise during the production process by acting as liaisons between dissenting parties when necessary.,0.0
-"Resolve personnel problems, complaints, or formal grievances when possible, or refer them to higher-level supervisors for resolution.",0.0
-Resolve problems between inmates.,0.0
-"Resolve problems concerning the overall financial integrity of banking institutions including loan investment portfolios, capital, earnings, and specific or large troubled accounts.",0.0
-"Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.",0.9847
-Resolve problems or discrepancies concerning customers' accounts.,0.0
-"Resolve problems with laboratory equipment and instruments, such as microscopes, mass spectrometers, microtomes, immunostainers, tissue processors, embedding centers, and water baths.",0.0
-Resolve product availability problems in collaboration with customer service staff.,0.0
-Resolve testing problems by modifying testing methods or revising test objectives and standards.,0.0
-Resolve vendor or contractor grievances and claims against suppliers.,0.0
-Resolve worker problems or collaborate with employees to assist in problem resolution.,0.0
-Respond to and make radio dispatch calls regarding parking violations and complaints.,0.0
-Respond to and report in-flight emergencies and malfunctions.,0.0
-Respond to and resolve patrons' complaints.,0.0
-Respond to breech birth presentations by applying methods such as exercises or external version.,0.0
-"Respond to complaints or questions on wetland jurisdiction, providing information or clarification.",0.0
-"Respond to complaints regarding mail theft, delivery problems, and lost or damaged mail, filling out forms and making appropriate referrals for investigation.",0.0
-"Respond to critical incidents, such as catastrophic events, violent weather, or civil disorders.",0.0
-"Respond to customer and supplier inquiries about order status, changes, or cancellations.",1.0
-"Respond to customer complaints, legal inquiries, payment negotiations, or other post-service matters.",0.0
-"Respond to customer complaints, taking action as necessary.",0.9686
-Respond to customer inquiries or complaints.,0.9807
-"Respond to customer, public, or media requests for information about wellness programs or services.",0.0
-"Respond to emergencies, such as escapes.",0.0
-"Respond to emergencies, such as transformer or transmission line failures, and route current around affected areas.",0.0
-Respond to emergency calls for problems such as gas leaks.,0.0
-"Respond to emergency conditions or breakdowns, following applicable safety procedures and rules.",0.0
-"Respond to emergency situations by providing airway management, administering emergency fluids or drugs, or using basic or advanced cardiac life support techniques.",0.0
-"Respond to emergency situations by providing cardiopulmonary resuscitation (CPR), basic cardiac life support (BLS), advanced cardiac life support (ACLS), or pediatric advanced life support (PALS).",0.0
-Respond to emergency situations on an on-call basis.,0.0
-"Respond to emergency situations, such as emergency medical calls, security calls, or fire alarms.",0.0
-"Respond to fire alarms and other calls for assistance, such as automobile and industrial accidents.",0.0
-Respond to general inquiries or requests from the public.,0.9697
-"Respond to internal and external requests for the release of information contained in medical records, copying medical records, and selective extracts in accordance with laws and regulations.",0.0
-Respond to medical emergencies by administering basic first aid or by obtaining assistance from paramedics.,0.0
-"Respond to medical emergencies, bomb threats, fire alarms, or intrusion alarms, following emergency response procedures.",0.0
-"Respond to passengers' questions, requests, or complaints.",0.0
-Respond to problems by adjusting control room equipment or instructing other personnel to adjust equipment at problem locations or in other control areas.,0.0
-"Respond to problems related to ratepayers, water users, power users, government agencies, educational institutions, or other private or public power resource interests.",0.0
-Respond to public inquiries and complaints.,0.0
-Respond to public suggestions and complaints.,0.0
-"Respond to questions and inquiries, such as those concerning service charges and capacity fees, or refer them to supervisors.",0.0
-Respond to questions from judicial officers or court staff on general legal issues.,0.0
-"Respond to questions from patrons, and provide information about animals, such as behavior, habitat, breeding habits, or facility activities.",0.0
-Respond to requests during court sessions to read portions of the proceedings already recorded.,0.0
-Respond to requests for assistance during emergencies or crises.,0.0
-Respond to requests for information about employers' activities or status.,0.0
-Respond to requests for information from the media or designate an appropriate spokesperson or information source.,0.9841
-"Respond to requests for information from the public, other municipalities, state officials, or state and federal legislative offices.",0.0
-"Respond to students' questions, requests, or complaints.",0.0
-"Respond to system or unit abnormalities, diagnosing the cause, and recommending or taking corrective action.",0.0
-"Respond to user email inquiries, or set up automated systems to send responses.",1.0
-"Restage traditional dances and works in dance companies' repertoires, developing new interpretations.",0.0
-"Restock intravenous (IV) supplies and add measured drugs or nutrients to IV solutions under sterile conditions to prepare IV packs for various uses, such as chemotherapy medication.",0.0
-"Restock kitchen supplies, rotate food, and stamp the time and date on food in coolers.",0.0
-"Restock patient rooms with personal hygiene items, such as towels, washcloths, soap, or toilet paper.",0.0
-"Restock storage areas, replenishing items on shelves.",0.0
-Restock teaching materials or supplies.,0.0
-"Restore form and function by moving skin, bone, nerves, and other tissues from other parts of the body to reconstruct the jaws and face.",0.0
-"Restore function and aesthetics to traumatic injury victims, or to individuals with diseases or birth defects.",0.0
-Restrain animals during exams or procedures.,0.0
-Restrain or aid patients as necessary to prevent injury.,0.0
-Restrain or shackle violent patients.,0.0
-Restrain patients to prevent violence or injury or to assist physicians or nurses to administer treatments.,0.0
-"Restrain violent, potentially violent, or suicidal patients by verbal or physical means as required.",0.0
-"Restrain, secure, or control offenders, using chemical agents, firearms, or other weapons of force as necessary.",0.0
-Restrict public access and recreational use of forest lands during critical fire seasons.,0.0
-"Resurface an outside area with cobblestones, terracotta tiles, concrete or other materials.",0.0
-Retouch photographic negatives or original prints to correct defects.,0.0
-Retract augers to force discharge dirt from holes.,0.0
-"Retrain horses to break bad habits, such as kicking, bolting, or resisting bridling or grooming.",0.0
-Retrieve and examine real estate closing files for accuracy and to ensure that information included is recorded and executed according to regulations.,0.0
-Retrieve documents stored in microfilm or microfiche and place them in viewers for reading.,0.0
-"Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.",0.0
-Retrieve information from central databases for storage in a library's computer.,0.9554
-"Retrieve lost equipment from bore holes, using retrieval tools and equipment.",0.0
-"Retrieve patient medical records for physicians, technicians, or other medical personnel.",1.0
-Retrieve stored items and trace lost shipments as necessary.,0.0
-"Retrofit vehicle fuel systems with aftermarket products, such as vapor transfer devices, evaporation control devices, swirlers, lean burn devices, and friction reduction devices, to enhance combustion and fuel efficiency.",0.0
-Return assignments to students in accordance with established deadlines.,0.0
-Return borrowed or rented items when productions are complete and return other items to storage.,0.0
-"Return checks to customers or retrieve checks returned to customers in error, adjusting accounts and answering inquiries about errors as necessary.",0.0
-"Return dictated reports in printed or electronic form for physician's review, signature, and corrections and for inclusion in patients' medical records.",0.0
-Return incorrectly addressed mail to senders.,0.0
-"Return to the post office with mail collected from homes, businesses, and public mailboxes.",0.0
-Review accounts and charges with guests during the check out process.,0.0
-Review accounts for discrepancies and reconcile differences.,0.0
-Review accounts to determine write-offs for collection agencies.,0.0
-Review adapted physical education programs or practices to ensure compliance with government or other regulations.,0.0
-Review adverse drug reactions and file all related reports in accordance with regulatory agency guidelines.,0.0
-"Review advertising trends, consumer surveys, and other data regarding marketing of goods and services to determine the best way to promote products.",0.0
-Review aerospace engineering designs to determine how to reduce negative environmental impacts.,0.0
-"Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.",0.9467
-Review all securities transactions to ensure accuracy of information and conformance to governing agency regulations.,0.9681
-"Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.",0.9237
-Review and analyze facility activities and data to aid planning and cash and risk management and to improve service utilization.,0.0
-"Review and analyze legislation, laws, or public policy and recommend changes to promote or support interests of the general population or special groups.",0.0
-"Review and analyze new, proposed, or revised laws, regulations, policies, and procedures to interpret their meaning and determine their impact.",0.8419
-"Review and analyze specifications, sketches, drawings, ideas, and related data to assess factors affecting component designs and the procedures and instructions to be followed.",0.0
-Review and approve all systems charts and programs prior to their implementation.,0.0
-"Review and approve art materials, copy materials, and proofs of printed copy developed by staff members.",0.0
-"Review and approve employee disciplinary actions, such as written reprimands, suspensions, or terminations.",0.0
-"Review and approve new programs, or recommend modifications to existing programs, submitting program proposals for school board approval as necessary.",0.0
-Review and approve proofs submitted by composing room prior to publication production.,0.7756
-Review and approve quality plans submitted by contractors.,0.0
-"Review and critique proposals, plans, or designs related to water or wastewater treatment systems.",0.0
-Review and detail shop drawings for construction plans.,0.0
-Review and edit standard operating procedures.,0.0
-"Review and edit transcribed reports or dictated material for spelling, grammar, clarity, consistency, and proper medical terminology.",0.8655
-"Review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes.",0.0
-"Review and evaluate applications for registration of products containing dangerous materials, or for pollution control discharge permits.",0.0
-Review and evaluate clients' progress in relation to measurable goals described in treatment and care plans.,0.0
-"Review and evaluate data on documents, such as claim applications, birth or death certificates, or physician or employer records.",0.0
-"Review and evaluate developed x-rays, video tape, or computer-generated information to determine if images are satisfactory for diagnostic purposes.",0.0
-Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.,0.0
-"Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.",0.0
-"Review and evaluate new and current programs to determine their efficiency, effectiveness, and compliance with state, local, and federal regulations and recommend any necessary modifications.",0.0
-Review and evaluate notes taken about news events to isolate pertinent facts and details.,0.0
-"Review and evaluate requests from engineers, managers, and technicians for system modifications.",0.0
-Review and evaluate training and apprenticeship programs for compliance with government standards.,0.0
-Review and evaluate treatment procedures and outcomes of other psychiatrists or medical professionals.,0.0
-"Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.",0.0
-"Review and interpret government codes and develop procedures to meet codes and to ensure facility safety, security, and maintenance.",0.0
-"Review and interpret government codes, and develop programs to ensure adherence to codes and facility safety, security, and maintenance.",0.0
-"Review and interpret plans, blueprints, site layouts, specifications, or construction methods to ensure compliance to legal requirements and safety regulations.",0.886
-Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system.,0.0
-Review and revise sustainability proposals or policies.,0.0
-Review and update credit and loan files.,0.0
-Review and update standard operating procedures or quality assurance manuals.,0.0
-"Review and verify data, such as age, name, address, and principal sum and value of property, on insurance applications and policies.",0.0
-"Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements.",0.0
-"Review applications for mergers, acquisitions, establishment of new institutions, acceptance in Federal Reserve System, or registration of securities sales to determine their public interest value and conformance to regulations, and recommend acceptance or rejection.",0.0
-"Review applications for site plans and permits and recommend approval, denial, modification, or further investigative action.",0.0
-"Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency.",0.0
-Review assembled films or edited videotapes on screens or monitors to determine if corrections are necessary.,0.0
-Review audit reports of internal and external auditors to monitor adequacy of scope of reports or to discover specific weaknesses in internal routines.,0.0
-"Review balance sheets, operating income and expense accounts, and loan documentation to confirm institution assets and liabilities.",0.0
-Review billing for accuracy.,0.9103
-"Review bills in committee, and make recommendations about their future.",0.0
-Review biomass operations performance specifications to ensure compliance with regulatory requirements.,0.0
-Review blueprints and plans for new or remodeled buildings to ensure the structures meet fire safety codes.,0.0
-"Review blueprints to determine customer requirements and consult with assembler regarding schematics, wiring procedures, or conductor paths.",0.0
-"Review blueprints, building codes, or specifications to determine work details or procedures.",0.9492
-"Review blueprints, sketches, or work orders to gather information about tasks to be completed.",1.0
-Review books and journal articles for potential publication.,0.0
-"Review cases by analyzing autopsies, laboratory findings, or case investigation reports.",0.0
-"Review catalogs, industry periodicals, directories, trade journals, and Internet sites and consult with other department personnel to locate necessary goods and services.",1.0
-"Review changes to financial, family, or employment situations to determine whether changes to existing debt management plans, spending plans, or budgets are needed.",0.0
-"Review civil design, engineering, or construction technical documentation to ensure compliance with applicable government or industrial codes, standards, requirements, or regulations.",0.0
-"Review claims adjustments with dealers, examining parts claimed to be defective, and approving or disapproving dealers' claims.",0.0
-"Review class material with students by discussing text, working solutions to problems, or reviewing worksheets or other assignments.",0.9368
-"Review client requirements and proposed locations for drilling operations to determine feasibility, and to determine cost estimates.",0.0
-"Review clients' accounts and plans regularly to determine whether life changes, economic changes, environmental concerns, or financial performance indicate a need for plan reassessment.",0.0
-Review clinical or other medical research protocols and recommend appropriate statistical analyses.,0.0
-Review clinical protocols to ensure collection of data needed for regulatory submissions.,0.0
-Review collection reports to determine the status of collections and the amounts of outstanding balances.,0.0
-"Review commercial vehicle logs, shipping papers, or driver and equipment records to detect any problems or to ensure compliance with regulations.",0.0
-Review communications such as securities sales advertising to ensure there are no violations of standards or regulations.,0.0
-Review company contracts to determine actions required to meet governmental equal opportunity provisions.,0.0
-Review company records to determine amount of insurance in force on single risk or group of closely related risks.,0.0
-Review compiled data on operating costs and revenues to set rates.,0.0
-"Review complaints, petitions, motions, or pleadings that have been filed to determine issues involved or basis for relief.",0.8203
-Review completed construction drawings and cost estimates for accuracy and conformity to standards and regulations.,0.842
-Review computer-processed digital images for quality.,0.0
-Review contents of written orders to ensure adherence to legal requirements.,0.0
-"Review contracts or work assignments to determine service, machine, or workforce requirements for jobs.",0.0
-"Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.",0.0
-"Review correspondence for format and typographical accuracy, assemble the information into a prescribed form with the correct number of copies, and submit it to an authorized official for signature.",0.0
-Review customer accounts to determine whether payments are made on time and that other loan terms are being followed.,0.0
-Review customer requests for service to determine service needs and deploy appropriate resources to provide service.,0.0
-"Review daily work or delivery schedules to determine orders, sequences of deliveries, or special loading instructions.",0.0
-"Review damage reports, prepare or review repair cost estimates, and plan work to be performed.",0.0
-"Review data about material assets, net worth, liabilities, capital stock, surplus, income, or expenditures.",0.0
-Review data from contract laboratories to ensure accuracy and regulatory compliance.,0.0
-Review data obtained from interview for completeness and accuracy.,0.0
-"Review design drawings or technical documents for completeness, correctness, or appropriateness.",0.0
-"Review designs, codes, test plans, or documentation to ensure quality.",0.0
-"Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.",0.0
-Review development plans to determine potential traffic impact.,0.0
-Review dockets of pending litigation to ensure adequate progress.,0.0
-"Review documents, such as production schedules, work orders, or staffing tables, to determine personnel or materials requirements or material priorities.",0.0
-"Review documents, such as purchase orders, sales tickets, charge slips, or hospital records, to compute fees or charges due.",0.0
-Review electrical engineering plans to ensure adherence to design specifications and compliance with applicable electrical codes and standards.,0.0
-"Review emergency plans of individual organizations, such as medical facilities, to ensure their adequacy.",0.0
-Review employee safety programs to determine their adequacy.,0.0
-"Review employer practices or employee data to ensure compliance with contracts on matters such as wages, hours, or conditions of employment.",0.0
-Review employment applications and job orders to match applicants with job requirements.,0.9369
-Review enrollment applications and correspond with applicants to obtain additional information.,0.0
-"Review environmental, historical, or technical reports and publications for accuracy.",0.0
-Review event bills for accuracy and approve payment.,0.0
-"Review existing disaster recovery, crisis management, or business continuity plans.",0.0
-"Review existing electrical engineering criteria to identify necessary revisions, deletions, or amendments to outdated material.",0.0
-Review existing environmental remediation designs.,0.0
-Review existing manufacturing processes to identify opportunities for yield improvement or reduced process variation.,0.0
-"Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.",0.0
-Review existing policies or legislation to identify environmental impacts.,0.0
-"Review existing standards, controls, or equipment used, recommending changes or upgrades as needed.",0.0
-Review facts of incidents to determine if criminal act or statute violations were involved.,0.0
-Review filed tax returns to determine whether claimed tax credits and deductions are allowed by law.,0.0
-"Review files, records, and other documents to obtain information to respond to requests.",0.9688
-Review film daily to check on work in progress and to plan for future filming.,0.0
-"Review film, recordings, or rehearsals to ensure conformance to production and broadcast standards.",0.0
-"Review final layouts and suggest improvements, as needed.",0.0
-"Review financial records, such as income statements and documentation of expenditures to determine forms needed to prepare tax returns.",0.0
-Review financial reports to ensure efficiency and quality of security operations.,0.0
-"Review financial statements, sales or activity reports, or other performance data to identify opportunities for cost reductions or service improvements.",0.9164
-"Review financial statements, sales or activity reports, or other performance data to measure productivity or goal achievement or to identify areas needing cost reduction or program improvement.",0.9284
-Review footage sequence by sequence to become familiar with it before assembling it into a final product.,0.0
-Review forensic analysts' reports for technical merit.,0.0
-"Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.",0.0
-"Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.",0.0
-Review grant applications or make funding recommendations.,0.0
-"Review health, safety, accident, or worker compensation records to evaluate safety program effectiveness or to identify jobs with high incidence of injury.",0.0
-Review illustrative material to determine if it conforms to standards and specifications.,0.0
-Review individual or commercial customer files to identify and select delinquent accounts for collection.,0.0
-"Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.",0.0
-Review information about programs and schedules to ensure accuracy and provide such information to local media outlets.,1.0
-"Review information about transfers of property to ensure its accuracy, checking basic information on buyers, sellers, and sales prices and making corrections as necessary.",0.0
-"Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.",0.7636
-Review insurance policy terms to determine whether a particular loss is covered by insurance.,0.0
-Review insurance policy to determine coverage.,0.0
-Review inventory and sales records to prepare reports for management and budget departments.,0.0
-"Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments.",0.0
-Review legal publications and perform database searches to identify laws and court decisions relevant to pending cases.,0.0
-"Review lists of dealers, customers, or station drops and load trucks.",0.0
-Review loan agreements to ensure that they are complete and accurate according to policy.,0.0
-"Review logistics performance with customers against targets, benchmarks, and service agreements.",0.0
-"Review logs, datasheets, or reports to ensure adequate production levels and safe production environments or to identify abnormalities with power production equipment or processes.",0.0
-"Review logs, datasheets, or reports to ensure adequate production levels or to identify abnormalities with biofuels production equipment or processes.",0.0
-Review loss prevention exception reports and cash discrepancies to ensure adherence to guidelines.,0.0
-"Review manufacturer's and trade catalogs, drawings and other data relative to operation, maintenance, and service of equipment.",0.0
-"Review manufacturer's instructions, manuals, technical specifications, building permits, and ordinances to determine communication equipment requirements and procedures.",0.0
-Review manuscripts for professional journals.,0.0
-Review manuscripts for publication in books and professional journals.,0.7229
-Review manuscripts for publication in professional journals.,0.7239
-Review material and labor requirements to decide whether it is more cost-effective to produce or purchase components.,0.0
-Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met.,0.9301
-"Review menus and analyze recipes to determine labor and overhead costs, and assign prices to menu items.",0.0
-Review motorists' identification before allowing them to enter parking facilities.,0.0
-"Review new product plans, and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.",0.0
-"Review occupational data on Alien Employment Certification Applications to determine the appropriate occupational title and code, and provide local offices with information about immigration and occupations.",0.0
-Review offender information to identify issues that require special attention.,0.0
-Review offering documents or marketing materials to ensure regulatory compliance.,0.0
-Review operating budgets to analyze trends affecting budget needs.,0.0
-"Review operating practices and procedures to determine whether improvements can be made in areas such as workflow, reporting procedures, or expenditures.",0.723
-"Review operational expenses, budget estimates, betting accounts, or collection reports for accuracy.",0.0
-Review operational records and reports to project sales and determine profitability.,0.0
-Review operations and confer with technical or administrative staff to resolve production or processing problems.,0.0
-Review or approve amendments to comprehensive local water plans or conservation district plans.,0.0
-"Review or approve designs, calculations, or cost estimates.",0.0
-Review or draft risk disclosures for offer documents.,0.0
-"Review or evaluate competitive products, film, music, television, and other art forms to generate new game design ideas.",0.0
-Review or evaluate designs for contaminant treatment or disposal facilities.,0.0
-"Review or evaluate designs for water detention facilities, storm drains, flood control facilities, or other hydraulic structures.",0.0
-Review or evaluate environmental remediation project proposals.,0.0
-Review or evaluate proposals or bids to make recommendations regarding awarding of contracts.,0.9653
-Review or modify policies or operating guidelines to comply with changes to environmental standards or regulations.,0.0
-Review or negotiate energy purchase agreements.,0.0
-Review or transmit images and information using picture archiving or communications systems.,0.0
-"Review or update Web page content or links in a timely manner, using appropriate tools.",0.9598
-"Review or update supply chain practices in accordance with new or changing environmental policies, standards, regulations, or laws.",0.0
-Review orders for completeness according to reporting procedures and forward incomplete orders for further processing.,0.0
-Review orders to determine product types and quantities required to meet demand.,0.0
-"Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.",0.0
-Review papers for colleagues and scientific journals.,0.8289
-Review papers for publication in journals.,0.7816
-"Review papers or serve on editorial boards for scientific journals, and review grant proposals for federal agencies.",0.9279
-"Review papers or serve on editorial boards for scientific journals, and review grant proposals for various agencies.",0.8223
-"Review patients' dietary restrictions, food allergies, and preferences to ensure patient receives appropriate diet.",0.0
-"Review performer information, such as photos, resumes, voice tapes, videos, and union membership, to decide whom to audition for parts.",0.0
-Review physician's referral and patient's medical records to help determine diagnosis and physical therapy treatment required.,0.0
-Review plans and confer with research or support staff to develop new products or processes.,0.0
-Review plans and specifications for construction of new machinery or equipment to determine whether all safety requirements have been met.,0.0
-"Review plans for new construction with clients, enumerating and recommending available options and features.",0.0
-"Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability.",0.0
-"Review prescription, diagnosis, patient chart, and identification.",0.0
-"Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.",0.0
-Review procedure requests and patients' medical histories to determine applicability of procedures and radioisotopes to be used.,0.0
-Review procedures in database management system manuals to make changes to database.,0.0
-"Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.",0.0
-"Review processing schedules or production orders to make decisions concerning inventory requirements, staffing requirements, work procedures, or duty assignments, considering budgetary limitations and time constraints.",0.0
-Review product designs for manufacturability or completeness.,0.0
-"Review product promotional materials, labeling, batch records, specification sheets, or test methods for compliance with applicable regulations and policies.",0.0
-"Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.",0.0
-"Review program specifications or blueprints to determine and set machine operations and sequencing, finished workpiece dimensions, or numerical control sequences.",0.0
-"Review project activities and prepare and review research, testing, or operational reports.",0.944
-"Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.",0.0
-"Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing.",0.0
-Review project plans to plan and coordinate project activity.,0.0
-Review project requests describing database user needs to estimate time and cost required to accomplish project.,0.0
-Review property details to ensure that environmental regulations are met.,0.0
-"Review property listings, trade journals, and relevant literature, and attend conventions, seminars, and staff and association meetings, to remain knowledgeable about real estate markets.",0.0
-"Review proposed study protocols to evaluate factors such as sample collection processes, data management plans, or potential subject risks.",0.0
-Review proposed wetland restoration easements or provide technical recommendations.,0.0
-"Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.",0.7722
-Review purchase order claims and contracts for conformance to company policy.,0.0
-Review quality documentation necessary for regulatory submissions and inspections.,0.0
-"Review records for completeness, accuracy, and compliance with regulations.",0.9647
-"Review records or reports concerning laboratory results, staffing, floor plans, fire inspections, or sanitation to gather information for the development or enforcement of safety activities.",0.0
-"Review records or reports for clarity and completeness and maintain records or reports, as required under federal law.",0.0
-"Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.",0.0
-"Review records, such as microfilm and issue cards, to identify titles of overdue materials and delinquent borrowers.",0.0
-"Review registration statistics, and consult with faculty officials to develop registration policies.",0.0
-Review rents to ensure that they are in line with rental markets.,0.0
-Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs.,0.0
-"Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards.",0.0
-Review reports of securities transactions or price lists to analyze market conditions.,0.9844
-Review reports of suspected fraud to determine need for further investigation.,0.0
-Review reports submitted by staff members to recommend approval or to suggest changes.,0.0
-"Review requisition orders to verify accuracy, terminology, and specifications.",0.0
-"Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.",0.0
-Review research literature to remain current on psychological science issues.,0.0
-"Review research or literature in art therapy, psychology, or related disciplines.",0.8922
-"Review rough sketches, drawings, specifications, and other engineering data to ensure that they conform to design concepts.",0.0
-"Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.",0.0
-"Review scientific literature, participate in continuing education activities, or attend conferences and seminars to maintain current knowledge of clinical studies affairs and issues.",0.0
-Review scientific proposals and research papers.,0.8668
-"Review scripts or other production information to determine a story's locale or period, as well as the number of characters and required costumes.",0.0
-Review security assessments for computing environments or check for compliance with cybersecurity standards and regulations.,0.0
-Review selected tax returns to determine the nature and extent of audits to be performed on them.,0.0
-Review sets of photographs to select the best work.,0.0
-"Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.",0.9607
-Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.,0.0
-"Review statistical studies, technological advances, or regulatory standards and trends to stay abreast of issues in the field of quality control.",0.0
-"Review student misconduct reports requiring disciplinary action, and counsel students regarding such reports.",0.0
-Review subject matter of materials to be classified and select classification numbers and headings according to classification systems.,0.0
-"Review sustainability program objectives, progress, or status to ensure compliance with policies, standards, regulations, or laws.",0.0
-"Review taxpayer accounts, and conduct audits on-site, by correspondence, or by summoning taxpayer to office.",0.0
-Review technical documents to ensure completeness and conformance to requirements.,0.0
-Review the environmental records of freight carriers to inform shipping decisions.,0.0
-"Review time sheets, work charts, wage computation, and other information to detect and reconcile payroll discrepancies.",0.0
-"Review traffic control or barricade plans to issue permits for parades or other special events or for construction work that affects rights of way, providing assistance with plan preparation or revision, as necessary.",0.0
-"Review transcripts to ensure that students meet graduation or college entrance requirements, and write letters of recommendation.",0.0
-Review video surveillance footage.,0.0
-Review violations of computer security procedures and discuss procedures with violators to ensure violations are not repeated.,0.0
-"Review work done by others to check for correct spelling and grammar, ensure that company format policies are followed, and recommend revisions.",0.0
-Review work orders and blueprints to ensure work is performed according to specifications.,0.0
-Review work orders and discuss work with supervisors.,0.0
-Review work orders and specifications to determine materials needed and types of parts to be processed.,0.0
-Review work orders or procedural manuals and confer with vendors or design staff to resolve problems or modify design.,0.0
-"Review work orders, blueprints, specifications, or job samples to determine components, settings, and adjustments for cutting and slicing machines.",1.0
-"Review work orders, specifications, or instructions to determine materials, ingredients, procedures, components, settings, and adjustments for extruding, forming, pressing, or compacting machines.",0.0
-Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.,0.0
-Review work plans to schedule activities.,0.0
-"Review work procedures and operational problems to determine ways to improve service, performance, or safety.",0.0
-Review work requests and compare them with previous work completed on ships to ensure that costs are economically sound.,0.0
-Review work throughout the work process and at completion to ensure that it has been performed properly.,0.0
-"Review workflow charts developed by programmer analyst to understand tasks computer will perform, such as updating records.",0.0
-"Review written, audio, or video copy, and correct errors in content, grammar, or punctuation, following prescribed editorial style and formatting guidelines.",0.0
-"Review, approve, or interpret genetic laboratory results.",0.972
-"Review, classify, and record survey data in preparation for computer analysis.",0.9971
-"Review, develop, or prepare maintenance standards.",0.0
-"Review, evaluate, accept, and coordinate completion of work bid from contractors.",0.0
-"Review, evaluate, and approve specifications for issuing and awarding bids.",0.9653
-"Review, negotiate, or approve wind farm contracts.",0.0
-"Review, recommend, or approve contracts or cost estimates.",0.0
-Revise company definition of data as defined in data dictionary.,0.0
-"Revise existing maps and charts, making all necessary corrections and adjustments.",0.0
-"Revise production schedules when required due to design changes, labor or material shortages, backlogs, or other interruptions, collaborating with management, marketing, sales, production, or engineering.",0.0
-"Revise programs or tapes to eliminate errors, and retest programs to check that problems have been solved.",0.9679
-Revise work to meet editorial approval or to fit time or space requirements.,0.8303
-"Revise written material to meet personal standards and to satisfy needs of clients, publishers, directors, or producers.",0.8151
-Revisit land users to view implemented land use practices or plans.,0.0
-"Rewind coils on cores in slots, or make replacement coils, using coil-winding machines.",0.0
-"Rewire electrical systems, and repair or replace electrical accessories.",0.0
-"Rewire ignition systems, lights, and instrument panels.",0.0
-Rework or alter component model or parts as required to ensure that products meet standards.,0.0
-"Rework, repair, or replace damaged parts or assemblies.",0.0
-Rewrap soiled or broken parcels.,0.0
-"Rewrite original musical scores in different musical styles by changing rhythms, harmonies, or tempos.",0.0
-"Ride atop cars that have been shunted, and turn handwheels to control speeds or stop cars at specified positions.",0.0
-"Ride on girders or other structural steel members to position them, or use rope to guide them into position.",0.0
-Ride on moving cars by holding onto grab irons and standing on ladder steps.,0.0
-"Rig or dismantle props or equipment, such as frames, scaffolding, platforms, or backdrops, using hand tools.",0.0
-Rinse articles in water and acetic acid solutions to remove excess dye and to fix colors.,0.0
-"Rinse coated objects in cleansing liquids and dry them with cloths, centrifugal driers, or by tumbling in sawdust-filled barrels.",0.0
-"Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.",0.0
-"Rinse, drain, or wipe coated workpieces to remove excess coating material or to facilitate setting of finish coats on workpieces.",0.0
-"Roll and press sheet wall and floor covering into cement base to smooth and finish surface, using hand roller.",0.0
-"Roll camelbacks onto casings by hand, and cut camelbacks, using knives.",0.0
-"Roll hand rollers over rebuilt casings, exerting pressure to ensure adhesion between camelbacks and casings.",0.0
-"Roll new rubber treads, known as camelbacks, over tire casings and mold the semi-raw rubber treads onto the buffed casings.",0.0
-"Roll out, measure, mark, and cut carpeting to size with a carpet knife, following floor sketches and allowing extra carpet for final fitting.",0.0
-"Roll silverware, set up food stations, or set up dining areas to prepare for the next shift or for large parties.",0.0
-"Roll, knead, cut, or shape dough to form sweet rolls, pie crusts, tarts, cookies, or other products.",0.0
-Rotate and store food supplies.,0.0
-Rotate chucks to turn bolts and open expansion heads against rock formations.,0.0
-"Rotate cleaning rods manually, using turning pins.",0.0
-Rotate molds to distribute alloys and to prevent formation of air pockets.,0.0
-Rotate sweep boards around spindles to make symmetrical molds for convex impressions.,0.0
-Rotate through all the tasks required in a particular production process.,0.0
-"Rotate tires to different positions on vehicles, using hand tools.",0.0
-"Rotate, test, and repair or replace tires.",0.0
-Rough the undercoat surface with a scratcher so the finish coat will adhere.,0.0
-"Roughen surfaces of fingernails, using abrasive wheel.",0.0
-"Rout out locations where parts are to be joined to items, using routing machines.",0.0
-"Route and connect cables and lines to switches, switchboard equipment, and distributing frames, using wire-wrap guns or soldering irons to connect wires to terminals.",0.0
-Route correspondence to other departments for reply.,0.0
-"Route items to provide cutouts for parts, using portable routers, grinders, and hand tools.",0.0
-"Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.",0.0
-"Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.",0.0
-"Route received goods to first available flight or to appropriate storage areas or departments, using forklifts, hand trucks, or other equipment.",0.0
-Route statements for mailing or over-the-counter delivery to customers.,0.0
-Rub cement sticks on drum edges to provide adhesive surfaces for plies.,0.0
-Rule on admissibility of evidence and methods of conducting testimony.,0.0
-"Rule on custody and access disputes, and enforce court orders regarding custody and support of children.",0.0
-"Rule on exceptions, motions, and admissibility of evidence.",0.0
-"Rule on exceptions, motions, or admissibility of evidence.",0.0
-"Run appropriate power, ground, or coaxial cables.",0.0
-Run cash registers.,0.0
-"Run errands, such as taking laundry to the cleaners and buying groceries.",0.0
-Run infrastructure tests to examine the behavior of large peer-to-peer networks.,0.0
-"Run low voltage wiring on ceiling surfaces, using insulated staples.",0.0
-Run monthly network reports.,0.0
-Run new speaker and electrical cables.,0.0
-"Run signal quality and connectivity tests for individual cables, and record results.",0.0
-"Run wires between components and to outside cable systems, connecting them to wires from telephone poles or underground cable accesses.",0.0
-"Salvage property by removing broken glass, pumping out water, and ventilating buildings to remove smoke.",0.0
-"Salvage wrecked ships or their cargo, using pneumatic power velocity and hydraulic tools and explosive charges, when necessary.",0.0
-"Sample and test air to identify gasses, such as bromine, ozone, or sulfur dioxide, or particulates, such as mold, dust, or allergens.",0.0
-"Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.",0.0
-Sand and apply sealer to properly dried finish.,0.0
-"Sand body areas to be painted and cover bumpers, windows, and trim with masking tape or paper to protect them from the paint.",0.0
-Sand or patch nicks or cracks in plasterboard or wallboard.,0.0
-Sand rough spots of dried cement between applications of compounds.,0.0
-"Sandblast exposed areas of glass to cut designs in surfaces, using spray guns.",0.0
-Sanitize toys and play equipment.,0.0
-"Saw back-cuts, leaving sufficient sound wood to control direction of fall.",0.0
-Saw felled trees into lengths.,0.0
-"Saw, split, or scribe carcasses into smaller portions to facilitate handling.",0.0
-"Scale copy for reductions and enlargements, using proportion wheels.",0.0
-Scan labels on letters or parcels to confirm receipt.,0.0
-"Scan networks, using vulnerability assessment tools to identify vulnerabilities.",0.0
-Scan or read incoming materials to determine how and where they should be classified or filed.,0.0
-Scan patients' health records into electronic formats.,0.0
-"Scan status charts and computer screens, and contact emergency response field units to determine emergency units available for dispatch.",0.0
-"Schedule activities and equipment use with managers, using information about daily menus to help coordinate cooking times.",0.0
-Schedule and conduct closings of mortgage transactions.,0.0
-"Schedule and confirm appointments for clients, customers, or supervisors.",0.9907
-"Schedule and confirm patient diagnostic appointments, surgeries, or medical consultations.",1.0
-"Schedule and coordinate in-flight testing programs with ground crews and air traffic control to ensure availability of ground tracking, equipment monitoring, and related services.",0.0
-"Schedule and coordinate transfer and delivery of security certificates between companies, departments, and customers.",0.0
-Schedule and facilitate meetings related to information technology projects.,0.0
-Schedule and maintain regular office hours to meet with students.,0.0
-"Schedule and maintain use of surgical suite, including operating, wash-up, waiting rooms, or anesthetic and sterilizing equipment.",0.0
-Schedule and make appointments.,1.0
-Schedule and make regular visits to farmers.,0.0
-"Schedule and receive food and beverage deliveries, checking delivery contents to verify product quality and quantity.",0.0
-Schedule and supervise splicing or termination of cables in color-code order.,0.0
-Schedule and supervise the construction and testing of special devices and the implementation of unique monitoring or control systems.,0.0
-Schedule appointments and maintain and update appointment calendars.,1.0
-Schedule appointments and procedures for animals.,0.0
-Schedule appointments for patients.,1.0
-Schedule appointments for research subjects or clinical patients.,0.7239
-Schedule appointments for sales representatives to meet with prospective customers or for customers to attend sales presentations.,1.0
-Schedule appointments with clients.,0.7239
-"Schedule appointments, prepare bills and receive payment for dental services, complete insurance forms, and maintain records, manually or using computer.",0.0
-Schedule benefits claimants for adjudication interviews to address questions of eligibility.,0.0
-Schedule class times to ensure maximum attendance.,0.0
-"Schedule classes based on availability of classrooms, equipment, or instructors.",0.0
-Schedule client appointments and accept payments.,1.0
-Schedule client appointments.,1.0
-Schedule courses.,0.0
-"Schedule deliveries based on production forecasts, material substitutions, storage and handling facilities, and maintenance requirements.",0.0
-Schedule employee work assignments and set work priorities.,0.0
-"Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees.",0.0
-Schedule follow-up visits to monitor patients or evaluate health or illness care.,0.0
-"Schedule funerals, burials, or cremations.",0.0
-Schedule guest appointments.,0.7239
-Schedule hearings.,0.0
-"Schedule machine overhauls and the servicing of electrical, heating, ventilation, refrigeration, water, and sewage systems.",0.0
-Schedule maintenance and use of facilities.,0.0
-"Schedule maintenance for industrial machines and equipment, and keep equipment service records.",0.0
-Schedule medical appointments for patients.,0.7239
-Schedule movement of recycling materials into and out of storage areas.,0.0
-"Schedule or administer skill, intelligence, psychological, or drug tests for current or prospective employees.",0.0
-Schedule or conduct new employee orientations.,0.0
-Schedule or coordinate the details of grievance hearings or other meetings.,0.0
-"Schedule or dispatch workers, work crews, equipment, or service vehicles to appropriate locations, according to customer requests, specifications, or needs, using radios or telephones.",1.0
-Schedule or facilitate project meetings.,0.0
-"Schedule or manage staff, such as volunteer usher corps.",0.0
-Schedule parties and take reservations.,0.0
-Schedule patient appointments with physical therapists and coordinate therapists' schedules.,0.7239
-Schedule patients for treatment times.,0.0
-Schedule programming or read television programming logs to determine which programs are to be recorded or aired.,0.0
-Schedule promotional or performance engagements for clients.,0.0
-Schedule repairs for locks on safe-deposit boxes.,0.0
-Schedule space or equipment for special programs and prepare lists of participants.,0.0
-"Schedule special events, such as camps, conferences, meetings, seminars, or retreats.",0.0
-Schedule staff hours and assign duties.,0.0
-Schedule staff or supervise scheduling.,0.0
-"Schedule subjects for appointments, procedures, or inpatient stays as required by study protocols.",0.0
-"Schedule tests or procedures for patients, such as lab work or x-rays, based on physician orders.",0.0
-"Schedule the use of recreation facilities, such as golf courses, tennis courts, bowling alleys, or softball diamonds.",0.0
-Schedule times of shipment and modes of transportation for materials.,0.0
-"Schedule training or drills for emergencies, such as fires, bombs, and other threats.",0.0
-Schedule tutoring appointments with students or their parents.,0.0
-"Schedule use of facilities or catering services for events such as banquets or receptions, and negotiate details of arrangements with clients.",0.0
-Schedule use of studio and editing facilities for producers and engineering and maintenance staff.,0.0
-"Schedule work crews, equipment, or transportation for several different work locations.",0.0
-"Schedule work for crews, depending on work priorities, crew or equipment availability, or weather conditions.",0.0
-Schedule work hours for funeral home or contract employees.,0.0
-"Schedule work with customers and initiate work orders, house requisitions, and orders from stock.",0.0
-"Schedule, supervise, and train clerical workers, volunteers, student assistants, and other library employees.",0.0
-"Score glass with cutters' wheels, breaking off excess glass by hand or with notched tools.",0.0
-Score tests and observe equipment operation and control to rate ability of applicants.,0.0
-"Scrape accumulations of metal oxides from floors, molds, and crucibles, and sift and store them for reclamation.",0.0
-"Scrape and clean units or parts, using cleaning solvents and equipment such as buffing wheels.",0.0
-"Scrape and sand floor edges and areas inaccessible to floor sanders, using scrapers, disk-type sanders, and sandpaper.",0.0
-Scrape and stack dirty dishes and carry dishes and other tableware to kitchens for cleaning.,0.0
-Scrape decayed matter from cavities in trees and fill holes with cement to promote healing and to prevent further deterioration.,0.0
-"Scrape fat, blubber, or flesh from skin sides of pelts with knives or hand scrapers.",0.0
-Scrape leftovers from dishes into garbage containers.,0.0
-"Scrape or wash conveyors, using belt scrapers or belt washers, to minimize dust production.",0.0
-"Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools.",0.0
-"Screed sand level to an even thickness, and recheck sand exposed to elements, raking and rescreeding if necessary.",0.0
-"Screen individuals and belongings to prevent passage of prohibited materials using walkthrough detectors, wands, or bag searches.",0.0
-"Screen job applicants, and hire new employees.",0.9682
-"Screen persons entering courthouse using magnetometers, x-ray machines, and other devices to collect and retain unauthorized firearms and other contraband.",0.0
-Screen potential subjects to determine their suitability as study participants.,0.0
-"Screen, control, and handle evidence and exhibits during court proceedings.",0.0
-Scribe and cut edges of tile to fit walls where wall molding is not specified.,0.0
-Scribe or separate wafers into dice.,0.0
-"Scribe reference lines on workpieces as guides for cutting operations, according to blueprints, templates, sample parts, or specifications.",0.0
-"Script, plan, and create animated narrative sequences under tight deadlines, using computer software and hand drawing techniques.",0.9312
-"Scrub and polish counters, steam tables, and other equipment, and clean glasses, dishes, and fountain equipment.",0.0
-"Scrub arms and hands and assist the surgical team to scrub and put on gloves, masks, and surgical clothing.",0.0
-"Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses.",0.0
-"Seal containers or materials, using glues, fasteners, nails, and hand tools.",0.0
-"Seal empty boxcars by twisting nails in door hasps, using nail twisters.",0.0
-Seal joints between ceiling tiles and walls.,0.0
-Seal joints between plasterboard or other wallboard to prepare wall surfaces for painting or papering.,0.0
-"Seal joints with putty, mortar, and asbestos, using putty extruders and knives.",0.0
-"Seal open sides of modular units to prepare them for shipment, using polyethylene sheets, nails, and hammers.",0.0
-"Seal or open envelopes, by hand or by using machines.",0.0
-"Seal outlet valves on tank cars, barges, and trucks.",0.0
-"Seal punctures in tubeless tires by inserting adhesive material and expanding rubber plugs into punctures, using hand tools.",0.0
-Search carry-on or checked baggage by hand when it is suspected to contain prohibited items such as weapons.,0.0
-"Search computer databases, credit reports, public records, tax or legal filings, or other resources to locate persons or to compile information for investigations.",0.0
-Search directories to find correct addresses for redirected mail.,0.0
-"Search electronic sources, such as databases or repositories, or manual sources for information.",0.9353
-"Search employee files to obtain information for authorized persons and organizations, such as credit bureaus and finance companies.",0.0
-"Search files and contact witnesses, attorneys, or litigants to obtain information for the court.",0.0
-"Search for and collect evidence, such as fingerprints, using investigative equipment.",0.0
-Search for and examine public and other legal records to write opinions or establish ownership.,0.0
-Search for and recapture escapees.,0.0
-Search for lost articles or for parents of lost children.,0.0
-"Search for section corners, property irons, or survey points.",0.0
-"Search for specific sets of stored, typed characters to make changes.",1.0
-"Search legal records, survey records, and land titles to obtain information about property boundaries in areas to be surveyed.",0.0
-"Search prisoners and vehicles and conduct shakedowns of cells for valuables and contraband, such as weapons or drugs.",0.0
-"Search public records for transactions such as sales, leases, and assessments.",0.9722
-Search scientific literature to select and modify methods and procedures most appropriate for genetic research goals.,0.9231
-"Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.",0.9202
-Search to locate fire victims.,0.0
-Season and cook food according to recipes or personal judgment and experience.,0.0
-Seat patrons at gaming tables.,0.0
-Secure a taxpayer's agreement to discharge a tax assessment or submit contested determinations to other administrative or judicial conferees for appeals hearings.,0.0
-Secure and renew orders and arrange delivery.,0.0
-"Secure boats to docks with mooring lines, and cast off lines to enable departure.",0.0
-"Secure cargo for transport, using ropes, blocks, chain, binders, or covers.",0.0
-Secure commitments of participation or donation from individuals or corporate donors.,0.0
-Secure construction or purchase financing with own firm or mortgage company.,0.0
-"Secure deceased body and obtain evidence from it, preventing bystanders from tampering with it prior to medical examiner's arrival.",0.0
-Secure entrances and exits by locking doors and gates.,0.0
-"Secure finished packaged items by hand tying, sewing, gluing, stapling, or attaching fastener.",0.0
-"Secure gems or diamonds in holders, chucks, dops, lapidary sticks, or blocks for cutting, polishing, grinding, drilling, or shaping.",0.0
-Secure metal roof panels in place by interlocking and fastening grooved panel edges.,0.0
-"Secure mirrors in position, using mastic cement, putty, bolts, or screws.",0.0
-Secure passengers for transportation by buckling seatbelts or fastening wheelchairs with tie-down straps.,0.0
-Secure patients into or onto therapy equipment.,0.0
-"Secure persons at scene, keeping witnesses from conversing or leaving the scene before investigators arrive.",0.0
-Secure printing plates to printing units and adjust tolerances.,0.0
-"Secure speakers for charitable events, community meetings, or conferences to increase awareness of charitable, nonprofit, or political causes.",0.0
-"Secure stakes to grids for constructions of footings, nail scabs to footing forms, and vibrate and float concrete.",0.0
-Secure steel cables or chains to logs for dragging by tractors or for pulling by cable yarding systems.,0.0
-"Secure stones in metal mountings, using solder.",0.0
-"Secure third-party verification from sources, such as Leadership in Energy Efficient Design (LEED), to ensure responsible design and building activities or to achieve favorable LEED ratings for building projects.",0.0
-"Secure woodstock against a guide or in a holding device, place woodstock on a conveyor, or dump woodstock in a hopper to feed woodstock into machines.",0.0
-Seek and provide information to help companies determine their position in the marketplace.,0.9792
-Seek federal funding for local projects and programs.,0.0
-"Seek influences from other art forms, such as theatre, the visual arts, and architecture.",0.0
-Seek new ways to improve efficiency and increase profits.,0.0
-Seek out and learn new music suitable for live performance or recording.,0.0
-Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.,0.9633
-"Seek substitutes for harmful or undesirable additives, such as nitrites.",0.0
-"Segregate animals according to weight, age, color, and physical condition.",0.0
-Seize equipment used in fish and game law violations.,0.0
-Select activities that will help individuals learn work and life-management skills within limits of their mental or physical capabilities.,0.0
-Select aerial photographic and remote sensing techniques and plotting equipment needed to meet required standards of accuracy.,0.0
-Select and acquire metals and gems for designs.,0.0
-Select and administer tests to evaluate hearing or related disabilities.,0.0
-"Select and apply cosmetic products, such as creams, lotions, and tonics.",0.0
-"Select and assemble books, materials, supplies, and equipment for training, courses, or projects.",0.9023
-"Select and assemble equipment and required background properties, according to subjects, materials, and conditions.",0.0
-Select and assign instructors to conduct training.,0.0
-"Select and attach drill bits and drill rods, adding more rods as hole depths increase, and changing drill bits as needed.",0.0
-"Select and attach hose nozzles, depending on fire type, and direct streams of water or chemicals onto fires.",0.0
-Select and combine the most effective shots of each scene to form a logical and smoothly running story.,0.0
-"Select and edit documents for publication and display, applying knowledge of subject, literary expression, and presentation techniques.",0.9079
-Select and enter codes to monitor database performance and to create production database.,0.0
-"Select and fasten bulldozer blades or other attachments to tractors, using hitches.",0.0
-Select and implement corrosion control or mitigation systems for geothermal plants.,0.0
-Select and insert required templates into pattern frames beneath the stylus of a machine cutting tool or router.,0.0
-"Select and install blades, tools, or other attachments for each operation.",0.0
-"Select and install cutting tools and other accessories according to specifications, using hand tools or power tools.",0.0
-"Select and install machine components, such as cutting blades, rollers, and templates, according to specifications, using hand tools.",0.0
-"Select and install machine components, such as dies, molds, and cutters, according to specifications, using hand tools and measuring devices.",0.0
-"Select and install torches, torch tips, filler rods, and flux, according to welding chart specifications or types and thicknesses of metals.",0.0
-Select and invite guest speakers to speak to classes.,0.0
-"Select and load materials such as workpieces, objects, and machine parts onto equipment used in coiling processes.",0.0
-"Select and mark trees for thinning or logging, drawing detailed plans that include access roads.",0.0
-"Select and measure or weigh ingredients, using English or metric measures and balance scales.",0.0
-"Select and mix ingredients to prepare coating substances according to specifications, using paddles or mechanical mixers.",0.0
-"Select and mount grinding wheels on machines, according to specifications, using hand tools and applying knowledge of abrasives and grinding procedures.",0.0
-"Select and obtain materials and supplies, such as textbooks and laboratory equipment.",0.0
-"Select and obtain materials and supplies, such as textbooks and performance pieces.",0.0
-"Select and obtain materials and supplies, such as textbooks or laboratory equipment.",0.0
-"Select and obtain materials and supplies, such as textbooks.",0.0
-Select and order lumber or other required materials.,0.0
-"Select and order or purchase new equipment, supplies, or furnishings.",0.0
-"Select and order tile and other items to be installed, such as bathroom accessories, walls, panels, and cabinets, according to specifications.",0.0
-"Select and place spools of thread or pre-wound bobbins into shuttles, or onto spindles or loupers of stitching machines.",0.0
-Select and play music incorporating crowd preferences and mood.,0.0
-Select and prepare medical equipment or medications to be taken to athletic competition sites.,0.0
-"Select and prepare specimens and media for cell cultures, using aseptic technique and knowledge of medium components and cell requirements.",0.0
-Select and prescribe medications to address patient needs.,0.0
-Select and prescribe post-anesthesia medications or treatments to patients.,0.0
-Select and purchase lumber and hardware necessary for set construction.,0.0
-"Select and purchase technical web services, such as web hosting services, online merchant accounts, shopping cart software, payment gateway software, or spyware.",0.0
-"Select and purchase tools or finishes for surfaces to be covered, considering durability, ease of handling, methods of application, and customers' wishes.",0.0
-Select and schedule class times to ensure maximum attendance.,0.0
-"Select and set cutting speeds, feed rates, depths of cuts, and cutting tools, according to machining instructions or knowledge of metal properties.",0.0
-Select and train postmasters and managers of associate postal units.,0.0
-"Select and use laboratory, operational, or diagnostic techniques or test equipment to assess electromechanical circuits, equipment, processes, systems, or subsystems.",0.0
-"Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics.",0.0
-Select applicants meeting specified job requirements and refer them to hiring personnel.,0.0
-Select appropriate culturing system or procedure based on specimen type and reason for referral.,0.0
-Select appropriate curricula or class structures for educational programs.,0.0
-Select appropriate equipment settings and adjust patient positions to obtain the best sites and angles.,0.0
-"Select appropriate finishing ingredients such as paint, stain, lacquer, shellac, or varnish, depending on factors such as wood hardness and surface type.",0.0
-Select appropriate imaging techniques or coils to produce required images.,0.0
-"Select appropriate insulation, such as fiberglass, Styrofoam, or cork, based on the heat retaining or excluding characteristics of the material.",0.0
-"Select appropriate methods of preparation and storage of media to maintain potential of hydrogen (pH), sterility, or ability to support growth.",0.0
-"Select appropriate pressing machines, based on garment properties such as heat tolerance.",0.0
-Select appropriate radio frequency identification device (RFID) tags and determine placement locations.,0.0
-"Select appropriate tools, safety equipment, and parts, according to job requirements.",0.0
-Select banding methods to permit identification of chromosome pairs.,0.0
-Select cartographic elements needed for effective presentation of information.,0.0
-"Select chisels, pneumatic or surfacing tools, or sandblasting nozzles, and determine sequence of use.",0.0
-"Select cleaning materials, tools, or equipment.",0.0
-Select company that offers type of coverage requested by client to underwrite policy.,0.0
-"Select coolants and lubricants, and start their flow.",0.0
-"Select cutting speeds, feed rates, and depths of cuts, applying knowledge of metal properties and shop mathematics.",0.0
-"Select cutting tools and tooling instructions, according to written specifications or knowledge of metal properties and shop mathematics.",0.0
-"Select desired makeup shades from stock, or mix oil, grease, and coloring to achieve specific color effects.",0.0
-"Select digital images for printing, specify number of images to be printed, and direct to printer, using computer software.",0.0
-"Select drill size to drill test head, according to test design and specifications, and submit guide layout to designated department.",0.0
-"Select electromechanical equipment, materials, components, or systems to meet functional specifications.",0.0
-"Select electronics equipment, components, or systems to meet functional specifications.",0.0
-"Select files or other abrasives, according to materials, sizes and shapes of workpieces, amount of stock to be removed, finishes specified, and steps in finishing processes.",0.0
-"Select fishing methods or tools for removing obstacles such as liners, broken casing, screens, or drill pipe.",0.0
-"Select flora and foliage for arrangements, working with numerous combinations to synthesize and develop new creations.",0.0
-"Select food items from serving or storage areas and place them in dishes, on serving trays, or in take-out bags.",0.0
-"Select gauges or types of sheet metal or nonmetallic material, according to product specifications.",0.0
-"Select gear, such as cables, pulleys, and winches, according to load weights and sizes, facilities, and work schedules.",0.0
-"Select hardware and material, assuring compliance with specifications and product requirements.",0.0
-"Select jurors, argue motions, meet with judges, and question witnesses during the course of a trial.",0.0
-"Select knives, saws, blades, cutter heads, cams, bits, or belts, according to workpiece, machine functions, or product specifications.",0.0
-"Select lens blanks, molds, tools, and polishing or grinding wheels, according to production specifications.",0.0
-Select loads or materials according to weight and size specifications.,0.0
-"Select local, state, national, and international news items received from wire services, based on assessment of items' significance and interest value.",0.0
-"Select locations and plan underground or surface mining operations, specifying processes, labor usage, and equipment that will result in safe, economical, and environmentally sound extraction of minerals and ores.",0.0
-Select lumber to be used for patterns.,0.0
-"Select machine tooling to be used, using knowledge of machine and production requirements.",0.0
-"Select material most pertinent to presentation, and organize this material into appropriate formats.",0.904
-Select material quantities or processing methods needed to achieve efficient production.,0.0
-"Select materials and components to be used, based on device design.",0.0
-"Select materials and patterns, and trace patterns onto materials to be cut out.",0.0
-Select materials and production techniques to be used for products.,0.0
-"Select materials for use based on strength, color, texture, balance, weight, size, malleability and other characteristics.",0.0
-Select materials needed to complete work assignments.,0.0
-"Select mechanical designs, installation equipment, or installation plans that conform to environmental, architectural, structural, site, and code requirements.",0.0
-Select mediators or arbitrators for labor disputes or contract negotiations.,0.0
-"Select metals to be used from a range of metals and alloys, based on properties such as hardness or heat tolerance.",0.0
-"Select methods, techniques, or criteria for data warehousing evaluative procedures.",0.8779
-"Select nozzles, spacers, and wire guides, according to diameters and lengths of rods.",0.0
-Select number of colors and determine color separations.,0.0
-"Select or adapt musical instruments, musical equipment, or non-musical materials, such as adaptive devices or visual aids, to meet treatment objectives.",0.0
-"Select or assist customers in selecting products based on customer needs, product specifications, and applicable regulations.",1.0
-"Select or cut trees according to markings or sizes, types, or grades.",0.0
-"Select or design, and purchase furnishings, art work, and accessories.",0.0
-"Select or develop mineral location, extraction, and production methods, based on factors such as safety, cost, and deposit characteristics.",0.0
-"Select or devise materials-handling methods and equipment to transport ore, waste materials, and mineral products efficiently and economically.",0.0
-Select or direct the execution of trades.,1.0
-"Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.",0.0
-Select or prepare artistic media or related equipment or devices to accomplish therapy session objectives.,0.0
-"Select or prepare specimens and media for cell cultures using aseptic techniques, knowledge of medium components, or cell nutritional requirements.",0.0
-Select or prepare speech-language instructional materials.,0.0
-"Select or supervise contractors, such as event hosts or health, fitness, and wellness practitioners.",0.0
-"Select pattern materials such as wood, resin, and fiberglass.",0.0
-Select performers for roles or submit lists of suitable performers to producers or directors for final selection.,0.0
-"Select photographs, drawings, sketches, diagrams, and charts to illustrate material.",0.9561
-"Select pipe sizes, types, or related materials, such as supports, hangers, or hydraulic cylinders, according to specifications.",0.0
-"Select plays, scripts, books, news content, or ideas to be produced.",0.0
-"Select precut fiberglass mats, cloth, and wood-bracing materials as required by projects being assembled.",0.0
-Select products or accessories to be displayed at trade or special production shows.,0.0
-"Select program content, in conjunction with producers and assistants, based on factors such as program specialties, audience tastes, or requests from the public.",0.976
-"Select programming languages, design tools, or applications.",0.0
-Select proper types of plates according to press run lengths.,0.0
-"Select qualified job applicants or refer them to managers, making hiring recommendations when appropriate.",0.9296
-"Select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.",0.0
-"Select saw blades, types or grades of stock, or cutting procedures to be used, according to work orders or supervisors' instructions.",0.0
-"Select set props, such as furniture, pictures, lamps, and rugs.",0.0
-"Select shaping wheels for tasks, and mix and apply abrasives, bort, or polishing compounds.",0.0
-"Select shipment routes, based on nature of goods shipped, transit times, or security needs.",0.0
-Select sizes and types of molds according to instructions.,0.0
-"Select solar energy products, systems, or services for customers based on electrical energy requirements, site conditions, price, or other factors.",0.0
-Select sources from which programming will be received or through which programming will be transmitted.,0.0
-Select specific investments or investment mixes for purchase by an investment fund.,0.9724
-Select statistical tests for analyzing data.,0.0
-"Select substitute titles when requested materials are unavailable, following criteria such as age, education, and interests.",0.0
-"Select supplies such as fasteners and thread, according to job requirements.",0.0
-"Select the appropriate drill for the job, using knowledge of rock or soil conditions.",0.0
-Select the correct sealing compound or tape.,0.0
-"Select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces.",0.0
-Select the proper coolants and lubricants and start their flow.,0.0
-Select the type or color of glass or mirror according to specifications.,0.0
-"Select themes, lighting, colors, or props to be used.",0.0
-Select therapy activities to fit patients' needs and capabilities.,0.0
-"Select thread, twine, cord, or yarn to be used, and thread needles.",0.0
-"Select tools, equipment, or materials from storage and transport items to work site.",0.0
-"Select torch tips, alloys, flux, coil, tubing, or wire, according to metal types or thicknesses, data charts, or records.",0.0
-Select transportation routes to maximize economy by combining shipments or consolidating warehousing and distribution.,0.0
-Select travel routes and sites to be visited based on knowledge of specific areas.,0.0
-"Select tree seedlings, prepare the ground, or plant the trees in reforestation areas, using manual planting tools.",0.0
-"Select trees to be cut down, assessing factors such as site, terrain, and weather conditions before beginning work.",0.0
-"Select wooden stock, determine layouts, and mark layouts of parts on stock, using precision equipment such as scribers, squares, and protractors.",0.0
-"Select, acquire, and maintain programs, music, films, and other needed materials and obtain legal clearances for their use as necessary.",0.0
-"Select, acquire, store, and issue equipment and other materials as necessary.",0.0
-"Select, administer, and score psychological tests.",0.0
-"Select, administer, score, and interpret psychological tests to obtain information on individuals' intelligence, achievements, interests, or personalities.",0.0
-"Select, align, and bolt positioning fixtures, stops, and specified dies to rams and anvils, forging rolls, or presses and hammers.",0.0
-"Select, bait, and set traps, and lay poison along trails, according to species, size, habits, and environs of birds or animals and reasons for trapping them.",0.0
-"Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.",0.0
-"Select, clean, and install spacers, rubber sleeves, or cutters on arbors.",0.0
-"Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools.",0.0
-"Select, install, and adjust machine components, including pressing forms, rollers, and guides, using hoists and hand tools.",0.0
-"Select, order, and issue books, materials, and supplies for courses or projects.",0.0
-"Select, order, and maintain materials and supplies for teaching and research, such as textbooks, chemicals, and laboratory equipment.",0.0
-"Select, order, or administer anesthetics, adjuvant drugs, accessory drugs, fluids or blood products as necessary.",0.0
-"Select, order, or administer pre-anesthetic medications.",0.0
-"Select, order, store, issue, and inventory classroom equipment, materials, and supplies.",0.0
-"Select, position, align, and bolt jigs, holding fixtures, guides, or stops onto machines, using measuring instruments and hand tools.",0.0
-"Select, prepare, or use equipment, monitors, supplies, or drugs for the administration of anesthetics.",0.0
-"Select, purchase, set up, operate, or troubleshoot state-of-the-art laser cutting equipment.",0.0
-"Select, request, perform, or interpret diagnostic procedures, such as laboratory tests, electrocardiograms, emergency ultrasounds, and radiographs.",0.0
-"Select, schedule, or conduct orientation or in-service education programs.",0.0
-"Select, store, order, issue, and inventory classroom equipment, materials, and supplies.",0.0
-"Select, store, order, issue, inventory, and maintain classroom equipment, materials, and supplies.",0.0
-"Select, train, and supervise workers who plan, prepare, and serve meals.",0.0
-Sell alcoholic beverages to passengers.,0.0
-"Sell and collect payment for products such as stamps, prepaid mail envelopes, and money orders.",0.0
-Sell and deliver plants and flowers to customers.,0.0
-"Sell and install accessories, such as batteries, windshield wiper blades, fan belts, bulbs, or headlamps.",0.0
-Sell and serve refreshments to customers.,0.0
-Sell bicycles and accessories.,0.0
-"Sell food specialties, such as sandwiches and beverages, to office workers and patrons of sports events.",0.0
-"Sell food, beverages, or tobacco to players.",0.0
-"Sell funeral services, products, or merchandise to clients.",0.0
-"Sell gambling chips, tokens, or tickets to patrons or to other workers for resale to patrons.",0.0
-"Sell gambling chips, tokens, or tickets to patrons, or to other workers for resale to patrons.",0.0
-"Sell goods such as contact lenses, spectacles, sunglasses, and goods related to eyes, in general.",0.0
-"Sell mail products, and accept payment for products and mailing charges.",0.0
-Sell makeup to clients.,0.0
-"Sell or arrange for delivery, insurance, financing, or service contracts for merchandise.",0.0
-"Sell or collect admission tickets, passes, or facility memberships from patrons at entertainment events.",0.0
-"Sell or rent equipment, clothing, and supplies related to expeditions.",0.0
-Sell parts and equipment.,0.0
-Sell pet food and supplies.,0.0
-Sell pet food or supplies to customers.,0.0
-Sell products being promoted and keep records of sales.,0.0
-Sell products from truck inventory and keep records of sales.,0.0
-"Sell products requiring extensive technical expertise and support for installation and use, such as material handling equipment, numerical-control machinery, or computer systems.",0.0
-"Sell products, services, or memberships.",0.0
-Sell service contracts for technical or scientific products.,0.0
-"Sell services or equipment, such as trusts, investments, or check processing services.",0.9323
-Sell stamps and money orders.,0.0
-"Sell supplies, such as seed, feed, fertilizers, or insecticides, arranging for loans or financing as necessary.",0.0
-Sell technical and scientific products that are environmentally sound or designed for environmental remediation.,0.0
-Sell tickets and collect fees from customers.,0.0
-Sell tickets and other items to customers.,0.0
-Sell travel packages.,0.0
-"Sell various types of insurance policies to businesses and individuals on behalf of insurance companies, including automobile, fire, life, property, medical and dental insurance, or specialized policies, such as marine, farm/crop, and medical malpractice.",0.0
-"Sell, for a fee, real estate owned by others.",0.0
-"Send checked baggage through automated screening machines, and set bags aside for searching or rescreening as indicated by equipment.",0.0
-Send defective units to the manufacturer or to a specialized repair shop for repair.,0.0
-Send film to photofinishing laboratories for processing.,0.0
-Send notices to taxpayers when accounts are delinquent.,0.0
-Send out notices about lost or overdue books.,0.0
-Send out notices and accept fine payments for lost or overdue books.,0.0
-Send out surveys.,0.0
-Send product samples to laboratories for analysis.,0.0
-"Send samples of clients' work and other promotional material to potential employers to obtain auditions, sponsorships, or endorsement deals.",0.0
-"Sentence defendants in criminal cases, on conviction by jury, according to applicable government statutes.",0.0
-"Separate collected materials for disposal, recycling, or reuse, in accordance with environmental policies.",0.0
-"Separate fiber tufts between fingers to assess strength, uniformity, and cohesive quality of fibers.",0.0
-"Separate instruments, vocals, and other sounds, and combine sounds during the mixing or postproduction stage.",0.0
-"Separate materials or products according to size, weight, type, condition, color, or shade.",0.0
-Separate meats and byproducts into specified containers and seal containers.,0.0
-Separate models or patterns from molds and examine products for accuracy.,0.0
-"Separate products according to weight, grade, size, or composition of materials used to produce them.",0.0
-"Separate scrap waste and related materials for reuse, recycling, or disposal.",0.0
-"Separate tubed tires from wheels, using rubber mallets and metal bars or mechanical tire changers.",0.0
-"Serve as a confidential point of contact for employees to communicate with management, seek clarification on issues or dilemmas, or report irregularities.",0.0
-Serve as a liaison between the university and other governmental and educational agencies.,0.0
-"Serve as a link between management and employees by handling questions, interpreting and administering contracts and helping resolve work-related problems.",0.0
-Serve as a point of contact between managerial staff and leaders of recreational or entertainment activities.,0.0
-"Serve as a resource to help families and schools deal with crises, such as separation and loss.",0.0
-"Serve as a technical liaison between quality control and other departments, vendors, or contractors.",0.0
-Serve as a vessel's docking master upon arrival at a port or at a berth.,0.0
-"Serve as a working leader of an engine, hand, helicopter, or prescribed fire crew of three or more firefighters.",0.0
-Serve as liaison between park or recreation administrators and activity instructors.,0.0
-"Serve as liaison with federal, state, or local agencies or officials on issues pertaining to solid or hazardous waste program requirements.",0.0
-"Serve as liaisons between directors, actors, and agents.",0.0
-"Serve as liaisons between organizations, shareholders, and outside organizations.",0.0
-"Serve as liaisons between students, homes, schools, family services, child guidance clinics, courts, protective services, doctors, and other contacts to help children who face problems, such as disabilities, abuse, or poverty.",0.0
-"Serve as organizer, leader, instructor, or referee for outdoor and indoor games, such as volleyball, football, and soccer.",0.0
-"Serve as pallbearers, attend visiting rooms, and provide other assistance to the bereaved.",0.0
-Serve as technical advisor and coordinate with other law enforcement workers or legal personnel to exchange information on crime scene collection activities.,0.0
-Serve customers in eating places that specialize in fast service and inexpensive carry-out food.,0.0
-"Serve food or beverages to patrons, and prepare or serve specialty dishes at tables as required.",0.0
-Serve food to customers when waiters or waitresses need assistance.,0.0
-"Serve food, beverages, or desserts to customers in such settings as take-out counters of restaurants or lunchrooms, business or industrial establishments, hotel rooms, and cars.",0.0
-"Serve ice water, coffee, rolls, or butter to patrons.",0.0
-Serve meals and snacks in accordance with nutritional guidelines.,0.0
-Serve meals and snacks to employing families and their guests.,0.0
-Serve meals or feed patients needing assistance or persuasion.,0.0
-Serve meals or snacks in accordance with nutritional guidelines.,0.0
-"Serve meals, distribute commissary items, and dispense prescribed medication to prisoners.",0.0
-"Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.",0.0
-"Serve on commissions, investigative panels, study groups, and committees in order to examine specialized areas and recommend action.",0.0
-Serve on committees or in professional societies.,0.0
-Serve on committees to promote or maintain community mental health services or delivery systems.,0.0
-Serve on committees.,0.0
-"Serve on faculty and school committees concerned with budgeting, curriculum revision, and course and diploma requirements.",0.0
-"Serve on policy-making committees, assist in community development, and assist client groups by lobbying for solutions to problems.",0.0
-Serve on professional panels and committees.,0.0
-Serve or collect food trays.,0.0
-"Serve orders to customers at windows, counters, or tables.",0.0
-"Serve prepared foods, such as muffins, biscotti, or bagels.",0.0
-Serve refreshments to donors to ensure absorption of sugar into their systems.,0.0
-Serve snacks or food items to customers seated at the bar.,0.0
-"Serve statements of claims, subpoenas, summonses, jury summonses, orders to pay alimony, and other court orders.",0.0
-Serve warrants and make arrests.,0.0
-"Serve wine, and bottled or draft beer.",0.0
-"Service and maintain aircraft and related apparatus by performing activities such as flushing crankcases, cleaning screens, and or moving parts.",0.0
-"Service and repair domestic electrical or gas appliances, such as clothes washers, refrigerators, stoves, and dryers.",0.0
-Service motors by performing tasks such as changing oil and lubricating parts.,0.0
-Service or repair machinery used in the fabrication of appliances.,0.0
-"Service vehicles with gas, oil, and water.",0.0
-"Service, adjust, and make minor repairs to equipment, machines, and attachments.",0.0
-"Service, clean, or supply restrooms.",0.0
-"Set and adjust machine controls according to product specifications, using knowledge of machine operation.",0.0
-Set and adjust speeds of reels and conveyors for prescribed time cycles to pass parts through continuous furnaces.,0.0
-Set and bolt crown blocks to posts at tops of derricks.,0.0
-Set and maintain a bank and table limit for each game.,0.0
-"Set and monitor product standards, examining samples of raw products or directing testing during processing, to ensure finished products are of prescribed quality.",0.0
-Set and monitor production targets.,0.0
-Set and verify parts clearances.,0.0
-"Set appliance thermostats, and check to ensure that they are functioning properly.",0.0
-"Set automatic timers, lens openings, and printer carriages to specified focus and exposure times and start exposure to duplicate originals, photographs, or negatives.",0.0
-"Set blade tensions, heights, and angles to perform prescribed cuts, using wrenches.",0.0
-Set charges of explosives to split rock.,0.0
-Set control panel switches to route electric power from sources and direct particle beams through injector units.,0.0
-"Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.",0.0
-"Set credit policies, credit lines, procedures and standards in conjunction with senior managers.",0.0
-Set dials and start machines to polish lenses or hold lenses against rotating wheels to polish them manually.,0.0
-"Set dials and timing controls to regulate electrical current, gas flow pressure, heating or cooling cycles, or shut-off.",0.0
-"Set distance points between rolls, guides, meters, and stops, according to specifications.",0.0
-Set doors into place or stack hardware sections into openings after rail or track installation.,0.0
-"Set educational standards and goals and help establish policies, procedures, and programs to carry them out.",0.0
-"Set educational standards and goals, and help establish policies and procedures to carry them out.",0.0
-"Set flares, flags, lanterns, or torpedoes in front and at rear of trains during emergency stops to warn oncoming trains.",0.0
-Set forms and pour concrete footings for installation of heavy equipment.,0.0
-"Set glass doors into frames and bolt metal hinges, handles, locks, or other hardware to attach doors to frames and walls.",0.0
-Set goals and deadlines for the department.,0.0
-"Set in and secure floor treadles for door-activating mechanisms, and connect power packs and electrical panelboards to treadles.",0.0
-Set labeling standards and approve labels for meat or poultry products.,0.0
-"Set ladders, scaffolds, and hoists in place for taking supplies to roofs.",0.0
-"Set machine stops or guides to specified lengths as indicated by scales, rules, or templates.",0.0
-"Set machinery for proper performance, using computers.",0.0
-"Set marketing, sales, or other financial goals for funeral service establishments and monitor progress toward these goals.",0.0
-"Set mechanical traps, or place poisonous paste or bait in sewers, burrows, or ditches.",0.0
-Set metal or wooden posts in upright positions in postholes.,0.0
-Set mill gauges to specified fineness of grind.,0.0
-"Set or adjust machine controls, according to specifications, type of operation, or material requirements.",0.0
-"Set or guide placement of pilings or sandbags to provide support for structures, such as docks, bridges, cofferdams, or platforms.",0.0
-"Set out and recover stakes, marks, or other monumentation.",0.0
-Set out signs and cones around work areas to divert traffic.,0.0
-"Set oven temperatures, and place items into hot ovens for baking.",0.0
-"Set pavers, aligning and spacing them correctly.",0.0
-"Set postage meters, and calibrate them to ensure correct operation.",0.0
-Set prices or credit terms for funeral products or services.,0.0
-"Set prices or credit terms for goods or services, based on forecasts of customer demand.",0.0
-"Set pyrometer controls of heat-treating furnaces and feed or place parts, tools, or assemblies into furnaces to harden.",0.0
-"Set reduction scales to attain specified sizes of reproduction on workpieces, and set pantograph controls for required heights, depths, and widths of cuts.",0.0
-"Set scanners to specific color densities, sizes, screen rulings, and exposure adjustments, using scanner keyboards or computers.",0.0
-"Set specifications for materials, dimensions, and finishes.",0.0
-"Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products.",0.0
-"Set starter locks and align and repair steering or throttle controls, using gauges, screwdrivers, or wrenches.",0.0
-"Set stone or marble in place, according to layout or pattern.",0.0
-"Set stops on machine beds, change dies, and adjust components, such as rams or power presses, when making multiple or successive passes.",0.0
-"Set tables with clean linens, condiments, or other supplies.",0.0
-"Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps.",0.0
-"Set temperature, pressure, and time controls, and start conveyers, machines, or pumps.",0.0
-"Set the forms that hold concrete to the desired pitch and depth, and align them.",0.0
-Set the proper operating temperature for each casting.,0.0
-"Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions.",0.0
-"Set up 24-hour Holter and event monitors, scan and interpret tapes, and report results to physicians.",0.0
-Set up and adjust equipment used to excavate geological materials.,0.0
-"Set up and adjust machine press stroke lengths and pressures and regulate oven temperatures, according to glass types to be processed.",0.0
-Set up and adjust machines and equipment.,0.0
-"Set up and adjust machines, regulating factors such as speed, ink flow, focus, and number of copies.",0.0
-"Set up and adjust picture projectors and screens to achieve proper size, illumination, and focus of images, and proper volume and tone of sound.",0.0
-Set up and arrange displays or demonstration areas to attract the attention of prospective customers.,0.0
-"Set up and conduct chemical experiments, tests, and analyses, using techniques such as chromatography, spectroscopy, physical or chemical separation techniques, or microscopy.",0.9124
-Set up and conduct tests of complete units and components under operational conditions to investigate proposals for improving equipment performance.,0.0
-Set up and display sample merchandise at parties or stands.,0.0
-"Set up and execute video transitions and special effects, such as fades, dissolves, cuts, keys, and supers, using computers to manipulate pictures as necessary.",0.0
-"Set up and focus light fixtures to meet requirements of television, theater, concerts, or other productions.",0.0
-Set up and inspect curtain and screen controls.,0.0
-Set up and maintain master key systems.,0.0
-"Set up and maintain medical files and databases, including records such as x-ray, lab, and procedure reports, medical histories, diagnostic workups, admission and discharge summaries, and clinical resumes.",0.0
-"Set up and manage paper or electronic filing systems, recording information, updating paperwork, or maintaining documents, such as attendance records, correspondence, or other material.",0.0
-"Set up and monitor medical equipment and devices such as cardiac monitors, mechanical ventilators and alarms, oxygen delivery devices, transducers, or pressure lines.",0.0
-"Set up and operate computer editing systems, electronic titling systems, video switching equipment, and digital video effects units to produce a final product.",0.0
-Set up and operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic workpieces.,0.0
-"Set up and operate conventional or computer numerically controlled machine tools such as lathes, milling machines, or grinders to cut, bore, grind, or otherwise shape parts to prescribed dimensions and finishes.",0.0
-"Set up and operate devices, such as mechanical ventilators, therapeutic gas administration apparatus, environmental control systems, or aerosol generators, following specified parameters of treatment.",0.0
-Set up and operate die-quenching machines to prevent parts from warping.,0.0
-Set up and operate drill presses to drill and tap holes in parts for assembly.,0.0
-Set up and operate electric news gathering (ENG) microwave vehicles to gather and edit raw footage on location to send to television affiliates for broadcast.,0.0
-"Set up and operate equipment such as hoists, jackhammers, and drills, in order to bore charge holes.",0.0
-"Set up and operate fabricating machines, such as brakes, rolls, shears, flame cutters, grinders, and drill presses, to bend, cut, form, punch, drill, or otherwise form and assemble metal components.",0.0
-"Set up and operate grinding or polishing machines to grind metal workpieces, such as dies, parts, and tools.",0.0
-Set up and operate ground support and test equipment to perform functional flight tests of electrical and electronic systems.,0.0
-Set up and operate irrigation equipment.,0.0
-"Set up and operate machine tools to repair or fabricate machine parts, jigs, fixtures, or tools.",0.0
-"Set up and operate machine tools, such as milling machines, lathes, drill presses, and grinders, to machine castings or patterns.",0.0
-"Set up and operate machines, and adjust controls to regulate operations.",0.0
-"Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.",0.0
-"Set up and operate machines, such as lathes, drill presses, punch presses, or bandsaws, to fabricate prototypes or models.",0.0
-"Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.",0.0
-"Set up and operate or tend machines, such as furnaces, baths, flame-hardening machines, and electronic induction machines, that harden, anneal, and heat-treat metal.",0.0
-Set up and operate portable field transmission equipment outside the studio.,0.0
-Set up and operate production equipment in accordance with current good manufacturing practices and standard operating procedures.,0.0
-Set up and operate short-wave radio or field telephone equipment to transmit and receive blast information.,0.0
-"Set up and operate specialized or standard test equipment to diagnose, test, or analyze the performance of electronic components, assemblies, or systems.",0.0
-Set up and oversee administrative policies and procedures for offices or organizations.,0.0
-Set up and perform live shots for broadcast.,0.0
-Set up and tear down equipment.,0.0
-Set up and test industrial equipment to ensure that it functions properly.,0.0
-Set up and use ladders and scaffolding as necessary to complete work.,0.0
-Set up appointments for parties to meet for mediation.,0.0
-Set up banquet tables.,0.0
-"Set up cameras, optical printers, and related equipment to produce photographs and special effects.",0.0
-"Set up camps, and prepare meals for tour group members.",0.0
-"Set up conference rooms, display tables, racks, or shelves, and arrange merchandise displays for sales personnel.",0.0
-Set up cost monitoring and reporting systems and procedures.,0.0
-"Set up database clusters, backup, or recovery processes.",0.0
-"Set up dining areas for meals, and clear them following meals.",0.0
-Set up dive sites for recreational instruction.,0.0
-Set up employee work schedules.,0.0
-Set up equipment and prepare medical treatment rooms.,0.0
-"Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software.",0.0
-"Set up equipment or stations to monitor and collect pollutants from sites, such as smoke stacks, manufacturing plants, or mechanical equipment.",0.0
-Set up equipment that automatically detects area radiation deviations and test detection equipment to ensure its accuracy.,0.0
-"Set up equipment, such as pasteboards and scaffolds.",0.0
-"Set up examination rooms, ensuring that all necessary equipment is ready.",0.0
-Set up exhibitions of artwork for display or sale.,0.0
-"Set up face blocks, jigs, and fixtures.",0.0
-"Set up forms and lay out guidelines for curbs, according to written specifications, using string, spray paint, and concrete or water mixes.",0.0
-Set up future jobs while machines are operating.,0.0
-Set up laboratory or field equipment as required for site testing.,0.0
-"Set up machines to polish, bevel, edge, or grind lenses, flats, blanks, or other precision optical elements.",0.0
-"Set up mechanical, hydraulic, or electric test equipment in accordance with engineering specifications, standards, or test procedures.",0.0
-Set up medical laboratory equipment.,0.0
-"Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.",0.0
-Set up or direct set-up of instruments used to collect geological data.,0.0
-Set up or inspect equipment prior to operation.,0.0
-Set up or maintain monitoring tools on Web servers or Web sites.,0.0
-Set up or maintain remote sensing data collection systems.,0.0
-Set up or monitor the administration of oxygen or medications.,0.0
-"Set up or operate assembly or processing equipment, such as lasers, cameras, die bonders, wire bonders, dispensers, reflow ovens, soldering irons, die shears, wire pull testers, temperature or humidity chambers, or optical spectrum analyzers.",0.0
-"Set up or operate auxiliary equipment, such as cutting, folding, plate-making, drilling, or laminating machines.",0.0
-"Set up or operate bindery machines, such as coil binders, thermal or tape binders, plastic comb binders, or specialty binders.",0.0
-"Set up or operate glue machines by filling glue reservoirs, turning switches to activate heating elements, or adjusting glue flow or conveyor speed.",0.0
-"Set up or operate machines or systems to crimp, cut, bend, form, swage, flare, bead, burr, or straighten tubing, according to specifications.",0.0
-"Set up or operate machines that perform binding operations, such as pressing, folding, or trimming.",0.0
-"Set up or operate machines, including power saws, jointers, mortisers, tenoners, molders, or shapers, to cut, mold, or shape woodstock or wood substitutes.",0.0
-"Set up or operate metalworking, brazing, heat-treating, welding, or cutting equipment.",0.0
-"Set up or operate prototype or test apparatus, such as control consoles, collimators, recording equipment, or cables.",0.0
-Set up or restock product displays.,0.0
-Set up photographic exhibitions for the purpose of displaying and selling work.,0.0
-"Set up portable equipment, such as ventilators, exhaust units, ladders, or scaffolding.",0.0
-Set up prototype and test apparatus and operate test controlling equipment to observe and record prototype test results.,0.0
-Set up scaffolding or cranes to assist with setting up of lighting equipment.,0.0
-Set up scaffolding to provide safe access to roofs.,0.0
-Set up scaffolds.,0.0
-"Set up service for customers, installing, connecting, testing, or adjusting equipment.",0.0
-"Set up treating or testing equipment, such as oxygen tents, portable radiograph (x-ray) equipment, or overhead irrigation bottles, as directed by a physician or nurse.",0.0
-Set up various apparatus or athletic equipment.,0.0
-"Set up, adjust, and operate audio-visual equipment, such as cameras, film and slide projectors, and recording equipment, for meetings, events, classes, seminars, and video conferences.",0.0
-"Set up, adjust, calibrate, clean, maintain, and troubleshoot laboratory and field equipment.",0.0
-"Set up, adjust, or operate basic or specialized machine tools used to perform precision machining operations.",0.0
-"Set up, arrange, or remove decorations, tables, chairs, ladders, or scaffolding to prepare facilities for events, such as banquets or meetings.",0.0
-"Set up, clean, and maintain laboratory equipment.",0.0
-"Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.",0.0
-"Set up, mount, or install photographic equipment and cameras.",0.0
-"Set up, operate, and adjust a variety of woodworking machines such as bandsaws and lathes to cut and shape sections, parts, and patterns, according to specifications.",0.0
-"Set up, operate, and adjust a variety of woodworking machines such as bandsaws and planers to cut and shape sections, parts, and patterns, according to specifications.",0.0
-"Set up, operate, and maintain broadcast station computers and networks.",0.0
-"Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.",0.0
-"Set up, operate, or monitor invasive equipment and devices, such as colostomy or tracheotomy equipment, mechanical ventilators, catheters, gastrointestinal tubes, and central lines.",0.0
-"Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic workpieces.",0.0
-"Set up, operate, or tend machines that cut or slice materials, such as glass, stone, cork, rubber, tobacco, food, paper, or insulating material.",0.0
-"Set up, operate, or tend machines that extrude and form filaments from synthetic materials such as rayon, fiberglass, or liquid polymers.",0.0
-"Set up, operate, or tend machines to saw, cut, shear, slit, punch, crimp, notch, bend, or straighten metal or plastic material.",0.0
-"Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.",0.0
-"Set up, operate, or tend plating or coating machines to coat metal or plastic products with chromium, zinc, copper, cadmium, nickel, or other metal to protect or decorate surfaces.",0.0
-"Set up, operate, or tend presses and forging machines to perform hot or cold forging by flattening, straightening, bending, cutting, piercing, or other operations to taper, shape, or form metal.",0.0
-"Set up, operate, or tend saws or machines that cut or trim wood to specified dimensions, such as circular saws, band saws, multiple-blade sawing machines, scroll saws, ripsaws, or crozer machines.",0.0
-"Set up, operate, or tend welding machines that join or bond components to fabricate metal products or assemblies.",0.0
-"Set up, or set up and operate textile machines that perform textile processing and manufacturing operations such as winding, twisting, knitting, weaving, bonding, or stretching.",0.0
-"Set up, program, operate, or tend computerized or manual woodworking machines, such as drill presses, lathes, shapers, routers, sanders, planers, or wood-nailing machines.",0.0
-"Set up, program, or control computer-aided design (CAD) or computer numerical control (CNC) machines.",0.0
-"Set up, program, or record montages or electrical combinations when testing peripheral nerve, spinal cord, subcortical, or cortical responses.",0.0
-"Set up, test, and adjust recording equipment for recording sessions and live performances.",0.0
-"Set vertical and horizontal alignment of structures, using plumb bob, gauge line, and level.",0.0
-"Set, adjust, and readjust computerized or mechanical equipment controls to regulate power level, temperature, vacuum, and rotation speed of furnace, according to crystal growing specifications.",0.0
-"Set, align, adjust, or synchronize aircraft armament or rigging or control system components to established tolerances or requirements, using sighting devices and hand tools.",0.0
-Settle disputes between inmates.,0.0
-Settle disputes between opposing attorneys.,0.0
-Settle seating disputes or help solve other customer concerns.,0.0
-Sever jugular veins to drain blood and facilitate slaughtering.,0.0
-Sew buttonholes and attach buttons to finish garments.,0.0
-"Sew buttonholes, or add lace or other trimming.",0.0
-"Sew ends of cloth together, by hand or using machines, to form endless lengths of cloth to facilitate processing.",0.0
-"Sew ends of new material to leaders or to ends of material in pressing machines, using sewing machines.",0.0
-"Sew garments, using needles and thread or sewing machines.",0.0
-"Sew rips or tears in material, or create tufting, using needles and thread.",0.0
-"Sew together sections of material to form mockups or samples of garments or articles, using sewing equipment.",0.0
-"Sew, join, reinforce, or finish parts of articles, such as garments, books, mattresses, toys, and wigs, using needles and thread or other materials.",0.0
-Shackle hind legs of animals to raise them for slaughtering or skinning.,0.0
-"Shade and fill in sketch outlines and backgrounds, using a variety of media such as water colors, markers, and transparent washes, labeling designated colors when necessary.",0.0
-"Shade negatives or photographs with pencils to smooth facial contours, soften highlights, or conceal blemishes, stray hairs, or wrinkles.",0.0
-"Shade or color drawings to clarify and emphasize details and dimensions or eliminate background, using ink, crayon, airbrush, and overlays.",0.0
-Shampoo hair.,0.0
-"Shampoo, rinse, condition, and dry hair and scalp or hairpieces with water, liquid soap, or other solutions.",0.0
-"Shape and smooth ends of nails, using scissors, files, or emery boards.",0.0
-"Shape and solder wire and metal frames or bands for dental products, using soldering irons and hand tools.",0.0
-Shape and straighten damaged or twisted articles by hand or using pliers.,0.0
-"Shape and trim beards and moustaches, using scissors.",0.0
-"Shape eyebrows and remove facial hair, using depilatory cream, tweezers, electrolysis or wax.",0.0
-Shape lenses appropriately so that they can be inserted into frames.,0.0
-"Shape metal material over anvils, blocks, or other forms, using hand tools.",0.0
-"Shape molds to specified contours, using sand, and trowels and related tools.",0.0
-"Shape old parts and replacement parts to improve tone or intonation, using hand tools, lathes, or soldering irons.",0.0
-"Shape or cut materials to specified measurements, using hand tools, machines, or power saws.",0.0
-"Shape or fabricate parts, such as stacks, uptakes, or chutes, to adapt pressure vessels, heat exchangers, or piping to premises, using heavy-metalworking machines such as brakes, rolls, or drill presses.",0.0
-"Shape replacement parts, using bench grinders.",0.0
-"Shape seams, joints, or irregular edges of pressure vessel sections or structural parts to attain specified fit of parts, using cutting torches, hammers, files, or metalworking machines.",0.0
-"Shape shoe heels with a knife, and sand them on a buffing wheel for smoothness.",0.0
-"Shape, bend, or join sections of glass, using paddles, pressing and flattening hand tools, or cork.",0.0
-"Shape, lace, and tie roasts, using boning knife, skewer, and twine.",0.0
-"Shape, trim, face and cut marble or stone preparatory to setting, using power saws, cutting equipment, and hand tools.",0.0
-"Shape, trim, or touch up roughed-out designs with appropriate tools to finish carvings.",0.0
-"Share information about religious issues by writing articles, giving speeches, or teaching.",0.8378
-Share research findings by writing scientific articles or by making presentations at scientific conferences.,0.0
-"Sharpen abrasive grinding tools, using machines and hand tools.",0.0
-"Sharpen blades, or replace defective or worn blades or bands, using hand tools.",0.0
-"Sharpen cutting blades, knives, or saws, using files, bench grinders, or honing stones.",0.0
-"Sharpen cutting tools and drill bits, using bench grinders.",0.0
-"Sharpen cutting tools, using bench grinders.",0.0
-"Sharpen dulled blades, using bench grinders, abrasive wheels, or lathes.",0.0
-"Sharpen knives, bits, or other cutting or shaping tools.",0.0
-"Sharpen tools such as saws, picks, shovels, screwdrivers, and scoops, either manually or by using bench grinders and emery wheels.",0.0
-"Shave or singe and defeather carcasses, and wash them in preparation for further processing or packaging.",0.0
-"Shave, trim, and shape beards and moustaches.",0.0
-Shift animals between grazing areas to ensure that they have sufficient access to food.,0.0
-"Shop for groceries, clothing, and other items needed for children's care.",0.0
-Shop for or order food and kitchen supplies and equipment.,0.0
-Shovel blacktop.,0.0
-"Shovel material, such as gravel, ice, or spilled concrete, into containers or bins or onto conveyors.",0.0
-"Shovel or scoop materials into containers, machines, or equipment for processing, storage, or transport.",0.0
-"Shovel snow from walks, driveways, or parking lots, and spread salt in those areas.",0.0
-"Shovel, sweep, or otherwise clean work areas.",0.0
-Show and explain orthopedic and prosthetic appliances to healthcare workers.,0.0
-"Show customers how to insert, remove, and care for their contact lenses.",0.0
-Show customers how to maintain equipment.,0.0
-Show patients to examination rooms and prepare them for the physician.,0.0
-"Show, rent, or assign accommodations.",0.9756
-"Shrink, stretch, or block articles by hand to conform to original measurements, using forms, blocks, and steam.",0.0
-"Shrink-fit bushings, sleeves, rings, liners, gears, and wheels to specified items, using portable gas heating equipment.",0.0
-"Shut down and restart biofuels plant or equipment in emergency situations or for equipment maintenance, repairs, or replacements.",0.0
-"Shut down and restart biomass power plants or equipment in emergency situations or for equipment maintenance, repairs, or replacements.",0.0
-"Shut off service and notify repair crews when major repairs are required, such as the replacement of underground pipes or wiring.",0.0
-"Shut off steam, water, or other gases or liquids from pipe sections, using valve keys or wrenches.",0.0
-"Sift and pack sand into mold sections, core boxes, and pattern contours, using hand or pneumatic ramming tools.",0.0
-Sight-read musical parts during rehearsals.,0.0
-"Sign documents on behalf of clients, using powers of attorney.",0.0
-Sign for cash-on-delivery and registered mail before leaving the post office.,0.0
-Sign overhaul documents for equipment replaced or repaired.,0.0
-Signal and assist other workers loading or unloading materials.,0.0
-"Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.",0.0
-Signal coworkers to direct them to move products during the production process.,0.0
-Signal coworkers to synchronize flow of materials.,0.0
-"Signal crane operator to lower basic assembly units to bedplate, and align unit to centerline.",0.0
-Signal crane operators to move equipment.,0.0
-"Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.",0.0
-"Signal crew members or deckhands to rig tow lines, open or close gates or ramps, or pull guard chains across entries.",0.0
-"Signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals.",0.0
-"Signal equipment operators to facilitate alignment, movement, or adjustment of machinery, equipment, or materials.",0.0
-Signal forklift operators to deposit or extract containers of parts into and from furnaces and quenching rinse tanks.,0.0
-"Signal locomotive engineers to start or stop trains when coupling or uncoupling cars, using hand signals, lanterns, or radio communication.",0.0
-Signal operators to guide movement of tractor-drawn machines.,0.0
-Signal or direct workers who tend auxiliary equipment.,0.0
-"Signal or instruct other workers to weigh, move, or check products.",0.0
-Signal or verbally direct workers engaged in hoisting and moving loads to ensure safety of workers and materials.,0.0
-"Signal other workers by telephone or radio to operate pumps, open and close valves, and check temperatures.",0.0
-Signal other workers to set brakes and to throw track switches when switching cars from trains to way stations.,0.0
-Signal participants or other officials to make them aware of infractions or to otherwise regulate play or competition.,0.0
-"Signal passing vessels, using whistles, flashing lights, flags, or radios.",0.0
-Signal transportation operators to stop or to proceed.,0.0
-Signal truck driver to position truck to facilitate pouring concrete and move chute to direct concrete on forms.,0.0
-"Signal truck driver to position truck to facilitate pouring concrete, and move chute to direct concrete on forms.",0.0
-"Signal workers to discharge, dump, or level materials.",0.0
-Signal workers to move loaded cars.,0.0
-Signal workers to start geological material extraction or boring.,0.0
-"Simulate or model fuel cell, motor, or other system information, using simulation software programs.",0.0
-"Simulate reservoir performance for different recovery techniques, using computer models.",0.0
-Sing a cappella or with musical accompaniment.,0.0
-Sing as a soloist or as a member of a vocal group.,0.0
-Sing or dance during dramatic or comedic performances.,0.0
-"Sing or play musical instruments, such as keyboard, guitar, or percussion instruments.",0.0
-Sketch or draw objects to be crafted.,0.0
-"Sketch rough and detailed drawings of apparel or accessories, and write specifications such as color schemes, construction, material types, and accessory requirements.",0.0
-"Sketch, trace, or scribe layout lines and designs on workpieces, plates, dies, or rollers, using compasses, scribers, gravers, or pencils.",0.0
-"Skim or pour dross, slag, or impurities from molten metal, using ladles, rakes, hoes, spatulas, or spoons.",0.0
-"Skim slag or remove excess metal from ingots or equipment, using hand tools, strainers, rakes, or burners, collecting scrap for recycling.",0.0
-"Skin quarry, using knives, and stretch pelts on frames to be cured.",0.0
-Skin sections of animals or whole animals.,0.0
-"Slaughter animals in accordance with religious law, and determine that carcasses meet specified religious standards.",0.0
-Slice and pit fruit for garnishing drinks.,0.0
-Slice and pit fruit used to garnish drinks.,0.0
-"Slice fruits, vegetables, desserts, or meats for use in food service.",0.0
-"Slide material back and forth over heated, metal, ball-shaped forms to smooth and press portions of garments that cannot be satisfactorily pressed with flat pressers or hand irons.",0.0
-Slide spacers between buffs on spindles to set spacing.,0.0
-"Slit open, eviscerate, and trim carcasses of slaughtered animals.",0.0
-"Smooth and clean inner surfaces of molds, using brushes, scrapers, air hoses, or grinding wheels, and fill imperfections with refractory material.",0.0
-"Smooth and polish flat and contoured surfaces of parts or tools, using scrapers, abrasive stones, files, emery cloths, or power grinders.",0.0
-"Smooth or finish freshly poured cement or concrete, using floats, trowels, screeds, or powered cement finishing tools.",0.0
-"Smooth or sand surfaces to remove ridges, tool marks, glue, or caulking.",0.0
-"Smooth out products in bins, pans, trays, or conveyors, using rakes or shovels.",0.0
-"Smooth rough spots on walls and ceilings, using sandpaper.",0.0
-"Smooth rough spots to prepare surfaces for waterproofing, using hammers, chisels, or rubbing bricks.",0.0
-"Smooth seams with heated irons, flat bones, or rubbing sticks.",0.0
-"Smooth soldered joints and rough spots, using hand files and emery paper, and polish smoothed areas with polishing wheels or buffing wire.",0.0
-Smooth strips or sections of paper with brushes or rollers to remove wrinkles and bubbles and to smooth joints.,0.0
-"Smooth surfaces of articles to be painted, using sanding and buffing tools and equipment.",0.0
-"Smooth surfaces of carvings, using rubbing stones.",0.0
-"Smooth surfaces of finished pieces, using rubber scrapers and wet sponges.",0.0
-"Smooth surfaces of molds, using scraping tools or sandpaper.",0.0
-"Smooth surfaces, using sandpaper, scrapers, brushes, steel wool, or sanding machines.",0.0
-"Smooth workpiece edges and fix taps, tubes, and valves.",0.0
-"Smooth, polish, and bevel surfaces, using hand tools and power tools.",0.0
-"Smooth, shape, and touch up surfaces to prepare them for finishing, using sandpaper, pumice stones, steel wool, chisels, sanders, or grinders.",0.0
-Soak fiberglass matting in resin mixtures and apply layers of matting over repair areas to specified thicknesses.,0.0
-Soak specified textile products for designated times.,0.0
-Soften leather or shoe material with water to prepare it for sewing.,0.0
-"Soften metal to be used in designs by heating it with a gas torch and shape it, using hammers and dies.",0.0
-"Solder electrical connections, using soldering iron.",0.0
-"Solder loose connections, using soldering iron.",0.0
-Solder or weld frames of mallet instruments and metal drum parts.,0.0
-Solder posts and parts to hold them in their proper places.,0.0
-"Solder, wrap, and coat wires to ensure proper insulation.",0.0
-"Solicit and analyze bids from contractors for repairs, renovations, and maintenance.",0.0
-Solicit and compile listings of available rental properties.,1.0
-"Solicit cash or in-kind donations or sponsorships from individual, business, or government donors.",0.0
-Solicit industry-sponsored trials through contacts and professional organizations.,0.0
-Solicit new business.,0.9709
-Solicit project support by conferring with officials or providing information to the public.,0.0
-Solicit sales of new or additional services or products.,1.0
-Solicit tour patronage and sell souvenirs.,0.0
-"Solicit, obtain, and integrate feedback from design and technical staff into original game design.",0.0
-"Solve problems in a number of engineering fields, such as mechanical, chemical, electrical, civil, nuclear, and aerospace.",0.0
-"Sort and count articles removed from dryers, and fold, wrap, or hang them.",0.0
-Sort and deliver library mail and packages.,0.0
-Sort and distribute mail.,0.0
-"Sort and file correspondence and perform miscellaneous clerical duties, such as answering correspondence and writing reports.",0.0
-Sort and file deposit slips and checks.,0.0
-"Sort and remove trash, placing it in designated pickup areas.",0.0
-"Sort and route incoming mail, and collect outgoing mail, using carts as necessary.",0.0
-"Sort books, publications, and other items according to established procedure and return them to shelves, files, or other designated storage areas.",0.0
-Sort cargo before loading and unloading.,0.0
-"Sort clothing and other articles, load washing machines, and iron and fold dried items.",0.0
-"Sort incoming and outgoing mail, according to type and destination, by hand or by operating electronic mail-sorting and scanning devices.",0.0
-Sort items set out for recycling and throw materials into designated truck compartments.,0.0
-Sort items to be delivered according to the delivery route.,0.0
-"Sort mail for delivery, arranging it in delivery sequence.",0.0
-"Sort materials, such as metals, glass, wood, paper or plastics, into appropriate containers for recycling.",0.0
-"Sort metals to separate high-grade metals, such as copper, brass, and aluminum, for recycling.",0.0
-"Sort odd-sized mail by hand, sort mail that other workers have been unable to sort, and segregate items requiring special handling.",0.0
-"Sort or classify information according to guidelines, such as content, purpose, user criteria, or chronological, alphabetical, or numerical order.",0.0
-"Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage.",0.0
-"Sort rough diamonds into categories based on shape, size, color, and quality.",0.0
-Sort shop orders into groups to maximize materials utilization and minimize machine setup time.,0.0
-"Sort specialized hazardous waste at landfills or disposal centers, following proper disposal procedures.",0.0
-"Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.",0.0
-"Sort, assemble, and proof completed work.",0.0
-"Sort, count, and mark clean linens and store them in linen closets.",0.0
-"Sort, count, and wrap currency and coins.",0.0
-"Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.",0.0
-"Sort, pack, and store catch in holds with salt and ice.",0.0
-"Sow grass seed, or plant plugs of grass.",0.0
-"Sow or harvest cover crops, such as alfalfa.",0.0
-"Space and fasten together rods in forms according to blueprints, using wire and pliers.",0.0
-Speak at conferences and events to promote apprenticeships and related training programs.,0.0
-Speak foreign languages to communicate with foreign visitors.,0.0
-"Speak to community groups to explain and interpret agency purposes, programs, and policies.",0.0
-Speak to students to encourage and support the development of future political leaders.,0.0
-Speak to the public to discuss weather topics or answer questions.,0.0
-"Speak to various groups, organizations, and clubs to promote the aims and activities of historical societies.",0.0
-"Speak with patrons to ensure satisfaction with food and service, to respond to complaints, or to make conversation.",0.0
-"Specialize in a particular type of treatment, such as dentistry, pathology, nutrition, surgery, microbiology, or internal medicine.",0.0
-"Specialize in an area of history or technology, researching topics or items relevant to collections to determine what should be retained or acquired.",0.0
-"Specialize in green financial instruments, such as socially responsible mutual funds or exchange-traded funds (ETF) that are comprised of green companies.",0.0
-"Specialize in particular materials or types of object, such as documents and books, paintings, decorative arts, textiles, metals, or architectural materials.",0.0
-Specialize in playing a specific family of instruments or a particular type of music.,0.0
-Specialize in preparing fancy dishes or food for special diets.,0.0
-"Specialize in regulatory issues related to agriculture, such as the cultivation of green biotechnology crops or the post-market regulation of genetically altered crops.",0.0
-"Specialize in repairing and maintaining parts of the engine, such as fuel injection systems.",0.0
-Specialize in the negotiation and resolution of environmental conflicts involving issues such as natural resource allocation or regional development planning.,0.0
-Specify and supervise well modification and stimulation programs to maximize oil and gas recovery.,0.0
-"Specify food portions and courses, production and time sequences, and workstation and equipment arrangements.",0.0
-Specify inputs accessed by the system and plan the distribution and use of the results.,1.0
-Specify manipulative or computational methods to be applied to models.,0.0
-"Specify power supply requirements and configuration, drawing on system performance expectations and design specifications.",0.0
-Specify power supply requirements and configuration.,0.0
-"Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.",0.0
-Specify users and user access levels for each segment of database.,0.8595
-"Specify, coordinate, or conduct quality control or quality assurance programs or procedures.",0.0
-"Specify, coordinate, or conduct quality-control or quality-assurance programs and procedures.",0.0
-"Splice and connect cables from meters or current transformers to pull boxes or switchboards, using hand tools.",0.0
-"Splice and repair ropes, wire cables, or cordage, using marlinespikes, wire cutters, twine, and hand tools.",0.0
-"Splice and rewind film onto reels automatically, or by hand, to repair faulty or broken sections of film.",0.0
-Splice broken or separated film and mount film on reels.,0.0
-"Splice cables, using clamps and fittings, or reweave cable strands.",0.0
-"Splice cables, using hand tools, epoxy, or mechanical equipment.",0.0
-"Splice fibers, using fusion splicing or other techniques.",0.0
-"Splice or solder cables together or to overhead transmission lines, customer service lines, or street light lines, using hand tools, epoxies, or specialized equipment.",0.0
-Splice or terminate cables or electrical wiring in hydroelectric plants.,0.0
-"Splice separate film reels, advertisements, and movie trailers together to form a feature-length presentation on one continuous reel.",0.0
-"Splice wires with knives or cutting pliers, and solder connections to fixtures and equipment.",0.0
-"Splice wires with knives or cutting pliers, and solder connections to fixtures, outlets, and equipment.",0.0
-"Split gems along pre-marked lines to remove imperfections, using blades and jewelers' hammers.",0.0
-"Split logs or wooden blocks into bolts, pickets, posts, or stakes, using hand tools such as ax wedges, sledgehammers, and mallets.",0.0
-"Split logs, using axes, wedges, and mauls, and stack wood in ricks or cord lots.",0.0
-"Sponsor extracurricular activities, such as clubs, student organizations, and academic contests.",0.0
-"Sponsor inmate recreational activities, such as newspapers and self-help groups.",0.0
-Spot cars for loading and unloading at customer locations.,0.0
-Spray acoustic materials or texture finish over walls or ceilings.,0.0
-"Spray chopped fiberglass, resins, and catalysts onto prepared molds or dies using pneumatic spray guns with chopper attachments.",0.0
-Spray coating in specified patterns according to instructions.,0.0
-"Spray fertilizer or pesticide solutions to control insects, fungus and weed growth, and diseases, using hand sprayers.",0.0
-Spray insecticides or fumigants to prevent insect or rodent infestation.,0.0
-"Spray livestock with disinfectants and insecticides, or dip or bathe animals.",0.0
-"Spray materials, such as water, sand, steam, vinyl, paint, or stucco, through hoses to clean, coat, or seal surfaces.",0.0
-Spray or brush hot plastics or pitch onto surfaces.,0.0
-"Spray or dust chemical solutions, powders, or gases into rooms, onto clothing, furnishings, or wood, or over marshlands, ditches, or catch basins.",0.0
-Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.,0.0
-Spray or spread refractory material over brickwork to protect against deterioration.,0.0
-Spray or swab molds with oil solutions to prevent adhesion of glass.,0.0
-Spray prepared surfaces with specified amounts of primers and decorative or finish coatings.,0.0
-"Spray roofs, sidings, or walls to bind, seal, insulate, or soundproof sections of structures, using spray guns, air compressors, or heaters.",0.0
-"Spray steam, water, or air over spots to flush out chemicals, dry material, raise naps, or brighten colors.",0.0
-"Spray ties, fishplates, or joints with oil to protect them from weathering.",0.0
-"Spray trees to treat diseased or unhealthy trees, including mixing chemicals and calibrating spray equipment.",0.0
-Spray water over fabric to soften fibers when not using steam irons.,0.0
-"Spray, smoke, or coat molds with compounds to lubricate or insulate molds, using acetylene torches or sprayers.",0.0
-"Spread and smooth cementing material over tape, using trowels or floating machines to blend joints with wall surfaces.",0.0
-"Spread emery powder or other polishing compounds on stone, or wet stone surfaces with hoses, and guide buffing wheels over stone to polish surfaces.",0.0
-Spread graining ink over metal portions of furniture to simulate wood-grain finish.,0.0
-"Spread mastic or other adhesive base on roof deck to form base for promenade tile, using serrated spreader.",0.0
-"Spread mortar on stopper heads and rods, using trowels, and slide brick sleeves over rods to form refractory jackets.",0.0
-Spread plastic film over areas to be repaired to prevent damage to surrounding areas.,0.0
-Spread roofing paper on surface of foundation and spread concrete onto roofing paper with trowel to form terrazzo base.,0.0
-"Spread roofing paper on surface of foundation, and spread concrete onto roofing paper with trowel to form terrazzo base.",0.0
-"Spread sealing compound between boards or panels or over cracks, holes, nail heads, or screw heads, using trowels, broadknives, or spatulas.",0.0
-"Spread soiled articles on work tables, and position stained portions over vacuum heads or on marble slabs.",0.0
-"Spread, level, and smooth concrete, using rake, shovel, hand or power trowel, hand or power screed, and float.",0.0
-"Spread, level, or smooth concrete or terrazzo mixtures to form bases or finished surfaces, using rakes, shovels, hand or power trowels, hand or power screeds, or floats.",0.0
-"Sprinkle chemical solvents over stains, and pat areas with brushes or sponges to remove stains.",0.0
-"Sprinkle chemicals on the surface of molten metal to bring impurities to surface and remove impurities, using strainers.",0.0
-Sprinkle chemicals over molten metal to bring impurities to the surface.,0.0
-"Sprinkle colored marble or stone chips, powdered steel, or coloring powder over surface to produce prescribed finish.",0.0
-Sprinkle or spray parting agents onto patterns and mold sections to facilitate removal of patterns from molds.,0.0
-Stabilize patients in critical condition.,0.0
-"Stack and sort cut material for packaging, further processing, or shipping, according to types and sizes of material.",0.0
-"Stack cargo in locations, such as transit sheds or in holds of ships as directed, using pallets or cargo boards.",0.0
-Stack cut items and load them on racks or conveyors or onto trucks.,0.0
-"Stack finished packaged items, or wrap protective material around each item, and pack the items in cartons or containers.",0.0
-"Stack or arrange tested products for further processing, shipping, or packaging.",0.0
-"Stack or load finished items, or place items on conveyor systems.",0.0
-Stain slides to make chromosomes visible for microscopy.,0.0
-Stain tissue specimens with dyes or other chemicals to make cell details visible under microscopes.,0.0
-Stamp dates and times of receipt of incoming mail.,0.0
-"Stamp heat-treatment identification marks on parts, using hammers and punches.",0.0
-Stamp messages with time and date and file them appropriately.,0.0
-"Stamp products with information such as dates, using hand stamps or automatic stamping devices.",0.0
-"Stamp, attach, or change price tags on merchandise, referring to price list.",0.0
-"Stamp, etch, or scribe identifying information on finished component according to specifications.",0.0
-Stand behind a gaming table and deal the appropriate number of cards to each player.,0.0
-"Stand by wheels when ships are on automatic pilot, and verify accuracy of courses, using magnetic compasses.",0.0
-Stand gangway watches to prevent unauthorized persons from boarding ships while in port.,0.0
-"Stand watch in ships' bows or bridge wings to look for obstructions in a ship's path or to locate navigational aids, such as buoys or lighthouses.",0.0
-Stand watches on vessels during specified periods while vessels are under way.,0.0
-"Stand, turn, and walk to demonstrate features of garments for observers at fashion shows, private showings, and retail establishments.",0.0
-"Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.",0.0
-"Staple or tack advertising posters onto fences, walls, billboards, or poles.",0.0
-"Staple sides of shoes, pressing a foot treadle to position and hold each shoe under the feeder of the machine.",0.0
-"Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking.",0.0
-"Start agitators, shakers, conveyors, pumps, or centrifuge machines.",0.0
-"Start aircraft and observe gauges, meters, and other instruments to detect evidence of malfunctions.",0.0
-"Start and control games and gaming equipment, and announce winning numbers or colors.",0.0
-"Start and control machines and equipment to wash, bleach, dye, or otherwise process and finish fabric, yarn, thread, or other textile goods.",0.0
-Start and examine operation of slush pumps to ensure circulation and consistency of drilling fluid or mud in well.,0.0
-"Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles.",0.0
-Start and shut down plant equipment.,0.0
-Start and stop engines to operate equipment.,0.0
-"Start and stop operation of machines, using levers or buttons.",0.0
-Start compressor engines and divert oil from storage tanks into compressor units and auxiliary equipment to recover natural gas from oil.,0.0
-"Start conveyors and open furnace doors to load stock, or signal crane operators to uncover soaking pits and lower ingots into them.",0.0
-Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans.,0.0
-Start diesel engines to warm engines before runs.,0.0
-Start engines of hoists or winches and use levers and pedals to wind or unwind cable on drums.,0.0
-"Start engines to propel ships, and regulate engines and power transmissions to control speeds of ships, according to directions from captains or bridge computers.",0.0
-"Start engines, move throttles, switches, or levers, or depress pedals to operate machines, such as bulldozers, trench excavators, road graders, or backhoes.",0.0
-"Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight according to flight plans, regulations, and procedures.",0.0
-"Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight, adhering to flight plans, regulations, and procedures.",0.0
-Start equipment and observe gauges and equipment operation to detect malfunctions and to ensure equipment is operating to prescribed standards.,0.0
-Start gaming equipment that randomly selects numbered balls and announce winning numbers and colors.,0.0
-Start lathe or turning machines and observe operations to ensure that specifications are met.,0.0
-Start machine by engaging controls.,0.0
-Start machine units and conveyors and observe lights and gauges on panel board to verify operational efficiency.,0.0
-"Start machine, engage clutch, and push and move levers to guide machine along forms or guidelines and to control the operation of machine attachments.",0.0
-"Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes.",0.0
-Start machines and lower cutting tools to beginning points on patterns.,0.0
-"Start machines and move controls to regulate tension on pressure rolls, to synchronize speed of machine components, and to adjust temperatures of glue or paraffin.",0.0
-Start machines and move levers to engage hydraulic lifts that press woodstocks into desired forms and disengage lifts after appropriate drying times.,0.0
-Start machines and observe mechanical operation to determine efficiency and to detect problems.,0.0
-"Start machines and set controls to regulate vacuum, air pressure, sizing rings, and temperature, and to synchronize speed of extrusion.",0.0
-"Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms.",0.0
-Start machines or equipment to begin production processes.,0.0
-"Start machines that automatically feed plates, stencils, or tapes through mechanisms, and observe machine operations to detect any malfunctions.",0.0
-"Start machines to feed revolving cables or rods into openings, stopping machines and changing knives to conform to pipe sizes.",0.0
-"Start machines to produce sample workpieces, and observe operations to detect machine malfunctions and to verify that machine setups conform to specifications.",0.0
-"Start machines to verify setups, and make any necessary adjustments.",0.0
-"Start machines, adjust controls, and make trial cuts to ensure that machinery is operating properly.",0.0
-"Start machines, and turn valves or move controls to feed, admit, apply, or transfer materials and adhesives, and to adjust temperature, pressure, and time settings.",0.0
-"Start machines, monitor operation, and make adjustments as needed.",0.0
-"Start machines, monitor operations, and make adjustments as needed.",0.0
-"Start machines, monitor their operations, and record operational data.",0.0
-Start metering pumps and observe operation of machines and equipment to ensure continuous flow of filaments extruded through spinnerettes and to detect processing defects.,0.0
-"Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment.",0.0
-"Start motors and monitor performance for signs of malfunctioning, such as smoke, excessive vibration, or misfiring.",0.0
-"Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.",0.0
-Start or restart wind turbine generator systems to ensure proper operations.,0.0
-"Start or stop generators, auxiliary pumping equipment, turbines, or other power plant equipment as necessary.",0.0
-"Start power winches that draw in or let out cables to change positions of dredges, or pull in and let out cables manually.",0.0
-"Start presses and pull proofs to check for ink coverage and density, alignment, and registration.",0.0
-Start projectors and open shutters to project images onto screens.,0.0
-"Start pumps and adjust valves or cables to regulate the flow of products to vessels, using knowledge of loading procedures.",0.0
-Start pumps and open valves or use automated equipment to regulate the flow of oil in pipelines and into and out of tanks.,0.0
-Start pumps that circulate mud through drill pipes and boreholes to cool drill bits and flush out drill cuttings.,0.0
-Start pumps to circulate water and abrasives onto blades or cables during cutting.,0.0
-Start pumps to operate distilling systems that drain and reclaim dry cleaning solvents.,0.0
-"Start pumps to wash and rinse reactor vessels, to exhaust gases or vapors, to regulate the flow of oil, steam, air, or perfume to towers, or to add products to converter or blending vessels.",0.0
-Start races and competitions.,0.0
-Start rollers that bond tread and plies as drums revolve.,0.0
-"Start washers, dry cleaners, driers, or extractors, and turn valves or levers to regulate machine processes and the volume of soap, detergent, water, bleach, starch, and other additives.",0.0
-"Start, adjust, or stop generating units, operating valves, gates, or auxiliary equipment in hydroelectric power generating plants.",0.0
-"Start, monitor, and adjust robotic welding production lines.",0.0
-"Start, stop, and control drilling speed of machines and insertion of casings into holes.",0.0
-Stay abreast of advances in technology.,0.0
-"Stay abreast of changes in import or export laws or regulations by reading current literature, attending meetings or conferences, or conferring with colleagues.",0.8805
-"Stay abreast of latest industry trends, products, research, and treatments.",0.0
-Stay abreast of new types of loans and other financial services and products to better meet customers' needs.,0.0
-Stay abreast of the latest trends in music and music technology.,0.0
-Stay current with new technologies in the field by reading trade magazines.,0.0
-Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes.,0.0
-Stay informed of the latest styles and hair care techniques.,0.0
-Stay up to date on new regulations and current events regarding food science by reviewing scientific literature.,0.0
-Steady pipes during connection to or disconnection from drill or casing strings.,0.0
-Steam-clean or shampoo carpets.,0.0
-"Steam-clean polishing and buffing wheels to remove abrasives and bonding materials, and spray, brush, or recoat surfaces as necessary.",0.0
-"Steer aircraft along planned routes, using autopilot and flight management computers.",0.0
-"Steer and operate vessels, using radios, depth finders, radars, lights, buoys, or lighthouses.",0.0
-"Steer ships under the direction of commanders or navigating officers or direct helmsmen to steer, following designated courses.",0.0
-Steer vessels and operate navigational instruments.,0.0
-Stencil identifying information on equipment.,0.0
-"Stencil identifying information on ingots and pigs, using special hand tools.",0.0
-"Stencil, gild, emboss, mark, or paint designs or borders to reproduce the original appearance of restored pieces, or to decorate new pieces.",0.0
-Sterilize bottles and prepare formulas.,0.0
-Sterilize equipment and clean work areas.,0.0
-"Sterilize equipment and supplies, using germicides, sterilizer, or autoclave.",0.0
-Stir and strain soups and sauces.,0.0
-Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.,0.0
-"Stitch or glue endpapers, bindings, backings, or signatures, using sewing machines, glue machines, or glue and brushes.",0.0
-"Stock and sort product for packaging or filling machine operation, and replenish packaging supplies, such as wrapping paper, plastic sheet, boxes, cartons, glue, ink, or labels.",0.0
-"Stock bar with beer, wine, liquor, and related supplies such as ice, glassware, napkins, or straws.",0.0
-Stock cabinets or serving areas with condiments and refill condiment containers.,0.0
-Stock carts or stands.,0.0
-Stock crash carts or other medical supplies.,0.0
-"Stock cupboards and refrigerators, and tend salad bars and buffet meals.",0.0
-Stock customer service stations with paper products or beverage preparation items.,0.0
-"Stock or distribute resources, such as samples or promotional or educational materials.",0.0
-"Stock or issue medical supplies, such as dressing packs or treatment trays.",0.0
-Stock refrigerating units with wines or bottled beer or replace empty beer kegs.,0.0
-"Stock service areas with supplies such as coffee, food, tableware, and linens.",0.0
-"Stock service stations with items, such as ice, napkins, or straws.",0.0
-Stock shelves with products.,0.0
-"Stock shelves, racks, cases, bins, and tables with new or transferred merchandise.",0.0
-"Stock shelves, sort and reshelve returned items, and mark prices on items and shelves.",0.0
-"Stock supplies, such as food or utensils, in serving stations, cupboards, refrigerators, or salad bars.",0.0
-"Stock utility rooms, nonmedical storage rooms, or cleaning carts with supplies.",0.0
-Stock vending machines with food.,0.0
-"Stock, organize, and clean kitchens and cooking utensils.",0.0
-"Stop automobile and pedestrian traffic on bridges, and lower automobile gates prior to moving bridges.",0.0
-"Stop equipment and clear blockages or jams, using fingers, wire, or hand tools.",0.0
-"Stop equipment or machinery and clear jams, using poles, bars, and hand tools, or remove damaged materials from conveyors.",0.0
-Stop gathering arms when cars are full.,0.0
-"Stop machines to remove completed components, using hand tools.",0.0
-"Stop machines to remove finished workpieces or to change tooling, setup, or workpiece placement, according to required machining sequences.",0.0
-Stop machines when specified amount of products has been produced.,0.0
-Stop machines when specified amounts of product have been produced.,0.0
-Stop mixing or blending machines when specified product qualities are obtained and open valves and start pumps to transfer mixtures.,0.0
-"Stop or reset machines when malfunctions occur, clear machine jams, and report malfunctions to a supervisor.",0.0
-Stop people from entering courtroom while judge charges jury.,0.0
-Stop production if serious product defects are present.,0.0
-"Stop saw engines, pull cutting bars from cuts, and run to safety as tree falls.",0.0
-Stop speeding vehicles to warn drivers of traffic laws.,0.0
-"Store and retrieve equipment, such as vehicles, radios, and ride components.",0.0
-Store completed documents in appropriate locations.,0.0
-"Store copies of publications on paper, magnetic tape, film, or diskette.",0.0
-Store food in designated containers and storage areas to prevent spoilage.,0.0
-"Store items in an orderly and accessible manner in warehouses, tool rooms, supply rooms, or other areas.",0.0
-"Store personal possessions for patrons, issue claim checks for articles stored, and return articles on receipt of checks.",0.0
-Store samples of finished products in labeled cartons and record their location.,0.0
-"Store, pack, and maintain inventory records of props, products, or display items.",0.0
-"Store, retrieve, and manipulate data for analysis of system capabilities and requirements.",0.9561
-"Store, sterilize, or prepare the special applicators containing the radioactive substance implanted by the physician.",0.0
-"Straighten or reshape bent pressure vessel plates or structure parts, using hammers, jacks, or torches.",0.0
-"Straighten warped or bent parts, using sledges, hand torches, straightening presses, or bulldozers.",0.0
-"Straighten workpieces and remove dents, using straightening presses and hammers.",0.0
-"Straighten, smooth, or shape materials to prepare them for pressing.",0.0
-"Stretch carpet to align with walls and ensure a smooth surface, and press carpet in place over tack strips or use staples, tape, tacks or glue to hold carpet in place.",0.0
-"Stretch drumheads over rim hoops and tuck them around and under the hoops, using hand tucking tools.",0.0
-"Stretch shoes, dampening parts and inserting and twisting parts, using an adjustable stretcher.",0.0
-"Stretch webbing and fabric, using webbing stretchers.",0.0
-"Stretch wire, wire mesh, or chain link fencing between posts, and attach fencing to frames.",0.0
-Strike necks of finished articles to separate articles from blowpipes.,0.0
-"Strike wood, fiberglass, or metal bars of instruments, and use tuned blocks, stroboscopes, or electronic tuners to evaluate tones made by instruments.",0.0
-String and attach wire-guidelines machine to rails so that tracks or rails can be aligned or leveled.,0.0
-"String cables between structures and lines from poles, towers, or trenches, and pull lines to proper tension.",0.0
-String cables through pulleys and blocks.,0.0
-"String instruments, and adjust trusses and bridges of instruments to obtain specified string tensions and heights.",0.0
-"String transmission lines or cables through ducts or conduits, under the ground, through equipment, or to towers.",0.0
-"String wire conductors and cables between poles, towers, trenches, pylons, and buildings, setting lines in place and using winches to adjust tension.",0.0
-"Strip insulation from wire ends, using wire stripping pliers, and attach wires to terminals for subsequent soldering.",0.0
-"Strip, seal, finish, and polish floors.",0.0
-"Study Constitution, statutes, decisions, regulations, and ordinances of quasi-judicial bodies to determine ramifications for cases.",0.0
-"Study activities relating to narcotics, money laundering, gangs, auto theft rings, terrorism, or other national security threats.",0.0
-Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.,0.7602
-"Study and analyze the physical aspects of the earth in terms of hydrological components, including atmosphere, hydrosphere, and interior structure.",0.0
-"Study and document quantities, distribution, disposition, and development of underground and surface waters.",0.0
-Study and interpret fire safety codes to establish procedures for issuing permits to handle hazardous or flammable substances.,0.0
-"Study and interpret religious laws, doctrines, or traditions.",0.0
-Study and manage wild animal populations.,0.0
-Study and practice dance moves required in roles.,0.0
-"Study and rehearse roles from scripts to interpret, learn and memorize lines, stunts, and cues as directed.",0.0
-Study and research scripts to determine how they should be directed.,1.0
-Study animal and human health and physiological processes.,0.0
-"Study animals in their natural habitats, assessing effects of environment and industry on animals, interpreting findings and recommending alternative operating conditions for industry.",0.0
-"Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution.",0.7826
-Study archival collections of primary historical sources to help explain the origins and development of cultural patterns.,0.0
-"Study artistic objects or graphic materials, such as models, sketches, or blueprints, to plan carving or cutting techniques.",0.0
-Study background information to prepare for programs or interviews.,0.0
-"Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.",0.8854
-Study blueprints and examine surface to be covered to determine amount of material needed.,0.0
-Study blueprints and schematic diagrams to determine appropriate methods of installing or repairing automated door openers.,0.0
-"Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.",0.0
-Study blueprints or layouts to determine how to lay out workpieces or saw out templates.,0.0
-Study blueprints or manufacturers' manuals to determine correct installation or operation of machinery.,0.0
-"Study blueprints to determine locations, relationships, or dimensions of parts.",0.0
-"Study blueprints, design specifications, or manufacturers' recommendations to ascertain the configuration of heating or cooling equipment components and to ensure the proper installation of components.",0.8722
-"Study blueprints, drawings, and sketches to determine material dimensions, required equipment, and operations sequences.",0.0
-"Study blueprints, layouts or charts, and job orders for information on specifications and tooling instructions, and to determine material requirements and operational sequences.",0.0
-"Study blueprints, layouts, sketches, or work orders to assess workpiece specifications and to determine tooling instructions, tools and materials needed, and sequences of operations.",0.0
-"Study blueprints, schematics, manuals, or other specifications to determine installation procedures.",0.0
-"Study blueprints, sketches, models, or specifications to plan sequences of operations for fabricating tools, dies, or assemblies.",0.0
-"Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.",0.0
-"Study books, pictures, or examples of period clothing to determine styles worn during specific periods in history.",0.0
-"Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.",1.0
-"Study characteristics of animals, such as origin, interrelationships, classification, life histories, diseases, development, genetics, and distribution.",0.0
-Study communication code languages or foreign languages to translate intelligence.,0.0
-"Study consumers' reactions to new products and package designs, and to advertising efforts, using surveys and tests.",0.9892
-"Study design proposals and specifications to establish basic characteristics of craft, such as size, weight, speed, propulsion, displacement, and draft.",0.0
-"Study diagnostic records, such as medical or dental histories, plaster models of the teeth, photos of a patient's face and teeth, and X-rays, to develop patient treatment plans.",0.0
-Study different techniques to learn how to apply them to artistic endeavors.,0.0
-"Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects.",0.0
-Study documentation or other information for new scientific or technical products.,0.9421
-"Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail.",0.0
-"Study economic and statistical data in area of specialization, such as finance, labor, or agriculture.",1.0
-"Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.",0.0
-"Study effects of various methods of processing, preserving, or packaging on composition or properties of foods.",0.0
-Study emergency plans used elsewhere to gather information for plan development.,0.0
-Study engineering drawings and blueprints to determine materials requirements and task sequences.,0.0
-Study equal opportunity complaints to clarify issues.,0.0
-"Study factors affecting traffic conditions, such as lighting or sign and marking visibility, to assess their effectiveness.",0.0
-Study films or scripts to determine how musical scores can be used to create desired effects or moods.,0.0
-Study forage plants and their growth requirements to determine varieties best suited to particular range.,0.0
-Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons.,0.0
-"Study growth, structure, development, and general characteristics of bacteria and other microorganisms to understand their relationship to human, plant, and animal health.",0.0
-"Study guides, charts, and specification sheets, and confer with supervisors to determine machine setup requirements.",0.0
-"Study guides, loom patterns, samples, charts, or specification sheets, or confer with supervisors or engineering staff to determine setup requirements.",0.0
-"Study guides, samples, charts, and specification sheets or confer with supervisors or engineering staff to determine set-up requirements.",0.0
-"Study guides, samples, charts, and specification sheets, or confer with supervisors or engineering staff to determine setup requirements.",0.0
-"Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.",0.0
-"Study illustrations and photographs to plan presentation of materials, products, or services.",0.0
-"Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.",0.0
-Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.,0.0
-Study job specifications to determine appropriate construction methods.,0.0
-Study layout or other design instructions to determine work to be done and sequence of operations.,0.0
-"Study legal records to establish boundaries of local, national, and international properties.",0.0
-"Study legislation, arbitration decisions, and collective bargaining contracts to assess industry trends.",0.0
-"Study machining instructions, job orders, or blueprints to determine dimensional or finish specifications, sequences of operations, setups, or tooling requirements.",0.0
-"Study methods to improve aspects of foods, such as chemical composition, flavor, color, texture, nutritional value, and convenience.",0.0
-Study nutritional requirements of animals and nutritive values of animal feed materials.,0.0
-"Study object documentation or conduct standard chemical and physical tests to ascertain the object's age, composition, original appearance, need for treatment or restoration, and appropriate preservation method.",0.0
-"Study objects and structures recovered by excavation to identify, date, and authenticate them and to interpret their significance.",0.0
-"Study operations sequence, material flow, functional statements, organization charts, and project information to determine worker functions and responsibilities.",0.0
-"Study organizational effectiveness, productivity, and efficiency, including the nature of workplace supervision and leadership.",0.0
-"Study physical principles of living cells or organisms and their electrical or mechanical energy, applying methods and knowledge of mathematics, physics, chemistry, or biology.",0.0
-Study preliminary reports or diagrams of infested area and determine treatment type required to eliminate and prevent recurrence of infestation.,0.0
-Study product characteristics or customer requirements to determine validation objectives and standards.,0.0
-"Study production information, such as character descriptions, period settings, and situations, to determine makeup requirements.",0.0
-"Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.",0.0
-"Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife.",0.0
-"Study reactions of plants, animals, and marine species to parasites.",0.0
-Study sales records and inventory levels of current stock to develop strategic purchasing programs that facilitate employee access to supplies.,0.0
-"Study sample parts, blueprints, drawings, or engineering information to determine methods or sequences of operations needed to fabricate products.",0.0
-"Study scores to learn the music in detail, and to develop interpretations.",0.0
-Study scripts to become familiar with production concepts and requirements.,0.9495
-"Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.",0.0
-"Study spatial configurations of submicroscopic molecules, such as proteins, using x-rays or electron microscopes.",0.0
-"Study specifications in blueprints, sketches, or building plans to prepare project layout and determine dimensions and materials required.",0.0
-"Study styles, techniques, colors, textures, and materials used in works undergoing restoration to ensure consistency during the restoration process.",0.0
-Study technical manuals or attend training sessions provided by equipment manufacturers to maintain current knowledge.,0.0
-Study the assets of criminal suspects to determine the flow of money from or to targeted groups.,0.0
-"Study the chemistry of living processes, such as cell development, breathing and digestion, or living energy changes, such as growth, aging, or death.",0.0
-"Study the economic, political, and cultural characteristics of a specific region's population.",0.0
-Study the mutations in organisms that lead to cancer or other diseases.,0.9907
-"Study the objectives, promotional policies, or needs of organizations to develop public relations strategies that will influence public opinion or promote ideas, products, or services.",0.9314
-Study the relationships between ignition sources and materials to determine how fires start.,0.0
-"Study the socioeconomic impacts of new public policies, such as proposed legislation, taxes, services, and regulations.",0.0
-Study the structure and composition of food or the changes foods undergo in storage and processing.,0.0
-"Study the structure and function of human, animal, and plant tissues, cells, pathogens, and toxins.",0.0
-"Study time, motion, methods, or speed involved in maintenance, production, or other operations to establish standard production rate or improve efficiency.",0.0
-"Study traffic delays by noting times of delays, the numbers of vehicles affected, and vehicle speed through the delay area.",0.0
-"Study ways to improve agricultural sustainability, such as the use of new methods of composting.",0.0
-"Study work order requests to determine type of service, such as lighting or power, demanded by installation.",0.0
-"Study work orders or shoe part tags to obtain information about workloads, specifications, and the types of materials to be used.",0.0
-"Study work orders, instructions, formulas, and processing charts to determine specifications and sequence of operations.",0.0
-"Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.",0.9493
-Stun animals prior to slaughtering.,0.0
-"Subcontract fabrication, installation, and arrangement of carpeting, fixtures, accessories, draperies, paint and wall coverings, art work, furniture, and related items.",0.0
-Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout.,0.0
-Submit applications to credit analysts for verification and recommendation.,0.0
-Submit articles and information from searches to attorneys for review and approval for use.,0.0
-Submit artwork to shows or galleries.,0.0
-"Submit completed documents to typists for typing in final form, and instruct typists in matters, such as format, addresses, addressees, and the necessary number of copies.",0.0
-Submit daily reports on facility operations.,0.0
-Submit delinquent accounts to attorneys or outside agencies for collection.,0.0
-"Submit evidence to supervisors, crime labs, or court officials for legal proceedings.",0.0
-Submit loan applications with recommendation for underwriting approval.,0.0
-"Submit plans for approval, and adapt plans to serve intended purposes, or to conform to budget or fabrication restrictions.",0.0
-"Submit preliminary or finished artwork or project plans to clients for approval, incorporating changes as necessary.",0.0
-"Submit project deliverables to clients, ensuring adherence to quality standards.",0.0
-"Submit project deliverables, ensuring adherence to quality standards.",0.0
-Submit reports and review reports or problems with superior.,0.0
-Submit reports to physicians summarizing test results.,0.0
-"Submit samples of products to government laboratories for testing, as required.",0.0
-Submit slides with abnormal cell structures to pathologists for further examination.,0.0
-"Subpoena and interview witnesses, property owners, and building occupants to obtain information and sworn testimony.",0.0
-Substitute for or assist other cooks during emergencies or rush periods.,0.0
-Substitute programs in cases where signals fail.,0.0
-"Suggest and apply the use of supports such as straps, tapes, bandages, or braces if necessary.",0.0
-"Suggest and check alternate spellings, locations, or listing formats to customers lacking details or complete information.",0.0
-Suggest best methods of packaging or labeling products.,0.0
-"Suggest or initiate personnel actions, such as promotions, transfers, or hires.",0.0
-Suggest specific product purchases to meet customers' needs.,0.0
-Suggest treatments to alleviate hair problems.,0.0
-Summarize budgets and submit recommendations for the approval or disapproval of funds requests.,0.0
-"Summarize pertinent legal or insurance details, or sections of statutes or case law from reference books for use in examinations or as proofs or ready reference.",0.0
-"Summarize technical data to assist physicians to diagnose brain, sleep, or nervous system disorders.",0.0
-Summarize test results and report to appropriate authorities.,0.0
-Summon medical help for injured individuals and alert medical personnel to take statements from them.,0.0
-Superimpose bent tubing on asbestos patterns to ensure accuracy.,0.0
-Supervise activities of other forestry workers.,0.0
-"Supervise activities, such as searches, shakedowns, riot control, or institutional tours.",0.0
-Supervise administrative staff and provide training and orientation to new staff.,0.0
-Supervise agents who handle real estate transactions.,0.0
-Supervise and assign duties to workers engaged in technical control and production of radio and television programs.,0.0
-"Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.",0.0
-Supervise and assist with homework.,0.0
-Supervise and coordinate activities of dining room staff to ensure that patrons receive prompt and courteous service.,0.0
-Supervise and coordinate activities of technicians and technical assistants.,0.0
-"Supervise and coordinate activities of workers engaged in film editing, assembling, and recording activities.",0.0
-"Supervise and coordinate crew activities to transport freight and passengers and to provide boarding, porter, maid, and meal services to passengers.",0.0
-"Supervise and coordinate the investigation of criminal cases, offering guidance and expertise to investigators, and ensuring that procedures are conducted in accordance with laws and regulations.",0.0
-"Supervise and coordinate the work activities of personnel, such as training staff members and assigning work duties.",0.0
-"Supervise and coordinate the work of camera, lighting, design, and sound crew members.",0.0
-"Supervise and coordinate work activities of workers engaged in drafting, designing layouts, assembling, or testing printed circuit boards.",0.0
-Supervise and coordinate work of other correctional service officers.,0.0
-Supervise and coordinate work of reporters and other editors.,0.0
-Supervise and direct other workers providing services to clients or patients.,0.0
-"Supervise and direct the work of correctional officers to ensure the safe custody, discipline, and welfare of inmates.",0.0
-Supervise and instruct assistants.,0.0
-"Supervise and monitor production processes to ensure efficient use of equipment, timely changes to specifications, and project completion within time frame and budget.",0.0
-Supervise and monitor students' use of tools and equipment.,0.0
-Supervise and monitor unit nursing staff.,0.0
-Supervise and participate in kitchen and dining area cleaning activities.,0.0
-"Supervise and participate in the inspection of properties to ensure that they are in compliance with applicable fire codes, ordinances, laws, regulations, and standards.",0.0
-Supervise and provide instructions for workers collecting and tabulating data.,0.0
-"Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.",0.0
-"Supervise and train interns, clinicians in training, and other counselors.",0.0
-Supervise and train other clerical staff and arrange for employee training by scheduling training or organizing training material.,0.0
-"Supervise and train other drafters, technologists, and technicians.",0.0
-"Supervise and train other technologists, technicians, and drafters.",0.0
-Supervise and work with volunteers.,0.0
-Supervise assemblers and train employees on job procedures.,0.0
-Supervise assistants' work throughout the design process.,0.0
-"Supervise auditing of establishments, and determine scope of investigation required.",0.0
-Supervise biological technicians and technologists and other scientists.,0.0
-Supervise biological technologists and technicians and other scientists.,0.0
-"Supervise biomass plant or substation operations, maintenance, repair, or testing activities.",0.0
-Supervise claims adjusters to ensure that adjusters have followed proper methods.,0.0
-Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.,0.0
-"Supervise crew members, and provide assistance in training them.",0.0
-"Supervise crews in cleaning or maintaining decks, superstructures, or bridges.",0.0
-"Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.",0.0
-Supervise employees in geothermal power plants or well fields.,0.0
-Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies.,0.0
-Supervise employees or volunteers working on sustainability projects.,0.0
-"Supervise employees performing financial reporting, accounting, billing, collections, payroll, and budgeting duties.",0.0
-Supervise engineers or other staff in the design or implementation of network solutions.,0.0
-"Supervise fitness or wellness specialists, such as fitness instructors, nutritionists, or health educators.",0.0
-Supervise food processing or manufacturing plant operations.,0.0
-Supervise food production or service or assist dietitians or nutritionists in food service supervision or planning.,0.0
-"Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.",0.0
-Supervise funeral attendants and other funeral home staff.,0.0
-Supervise funeral processions and assist with cemetery parking.,0.0
-Supervise histology laboratory activities.,0.0
-"Supervise hydropower plant equipment installations, upgrades, or maintenance.",0.0
-"Supervise in-house services, such as laundries, maintenance and repair, dry cleaning, or valet services.",0.0
-"Supervise independent or group projects, field placements, laboratory work, or other training.",0.0
-Supervise laboratory sessions and field work and coordinate laboratory operations.,0.0
-Supervise laboratory sessions.,0.0
-Supervise laboratory work and field work.,0.0
-"Supervise law enforcement staff, such as jail staff, officers, and deputy sheriffs.",0.0
-"Supervise law students, volunteers, or other personnel assigned to the court.",0.0
-Supervise legal assistants.,0.0
-Supervise loan personnel.,0.0
-Supervise maintenance of exercise or exercise testing equipment.,0.0
-Supervise maintenance of telecommunications equipment.,0.0
-"Supervise marine engine technicians engaged in the maintenance or repair of mechanical or electrical marine vessels, and inspect their work to ensure that it is performed properly.",0.0
-Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities.,0.0
-Supervise nurses' aides or assistants.,0.0
-Supervise oil pumpers and other workers engaged in producing oil from wells.,0.0
-"Supervise operations or maintenance employees in the production of power from biomass, such as wood, coal, paper sludge, or other waste or refuse.",0.0
-Supervise or advise subordinate personnel.,0.0
-Supervise or collaborate with therapy team.,0.0
-"Supervise or conduct field surveys, inspections, or technical investigations to obtain data required to revise construction drawings.",0.0
-Supervise or coordinate activities of cooks or workers engaged in food preparation.,0.0
-"Supervise or coordinate activities of workers engaged in surveying, plotting data, drafting maps, or producing blueprints, photostats, or photographs.",0.0
-Supervise or coordinate patient care or support staff activities.,0.0
-"Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members.",0.0
-Supervise or coordinate the work of urban planning technicians or technologists.,0.0
-Supervise or direct other workers providing services to clients or patients.,0.0
-Supervise or direct other workers who provide services to clients or patients.,0.0
-Supervise or direct the work of non-destructive testing trainees or staff.,0.0
-"Supervise or direct the work of other geneticists, biologists, technicians, or biometricians working on genetics research projects.",0.0
-Supervise or instruct ophthalmic staff.,0.0
-Supervise or instruct other technicians or laboratory assistants.,0.0
-Supervise or monitor hydroelectric facility operations to ensure that generation or mechanical equipment conform to applicable regulations or standards.,0.0
-Supervise or perform searches of inmates or their quarters to locate contraband items.,0.0
-"Supervise or perform simulations for tumor localizations, using imaging methods such as magnetic resonance imaging, computed tomography, or positron emission tomography scans.",0.0
-"Supervise or provide leadership to subordinate security professionals, performing activities such as hiring, investigating applicants' backgrounds, training, assigning work, evaluating performance, or disciplining.",0.0
-"Supervise or provide security for offenders performing tasks, such as construction, maintenance, laundry, food service, or other industrial or agricultural operations.",0.0
-Supervise or train agricultural technicians or farm laborers.,0.0
-Supervise or train cardiology technologists or students.,0.0
-Supervise or train other cardiology technologists or students.,0.0
-"Supervise or train other divers, including hobby divers.",0.0
-Supervise or train other staff members.,0.0
-"Supervise or train other technologists, technicians, or drafters.",0.0
-"Supervise or train project team members, as necessary.",0.0
-"Supervise or train staff members on daily tasks, such as visual merchandising.",0.0
-Supervise or train students or other medical sonographers.,0.0
-"Supervise or train students, environmental technologists, technicians, or other related staff.",0.0
-Supervise or train surveillance observers.,0.0
-Supervise or train veterinary students or other staff members.,0.0
-Supervise other butchers or meat cutters.,0.0
-Supervise other clerical staff and provide training and orientation to new staff.,0.0
-"Supervise other counselors, social service staff, and assistants.",0.0
-"Supervise other counselors, social service staff, assistants, or graduate students.",0.0
-Supervise other crew members.,0.0
-Supervise other engineers and crew members and train them for routine and emergency duties.,0.0
-Supervise other food science technicians.,0.0
-"Supervise other judges, court officers, and the court's administrative staff.",0.0
-Supervise other social workers.,0.0
-Supervise others and provide on-the-job training.,0.0
-Supervise others engaged in tree trimming work and train lower-level employees.,0.0
-Supervise patients in choosing and completing work assignments or arts and crafts projects.,0.0
-"Supervise people on community-based sentences, such as electronically monitored home detention, and provide field supervision of probationers by conducting curfew checks or visits to home, work, or school.",0.0
-"Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.",0.0
-"Supervise production and testing processes in industrial settings, such as metal refining facilities, smelting or foundry operations, or nonmetallic materials production operations.",0.0
-"Supervise production employees in the manufacturing of biofuels, such as biodiesel or ethanol.",0.0
-"Supervise professional and technical staff in implementing health programs, objectives, and goals.",0.0
-"Supervise professional, technical, and clerical personnel.",0.0
-"Supervise recycling technicians, community service workers, or other recycling operations employees or volunteers.",0.0
-Supervise rehabilitation counselors and staff.,0.0
-Supervise research projects and students' study projects.,0.0
-"Supervise solar installers, technicians, and subcontractors for solar installation projects to ensure compliance with safety standards.",0.0
-Supervise staff and games and mediate disputes.,0.0
-Supervise staff and monitor gambling tables to ensure security of the game.,0.0
-"Supervise staff, training them, planning their work, and evaluating their performance.",0.0
-"Supervise staff, volunteers, practicum students, or interns engaged in music therapy activities.",0.0
-"Supervise staff, volunteers, practicum students, or interns.",0.0
-"Supervise students during activities outside the classroom, such as recess, lunch, and field trips.",0.0
-"Supervise students in classrooms, halls, cafeterias, school yards, and gymnasiums, or on field trips.",0.0
-Supervise students or assistants.,0.0
-"Supervise students' fieldwork, internship, and research work.",0.0
-Supervise students' housekeeping work to ensure that it is done properly.,0.0
-Supervise students' laboratory and clinical work.,0.0
-Supervise students' laboratory and field work.,0.0
-Supervise students' laboratory or field work.,0.0
-Supervise students' laboratory work.,0.0
-Supervise students' research on celestial and astronomical phenomena.,0.0
-Supervise subordinate employees.,0.0
-Supervise subordinate laboratory staff.,0.0
-Supervise support staff and ensure proper execution of contracts.,0.0
-"Supervise surveillance, detection, or criminal processing related to theft and criminal cases.",0.0
-Supervise teams of workers who capture water from wells and rivers.,0.0
-Supervise technical personnel and postdoctoral research fellows.,0.0
-Supervise technicians' work activities to ensure that equipment is operated in accordance with policies and procedures that protect workers from radiation and ensure environmental safety.,0.0
-"Supervise technicians, technologists, analysts, administrative staff, or other engineers.",0.0
-Supervise technologists or technicians engaged in nanotechnology research or production.,0.0
-"Supervise technologists, technicians, or other engineers.",0.0
-Supervise the activities of housekeeping personnel.,0.0
-Supervise the activities of seasonal workers.,0.0
-"Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.",0.0
-"Supervise the cleaning of towers, strainers, or spray tips.",0.0
-Supervise the clinical work of practicum students.,0.0
-"Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.",0.0
-"Supervise the distribution of complimentary meals, hotel rooms, discounts, or other items given to players, based on length of play and amount bet.",0.0
-Supervise the installation or operation of electronic equipment or systems.,0.0
-Supervise the maintenance or repair of transportation systems or system components.,0.0
-Supervise the rehabilitation of injured athletes.,0.0
-"Supervise the removal of drilling equipment, the removal of any waste, and the safe return of land to structural stability when wells or pockets are exhausted.",0.0
-Supervise the training of student opticians.,0.0
-"Supervise the work of assistant stationary engineers, turbine operators, boiler tenders, or air conditioning and refrigeration operators and mechanics.",0.0
-Supervise the work of bar staff and other bartenders.,0.0
-Supervise the work of contracted employees.,0.0
-Supervise the work of data management project staff.,0.0
-"Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.",0.0
-"Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.",0.0
-Supervise the work of subcontractors or consultants to ensure quality and conformance to specifications or budgets.,0.0
-Supervise the work of survey interviewers.,0.0
-"Supervise the work of technologists, technicians, and other engineers and scientists.",0.0
-"Supervise undergraduate or graduate teaching, internship, and research work.",0.0
-"Supervise well exploration, drilling activities, or well completions.",0.0
-Supervise workers in the inspection and maintenance of mechanical equipment to ensure efficient and safe train operation.,0.0
-"Supervise, coordinate, or schedule the activities of construction or extractive workers.",0.0
-"Supervise, evaluate, and plan assignments for teacher assistants and volunteers.",0.0
-"Supervise, evaluate, or refer instructors to skill development classes.",0.0
-"Supervise, train, and direct professional staff and interns.",0.0
-"Supervise, train, and evaluate residence hall staff, including resident assistants, participants in work-study programs, and other student workers.",0.0
-"Supervise, train, and evaluate technicians, technologists, survey personnel, engineers, scientists or other mine personnel.",0.0
-"Supervise, train, or direct lab assistants, medical and clinical laboratory technicians or technologists, or other medical laboratory workers engaged in laboratory testing.",0.0
-"Supervise, train, or mentor junior team members.",0.0
-Supply and monitor robotic machines that dispense medicine into containers and label the containers.,0.0
-"Supply and place base materials, edge restraints, bedding sand and jointing sand.",0.0
-"Supply animals with food, water, and personal care.",0.0
-"Supply currency, coins, chips, or gaming checks to other departments as needed.",0.0
-Supply equipment to rig floors as requested and provide assistance to roughnecks.,0.0
-"Supply guests or travelers with directions, travel information, and other information, such as available services and points of interest.",1.0
-"Supply materials to spindles, conveyors, hoppers, or other feeding devices and unload packaged product.",0.0
-Supply or hold tools and materials.,0.0
-Supply quality control data necessary for regulatory submissions.,0.0
-"Supply the latest price quotes on any security, as well as information on the activities or financial positions of the corporations issuing these securities.",0.9567
-"Supply, collect, or empty bedpans.",0.0
-"Supply, operate, or maintain personal protective equipment.",0.0
-"Support children's emotional and social development, encouraging understanding of others and positive self-concepts.",0.0
-Support efforts to reduce substance abuse or other illegal activities in the workplace.,0.0
-"Support metalworking projects from planning and fabrication through assembly, inspection, and testing, using knowledge of machine functions, metal properties, and mathematics.",0.0
-Support the development of training materials and technical manuals.,0.0
-"Support, plan, and coordinate operations for single or multiple surveys.",0.0
-"Surgically treat conditions such as corns, calluses, ingrown nails, tumors, shortened tendons, bunions, cysts, or abscesses.",0.0
-Survey areas and compile figures of bag counts of hunters to determine the effectiveness of control measures.,0.0
-"Survey bodies of water to determine navigable channels and to secure data for construction of breakwaters, piers, and other marine structures.",0.0
-Survey park to determine forest conditions and distribution and abundance of fauna and flora.,0.0
-"Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.",0.0
-"Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.",0.0
-"Suspend angle iron grids or channel irons from ceilings, using wire.",0.0
-"Suspend objects, such as parts or molds from cathode rods, or negative terminals, and immerse objects in plating solutions.",0.0
-"Suspend sticks or pieces of plating metal from anodes, or positive terminals, and immerse metal in plating solutions.",0.0
-Suture perineal lacerations.,0.0
-Swab molds with solutions to prevent products from sticking.,0.0
-"Swage fittings onto cables, using swaging machines.",0.0
-Sweep and clean roofs to prepare them for the application of new roofing materials.,0.0
-Sweep or scrub floors.,0.0
-Sweep or vacuum the cremation chamber to retrieve remains for storage in an urn or other container.,0.0
-Sweep sand from the surface prior to opening to traffic.,0.0
-Sweep sand into the joints and compact pavement until the joints are full.,0.0
-"Sweep, mop, and wash down decks to remove oil, dirt, and debris, using brooms, mops, brushes, and hoses.",0.0
-"Sweep, scrape, sand, or chip dirt and irregularities to clean base surfaces, correcting imperfections that may show through the covering.",0.0
-"Sweep, scrub, wax, or polish floors, using brooms, mops, or powered scrubbing and waxing machines.",0.0
-"Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.",0.0
-"Switch between video sources in a studio or on multi-camera remotes, using equipment such as switchers, video slide projectors, and video effects generators.",0.0
-Switch from automatic to manual controls and isolate equipment mechanically and electrically to allow for safe inspection and repair work.,0.0
-"Switch on machines, lower pressure feet or rollers to secure parts, and start machine stitching, using hand, foot, or knee controls.",0.0
-"Switch sources of video input from one camera or studio to another, from film to live programming, or from network to local programming.",0.0
-Synchronize activities with other pumphouses to ensure a continuous flow of products and a minimum of contamination between products.,0.0
-"Synchronize and equalize prerecorded dialogue, music, and sound effects with visual action of motion pictures or television productions, using control consoles.",0.0
-Synchronize speeds of sections of machines when producing products involving several steps or processes.,0.0
-Synthesize current business intelligence or trend data to support recommendations for action.,0.8462
-"Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.",0.0
-Tack-weld fitted parts together.,0.0
-"Tag garbage or recycling containers to inform customers of problems, such as excess garbage or inclusion of items that are not permitted.",0.0
-Tag unsafe trees with high-visibility ribbons.,0.0
-"Tailor conservation plans to landowners' goals, such as livestock support, wildlife, or recreation.",0.0
-"Take action to contain any hazardous chemicals that could catch fire, leak, or spill.",0.0
-Take action to deal with disruptive or problem patrons.,0.0
-"Take actions to avoid potential hazards or obstructions, such as utility lines, other equipment, other workers, or falling objects.",0.0
-Take actions to halt disruption of library activities by problem patrons.,0.0
-"Take anatomical or functional ocular measurements of the eye or surrounding tissue, such as axial length measurements.",0.0
-"Take anatomical or functional ocular measurements, such as axial length measurements, of the eye or surrounding tissue.",0.0
-"Take and develop diagnostic radiographs, using x-ray equipment.",0.0
-Take and document patients' medical histories.,0.7239
-Take and prepare to-go orders.,0.0
-"Take and record measures of patients' physical condition, using devices such as thermometers or blood pressure gauges.",0.0
-Take and record medical and dental histories and vital signs of patients.,0.0
-"Take and record temperature of food and food storage areas, such as refrigerators and freezers.",0.0
-"Take and record vital signs, such as temperature, blood pressure, pulse rate, or respiration rate, as directed by medical or nursing staff.",0.0
-"Take animals into treatment areas and assist with physical examinations by performing such duties as obtaining temperature, pulse, or respiration data.",0.0
-"Take appropriate safety precautions, such as monitoring dive lengths and depths and registering with authorities before diving expeditions begin.",0.0
-Take beverage orders from serving staff or directly from patrons.,0.0
-Take brief medical histories from patients.,0.7239
-Take class attendance and maintain attendance records.,0.0
-Take customer orders and convey them to other employees for preparation.,0.0
-"Take customers' orders and write ordered items on tickets, giving ticket stubs to customers when needed to identify filled orders.",0.0
-Take depth soundings in turning basins.,0.0
-Take dictation in shorthand or by machine and transcribe information.,0.0
-"Take dictation using shorthand, a stenotype machine, or headsets and transcribing machines.",0.9846
-Take dining reservations.,0.0
-Take disciplinary action to address performance problems.,0.0
-"Take emergency actions, such as closing production facilities, if product safety is compromised.",0.0
-Take food and drink orders and receive payment from customers.,0.0
-Take food orders and relay orders to kitchens or serving counters so they can be filled.,0.0
-"Take inventory of headsets, alcoholic beverages, and money collected.",0.0
-Take inventory of supplies and equipment.,0.0
-Take inventory or examine merchandise to identify items to be reordered or replenished.,0.0
-Take measurements and study floor sketches to calculate the area to be carpeted and the amount of material needed.,0.0
-"Take measurements to determine if appliances will fit in installation locations, performing minor carpentry work when necessary to ensure proper installation.",0.0
-Take notes in shorthand or use a stenotype or shorthand machine that prints letters on a paper tape.,0.0
-"Take numbered tags from customers, locate vehicles, and deliver vehicles, or provide customers with instructions for locating vehicles.",0.0
-Take orders for imprinted checks.,0.0
-Take orders for merchandise or materials and send them to the proper departments to be filled.,0.0
-"Take orders from customers and cook foods requiring short preparation times, according to customer requirements.",0.0
-Take orders from patrons for food or beverages.,0.0
-Take out garbage.,0.0
-Take patients' body or limb measurements for use in device construction.,0.0
-Take photographs and motion pictures for use in lectures and publications and to develop displays.,0.0
-Take photographs of displays or signage.,0.0
-Take photographs of property.,0.0
-"Take pictures of individuals, families, and small groups, either in studio or on location.",0.0
-"Take pictures or video, and process them for inclusion in a story.",0.0
-"Take prisoners into custody and escort to locations within and outside of facility, such as visiting room, courtroom, or airport.",0.0
-Take product samples during or after processing for laboratory analyses.,0.0
-Take quote requests or orders from dealers or customers.,0.0
-"Take readings and record data, such as water levels, temperatures, or flow rates.",0.0
-"Take regulatory action, based on readings from charts, meters and gauges, at established intervals.",0.0
-Take residents on community outings.,0.0
-"Take samples of gases and conduct chemical tests to determine gas quality and sulfur or moisture content, or send samples to laboratories for analysis.",0.0
-"Take samples to assess the amount and quality of oil, the depth at which resources lie, and the equipment needed to properly extract them.",0.0
-"Take site survey photos or photos of work performed, using digital cameras.",0.0
-Take test samples or photographs to assess the condition of vessels or structures.,0.0
-Take the house percentage from each pot.,0.0
-Take thorough and accurate patient medical histories.,0.7239
-"Take up or let down hems to shorten or lengthen garment parts, such as sleeves.",0.0
-"Take, receive, or check periodic inmate counts.",0.0
-"Talk to children's parents or guardians about problematic behaviors, emotional or developmental problems, or related issues.",0.0
-"Talk to clients and study instructions, plans, or diagrams to establish work requirements.",0.0
-"Talk to coworkers using electronic devices, such as computers and radios.",0.0
-Talk to customers or refer to work orders to establish the nature of appliance malfunctions.,0.0
-Talk to customers to convey information about events or activities.,0.0
-Talk to or interact with animals to familiarize them to human voices or contact.,0.0
-Talk to other physicians about patients to create a treatment plan.,0.0
-"Talk with clients during art or other therapy sessions to build rapport, acknowledge their progress, or reflect upon their reactions to the artistic process.",0.0
-Tap and drill holes into pipes to introduce auxiliary lines or devices.,0.0
-Tap mainline sewers to install sewer saddles.,0.0
-Tap or tilt molds to ensure uniform distribution of materials.,0.0
-Tape or twist together thread or cord to repair breaks.,0.0
-Taste or smell foods or beverages to ensure that flavors meet specifications or to select samples with specific characteristics.,0.0
-"Teach a variety of subjects, such as English, mathematics, and social studies.",0.0
-Teach acting classes.,0.0
-"Teach and conduct research in colleges, universities, museums, and other research agencies and schools.",0.0
-"Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.",0.0
-Teach and explain the rules and regulations governing a specific sport.,0.0
-"Teach and perform age-appropriate activities, such as lap play, reading, and arts and crafts, to encourage intellectual development of children.",0.0
-Teach appropriate parenting behaviors to individuals or families.,0.0
-"Teach art therapy techniques or processes to artists, interns, volunteers, or others.",0.0
-Teach artistic techniques to children or adults.,0.0
-Teach astronomy or astrophysics.,0.0
-"Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, and social skills.",0.0
-"Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.",0.0
-Teach behavior modification classes related to topics such as stress management or weight control.,0.0
-"Teach cane skills, including cane use with a guide, diagonal techniques, and two-point touches.",0.0
-Teach classes and present self-help or information sessions on subjects related to education and career planning.,0.7474
-"Teach classes in mental health topics, such as stress reduction.",0.0
-Teach classes or courses or provide direct care to children.,0.0
-Teach classes or courses to students.,0.0
-"Teach classes or otherwise disseminate medical or dental health information to school groups, community groups, or targeted families or individuals, in a manner consistent with cultural norms.",0.0
-Teach classes using online technology.,0.0
-"Teach clients to control or strengthen tongue, jaw, face muscles, or breathing mechanisms.",0.0
-"Teach clients to travel independently, using a variety of actual or simulated travel situations or exercises.",0.0
-"Teach college-level courses on topics such as atmospheric and space science, meteorology, or global climate change.",0.0
-Teach community courses and speak to local groups and organizations.,0.0
-Teach company regulations and procedures to other pilots.,0.0
-Teach courses in environmental economics.,0.0
-"Teach courses or seminars on topics, such as budgeting, management of personal finances, or financial literacy.",0.0
-"Teach courses or seminars related to exercise or diet for patients, athletes, or community groups.",0.0
-Teach courses within their department.,0.0
-Teach dance students.,0.0
-Teach fire investigation techniques to other firefighter personnel.,0.0
-"Teach fitness classes to improve strength, flexibility, cardiovascular conditioning, or general fitness of participants.",0.0
-Teach geography.,0.0
-Teach graduate or continuing education courses or seminars in biostatistics.,0.0
-"Teach group exercise for low-, medium-, or high-risk clients to improve participant strength, flexibility, endurance, or circulatory functioning.",0.0
-Teach in colleges and universities.,0.0
-"Teach independent living skills or techniques, such as adaptive eating, medication management, diabetes management, and personal management.",0.0
-"Teach individual and team sports to participants through instruction and demonstration, using knowledge of sports techniques and of participants' physical capabilities.",0.0
-Teach instructional courses and advise students.,0.0
-Teach instructors to use instructional technology or to integrate technology with teaching.,0.0
-"Teach library patrons basic computer skills, such as searching computerized databases.",0.0
-"Teach medical dosimetry, including its application, to students, radiation therapists, or residents.",0.0
-Teach music for specific instruments.,0.0
-"Teach nuclear medicine, diagnostic radiology, or other specialties at graduate educational level.",0.0
-Teach or advise undergraduate or graduate students or supervise their research.,0.0
-Teach or guide individuals or groups unfamiliar with specific hunting methods or types of prey.,0.0
-Teach or mentor undergraduate and graduate students in anthropology or archeology.,0.0
-Teach or supervise students and perform research at universities and colleges.,0.0
-Teach or train medical and clinical staff.,0.0
-Teach or train medical staff regarding preventive medicine issues.,0.0
-Teach patient education programs that include information required to make informed health care and treatment decisions.,0.7671
-Teach patients how to deal constructively with their emotions.,0.0
-Teach patients to use home health care equipment.,0.0
-"Teach personal development skills, such as goal setting, independence, and self-advocacy.",0.0
-Teach pharmacy students serving as interns in preparation for their graduation or licensure.,0.0
-Teach physical therapy students or those in other health professions.,0.0
-Teach physics to students.,0.0
-Teach political science.,1.0
-Teach pottery classes.,0.0
-"Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.",0.0
-Teach proper breathing techniques used during physical exertion.,0.0
-Teach proper eating habits and personal hygiene.,0.0
-Teach public education programs on fire safety and prevention.,0.0
-Teach residents or medical students about pediatric topics.,0.0
-Teach self-advocacy skills to clients.,0.0
-"Teach skills, such as proper climbing methods, and demonstrate and advise on the use of equipment.",0.0
-"Teach social skills to students, such as communication, conflict resolution, and etiquette.",0.0
-Teach social skills to students.,0.0
-"Teach socially acceptable behavior, employing techniques such as behavior modification and positive reinforcement.",0.0
-"Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.",0.0
-Teach sociology.,0.0
-Teach sports medicine courses to athletic training students.,0.0
-Teach students or other staff.,0.0
-"Teach students personal development skills, such as goal setting, independence, and self-advocacy.",0.0
-"Teach students personal development skills, such as goal setting, independence, or self-advocacy.",0.0
-"Teach students study skills, note-taking skills, and test-taking strategies.",0.0
-"Teach students, dancers, and other performers about rhythm and interpretive movement.",0.0
-"Teach theories, principles, and methods of economics.",0.0
-Teach undergraduate-level courses.,0.0
-Teach writing classes.,0.0
-Teach writing or communication classes.,0.0
-"Teach, take continuing education classes, attend conferences or seminars, or conduct research and publish findings to increase understanding of mental, emotional, or behavioral states or disorders.",0.0
-"Teach, train, supervise, or use the assistance of students, respiratory therapy technicians, or assistants.",0.0
-Tear down equipment after event completion.,0.0
-"Tear down, repair, and rebuild faulty assemblies, such as power systems, steering systems, and linkages.",0.0
-Telephone or write letters to respond to correspondence from customers or to follow up initial sales contacts.,0.0
-"Tell jokes, perform comic dances, songs and skits, impersonate mannerisms and voices of others, contort face, and use other devices to amuse audiences.",0.0
-"Tend accessory equipment, such as pumps and conveyors, to move materials or ingredients through production processes.",0.0
-"Tend accessory equipment, such as pumps or conveyors, to move materials or ingredients through production processes.",0.0
-"Tend amusement booths in parks, carnivals, or stadiums, performing duties, such as conducting games, photographing patrons, or awarding prizes.",0.0
-Tend and observe equipment and machinery to verify efficient and safe operation.,0.0
-"Tend assembly lines, performing a few of the many cuts needed to process a carcass.",0.0
-"Tend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers.",0.0
-Tend auxiliary equipment used in the power distribution process.,0.0
-Tend auxiliary equipment used in welding processes.,0.0
-"Tend auxiliary equipment, such as jacks, slings, cables, or stop blocks, to facilitate moving items or materials for further processing.",0.0
-Tend conveyor chains that move logs to and from scaling stations.,0.0
-Tend machines that bond cope and drag together to form completed shell molds.,0.0
-"Tend machines that pump concrete, grout, cement, sand, plaster, or stucco through spray guns for application to ceilings or walls.",0.0
-"Tend machines that twist together two or more strands of yarn or insert additional twists into single strands of yarn to increase strength, smoothness, or uniformity of yarn.",0.0
-"Tend machines that wind wire onto bobbins, preparatory to formation of wire netting used in reinforcing sheet glass.",0.0
-"Tend machines with multiple winding units that wind thread onto shuttle bobbins for use on sewing machines or other kinds of bobbins for sole-stitching, knitting, or weaving machinery.",0.0
-"Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing.",0.0
-Tend or operate machine that packages product.,0.0
-"Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.",0.0
-Tend spinning frames that draw out and twist roving or sliver into yarn.,0.0
-"Tend vessels that store substances such as gases, liquids, slurries, or powdered materials, checking levels of substances by using calibrated rods or by reading mercury gauges and tank charts.",0.0
-"Terminate, cure, polish, or test fiber cables with mechanical connectors.",0.0
-Test agricultural machinery and equipment to ensure adequate performance.,0.0
-Test air lines and air cylinders on pneumatically operated gates.,0.0
-"Test air to detect toxic gases and recommend measures to remove them, such as installation of ventilation shafts.",0.0
-"Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.",0.0
-"Test and adjust communication and alarm systems, and report malfunctions to maintenance units.",0.0
-"Test and adjust machine speeds or actions, according to product specifications, using gauges and hand tools.",0.0
-Test and adjust repaired systems to meet manufacturers' performance specifications.,0.0
-"Test and analyze samples to determine their content and characteristics, using laboratory apparatus or testing equipment.",0.9949
-"Test and analyze thermodynamic systems for renewable energy applications, such as solar or wind, to maximize energy production.",0.0
-Test and charge batteries.,0.0
-"Test and diagnose air flow systems, using furnace efficiency analysis equipment.",0.0
-"Test and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems.",0.0
-Test and evaluate patients' physical and mental abilities and analyze medical data to determine realistic rehabilitation goals for patients.,0.0
-Test and evaluate the performance of new aircraft.,0.0
-"Test and examine gas pipelines and equipment to locate leaks and faulty connections, and to determine the pressure and flow of gas.",0.0
-"Test and inspect engines to determine malfunctions, to locate missing and broken parts, and to verify repairs, using diagnostic instruments.",0.0
-"Test and measure patient's strength, motor development and function, sensory perception, functional capacity, or respiratory or circulatory efficiency and record data.",0.0
-"Test and repair circuits and sensors, following wiring and system specifications.",0.0
-"Test and repair or replace electrical equipment, such as circuit breakers, station batteries, cable trays, conduits, or control devices.",0.0
-Test and repair track circuits.,0.0
-Test and replace batteries and other electronic components.,0.0
-"Test and replace electrical components and wiring, using test meters, soldering equipment, and hand tools.",0.0
-Test and treat water supply.,0.0
-"Test and troubleshoot instruments, components, and assemblies, using circuit testers, oscilloscopes, or voltmeters.",0.0
-"Test and verify hardware and support peripherals to ensure that they meet specifications and requirements, by recording and analyzing test data.",0.0
-"Test appliances for conformance to specifications and accuracy of occlusion, using articulators and micrometers.",0.0
-Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.,0.0
-"Test backup batteries, keypad programming, sirens, or other security features to ensure proper functioning or to diagnose malfunctions.",0.0
-Test backup or recovery plans regularly and resolve any problems.,0.0
-"Test baggage for any explosive materials, using equipment such as explosive detection machines or chemical swab systems.",0.0
-"Test batteries, using hydrometers and ammeters, and charge batteries as necessary.",0.0
-"Test battery charges, and replace or recharge batteries as necessary.",0.0
-"Test boiler water quality or arrange for testing and take necessary corrective action, such as adding chemicals to prevent corrosion and harmful deposits.",0.0
-Test changes to database applications or systems.,0.0
-"Test circuits and components of malfunctioning telecommunications equipment to isolate sources of malfunctions, using test meters, circuit diagrams, polarity probes, and other hand tools.",0.0
-"Test combustible appliances, such as gas appliances.",0.0
-"Test components or circuits of faulty equipment to locate defects, using oscilloscopes, signal generators, ammeters, voltmeters, or special diagnostic software programs.",0.0
-"Test computer software or hardware, using standard diagnostic testing equipment and procedures.",0.0
-"Test conditions, fluid levels, and specific gravities of electrolyte cells, using voltmeters, hydrometers, and thermometers.",0.0
-"Test conductors, according to electrical diagrams and specifications, to identify corresponding conductors and to prevent incorrect connections.",0.0
-Test connections to ensure that power supplies are adequate and that communications links function.,0.0
-Test cooked food by tasting and smelling it to ensure palatability and flavor conformity.,0.0
-Test documented disaster recovery strategies and plans.,0.0
-Test dosage evaluation instruments and survey meters to ensure they are operating properly.,0.0
-Test drive trucks and buses to diagnose malfunctions or to ensure that they are working properly.,0.0
-"Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices.",0.0
-"Test electrical circuits or components for continuity, using electrical test equipment.",0.0
-"Test electrical components of wind systems with devices, such as voltage testers, multimeters, oscilloscopes, infrared testers, or fiber optic equipment.",0.0
-Test electrical systems of cars by operating systems and using testing equipment such as ammeters.,0.0
-"Test electrical systems or continuity of circuits in electrical wiring, equipment, or fixtures, using testing devices, such as ohmmeters, voltmeters, or oscilloscopes, to ensure compatibility and safety of system.",0.0
-"Test electrical systems to determine voltages, using voltage meters.",0.0
-Test electronic computer components in automobiles to ensure proper operation.,0.0
-Test emergency transmitters to ensure their readiness for immediate use.,0.0
-"Test equipment for overheating, using speed gauges and thermometers.",0.0
-"Test equipment functions such as signal strength and quality, transmission capacity, interference, and signal delay, using equipment such as oscilloscopes, circuit analyzers, frequency meters, and wattmeters.",0.0
-"Test equipment performance, focus of lens system, diaphragm alignment, lens mounts, or film transport, using precision gauges.",0.0
-Test equipment prior to use to ensure that it is in good working order.,0.0
-Test equipment to ensure proper operation.,0.0
-"Test experimental models under simulated operating conditions, for purposes such as development, standardization, or feasibility of design.",0.0
-Test fabrics in inconspicuous places to determine whether solvents will damage dyes or fabrics.,0.0
-Test fabrics or oversee testing so that garment care labels can be created.,0.0
-"Test faulty equipment to diagnose malfunctions, using test equipment or software, and applying knowledge of the functional operation of electronic units and systems.",0.0
-"Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.",0.0
-"Test gas, chemicals, and air during processing to assess factors such as purity and moisture content, and to detect quality problems or gas or chemical leaks.",0.0
-Test individual parts and products to ensure that manufacturer and governmental quality and safety standards are met.,0.0
-"Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.",0.0
-"Test insulators and bushings of equipment by inducing voltage across insulation, testing current, and calculating insulation loss.",0.0
-"Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications.",0.0
-Test lighting equipment function and desired lighting effects.,0.0
-Test machinery and equipment to ensure that it is safe and conforms to performance specifications.,0.0
-Test machinery to ensure proper functioning before beginning production.,0.0
-Test machinery to ensure that it is operating properly.,0.0
-Test machines to determine proper functioning.,0.0
-"Test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress.",0.0
-Test magnetic resonance imaging (MRI) equipment to ensure proper functioning and performance in accordance with specifications.,0.0
-"Test material samples for tolerance under tension, compression, and shear to determine the cause of metal failures.",0.0
-"Test materials and solutions, using testing equipment.",0.0
-Test mechanical products and equipment after repair or assembly to ensure proper performance and compliance with manufacturers' specifications.,0.0
-"Test medical supportive devices for proper alignment, movement, or biomechanical stability, using meters and alignment fixtures.",0.0
-"Test metals to determine conformance to specifications of mechanical strength, strength-weight ratio, ductility, magnetic and electrical properties, and resistance to abrasion, corrosion, heat, and cold.",0.0
-Test new and updated bioinformatics tools and software.,0.9325
-Test new food products and equipment.,0.0
-Test new or updated software or tools and provide feedback to developers.,0.0
-"Test new products for flavor, texture, color, nutritional content, and adherence to government and industry standards.",0.0
-Test new software packages for use in Web operations or other applications.,0.0
-Test new systems to ensure that they are in working order.,0.0
-"Test newly installed equipment to ensure that it meets specifications, such as stopping at floors for set amounts of time.",0.0
-"Test oil in circuit breakers and transformers for dielectric strength, refilling oil periodically.",0.0
-"Test operating voltages to ensure operation within acceptable limits for power conditioning equipment, such as inverters and controllers.",0.0
-"Test operation and fit of timepiece parts and subassemblies, using electronic testing equipment, tweezers, watchmakers' tools, and loupes.",0.0
-"Test operation of engines and other systems, using test equipment, such as ignition analyzers, compression checkers, distributor timers, or ammeters.",0.0
-"Test operation of tower transmission components, using sweep testing tools or software.",0.0
-"Test operation or functionality of mechanical, plumbing, electrical, and control systems.",0.0
-Test or balance newly installed HVAC systems to determine whether indoor air quality standards are met.,0.0
-"Test or calibrate components or equipment, following manufacturers' manuals and troubleshooting techniques, using hand tools, power tools, or measuring devices.",0.0
-Test or evaluate photovoltaic (PV) cells or modules.,0.0
-Test or maintain equipment to ensure correct performance.,0.0
-"Test or perform failure analysis for optomechanical or optoelectrical products, according to test plans.",0.0
-"Test parts for hardness, using hardness testing equipment, or by examining and feeling samples.",0.0
-"Test patients' hemoglobin, hematocrit, and blood glucose levels.",0.0
-Test patterns by making and fitting sample garments.,0.0
-"Test performance of electromechanical assemblies, using test instruments such as oscilloscopes, electronic voltmeters, or bridges.",0.0
-"Test performance of robotic assemblies, using instruments such as oscilloscopes, electronic voltmeters, or bridges.",0.0
-"Test performance of vehicles that use alternative fuels, such as alcohol blends, natural gas, liquefied petroleum gas, biodiesel, nano diesel, or alternative power methods, such as solar energy or hydrogen fuel cells.",0.0
-"Test physical properties of products with testing devices such as acid-bath testers, burst testers, and impact testers.",0.0
-"Test pipes, lines, components, and connections for leaks.",0.0
-Test plant equipment to ensure it is operating properly.,0.0
-"Test product samples for specific gravity, chemical characteristics, pH levels, concentrations, or viscosities, or send them to laboratories for testing.",0.0
-"Test products for moisture content, using moisture meters.",0.0
-"Test programs or databases, correct errors, and make necessary modifications.",0.9809
-Test radio frequency identification device (RFID) software to ensure proper functioning.,0.0
-"Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance.",0.0
-Test repaired items to ensure proper operation.,0.0
-"Test repaired, newly installed, or updated equipment to ensure that it functions properly and conforms to specifications, using test equipment and observation.",0.0
-Test rigging to ensure safety and reliability.,0.0
-"Test samples for specific gravity, using hydrometers, or send samples to laboratories for testing.",0.0
-"Test samples of materials or products to ensure compliance with specifications, using test equipment.",0.0
-"Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.",0.0
-Test security measures for final acceptance and implement or provide procedures for ongoing monitoring and evaluation of the measures.,1.0
-Test selected products at specified stages in the production process for performance characteristics or adherence to specifications.,0.0
-"Test sites and materials to establish facts, such as burn patterns and flash points of materials, using test equipment.",0.0
-Test software systems or applications for software enhancements or new products.,0.0
-"Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.",0.0
-Test solutions used to process textile goods to detect variations from standards.,0.0
-"Test structures, controls, or mechanical, hydraulic, or electrical systems, according to test plans or in coordination with engineers.",0.0
-Test system modifications to prepare for implementation.,0.9935
-Test tags or labels to ensure readability.,0.0
-Test the security and performance of blockchain infrastructures.,0.0
-"Test the security of systems by attempting to gain access to networks, Web-based applications, or computers.",0.0
-"Test timepiece accuracy and performance, using meters and other electronic instruments.",0.0
-"Test tubes and pickups in electronic amplifier units, and solder parts and connections as necessary.",0.0
-Test units for operability before and after repairs.,0.0
-"Test valves and regulators for leaks and accurate temperature and pressure settings, using precision testing equipment.",0.0
-"Test vehicle equipment, such as lights, brakes, horns, or windshield wipers, to ensure proper operation.",0.0
-"Test vessels for leaks, damage, and defects, and repair or replace defective parts as necessary.",0.0
-"Test water sources for factors, such as flow volume and contaminant presence.",0.0
-"Test wind turbine components, using mechanical or electronic testing equipment.",0.0
-Test wind turbine equipment to determine effects of stress or fatigue.,0.0
-"Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise.",0.0
-"Test, clean, maintain, and repair broadcast equipment, including testing microphones, to ensure proper working condition.",0.0
-"Test, evaluate, and classify excess or in-use medical equipment and determine serviceability, condition, and disposition, in accordance with regulations.",0.0
-"Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.",0.9722
-"Test, maintain, or repair electrical power distribution machinery or equipment, using hand tools, power tools, and testing devices.",0.0
-"Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.",0.0
-"Testify as an expert witness in court cases on land survey issues, such as property boundaries.",0.0
-Testify at hearings or court trials to present evidence.,0.0
-"Testify at inquests, hearings, and court trials.",0.0
-"Testify at regulatory or legislative hearings concerning the estimated effects of changes in legislation or public policy, and present recommendations based on cost-benefit analyses.",0.0
-"Testify before examining and fund-granting authorities, clarifying and promoting the proposed budgets.",0.0
-Testify before grand juries concerning criminal activity investigations.,0.0
-Testify before public agencies on proposed legislation affecting businesses.,0.0
-Testify in civil or criminal court proceedings.,0.0
-Testify in court about investigative or analytical methods or findings.,0.0
-Testify in court and present evidence.,0.0
-Testify in court as expert witness or to provide legal evidence on matters such as the value of potential lifetime earnings of a person disabled or killed in an accident.,0.0
-Testify in court as to the value of a piece of real estate property.,0.0
-Testify in court as to the value of a piece of tangible property.,0.0
-"Testify in court cases involving fires, suspected arson, and false alarms.",0.0
-Testify in court or at administrative proceedings concerning investigation findings.,0.0
-Testify in court regarding investigation findings.,0.0
-Testify in court to present evidence or act as witness in traffic and criminal cases.,0.0
-Testify in depositions or trials as an expert witness.,0.0
-Testify in legal proceedings.,0.0
-Testify regarding decisions at immigration appeals or in federal court.,0.0
-"Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.",0.0
-"Thin or space trees, using power thinning saws.",0.0
-Thread and hand-feed materials through machine cutters or abraders.,0.0
-"Thread cables through derrick pulleys, using hand tools.",0.0
-"Thread conduit ends, connect couplings, and fabricate and secure conduit support brackets, using hand tools.",0.0
-Thread ends of cloth or twine through specified sections of equipment prior to processing.,0.0
-"Thread ends of items such as thread, cloth, and lace through needles and rollers, and around take-up tubes.",0.0
-Thread ends of metal coils from reels through slitters and secure ends on recoilers.,0.0
-"Thread extruded strips through water tanks and hold-down bars, or attach strands to wires and draw them through tubes.",0.0
-"Thread filmstrips through densitometers or sensitometers and expose film to light to determine density of film, necessary color corrections, or light sensitivity.",0.0
-Thread or feed items or products through or around machine rollers and dryers.,0.0
-"Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.",0.0
-Thread strapping through strapping tools and secure battens with strapping to form protective pallets around extrusions.,0.0
-"Thread yarn, thread, and fabric through guides, needles, and rollers of machines for weaving, knitting, or other processing.",0.0
-"Thread yarn, thread, or fabric through guides, needles, and rollers of machines.",0.0
-"Ticket, arrange, and display merchandise to promote sales.",1.0
-"Tie and bunch flowers, plants, shrubs, and trees, wrap their roots, and pack them into boxes to fill orders.",0.0
-"Tie barges together into tow units for tugboats to handle, inspecting barges periodically during voyages and disconnecting them when destinations are reached.",0.0
-"Tie products in bundles for further processing or shipment, following prescribed procedures.",0.0
-Tie specified lengths of delaying fuses into patterns in order to time sequences of explosions.,0.0
-"Tie, knit, weave or knot ribbon, yarn, or decorative materials.",0.0
-"Tighten ends of anchored truss bolts, using turnbuckles.",0.0
-"Tighten locknuts holding refractory stopper assemblies together, spread mortar on jackets to seal sleeve joints, and dry mortar in ovens.",0.0
-"Tighten loose bolts, using wrenches, and test circuits and connections by opening and closing gates.",0.0
-"Tighten or replace loose jewels, using watchmakers' tools.",0.0
-Tighten pulleys or add abrasives to maintain cutting speeds.,0.0
-"Tilt, dip, and turn suspended loads to maneuver over, under, or around obstacles, using multi-point suspension techniques.",0.0
-"Time rolls of ships, using stopwatches.",0.0
-"Time stoplights or other delays, using stopwatches.",0.0
-Tint eyelashes and eyebrows.,0.0
-"Total checks, present them to customers, and accept payment for services.",0.0
-"Total sales, and collect money from customers.",0.0
-"Tour grounds, such as parks, botanical gardens, cemeteries, or golf courses, to inspect conditions of plants and soil.",0.0
-"Tow aircraft to gates or hangars using tugs, tractors, or other vehicles.",0.0
-Tow and maneuver barges or signal tugboats to tow barges to destinations.,0.0
-"Tow, push, or guide other boats, barges, logs, or rafts.",0.0
-Trace and tag meters or house lines.,0.0
-Trace contours or topographic details to generate maps that denote specific land or property locations or geographic attributes.,0.0
-"Trace delinquent customers to new addresses by inquiring at post offices, telephone companies, credit bureaus, or through the questioning of neighbors.",0.0
-"Trace drawings onto clear acetate for painting or coloring, or trace them with ink to make final copies.",0.0
-Trace electrical circuitry to ensure compliance of electrical systems with applicable codes or laws.,0.0
-"Trace electrical circuits, following diagrams, and conduct tests with circuit testers and other equipment to locate shorts and grounds.",0.0
-"Trace historical development in a particular field, such as social, cultural, political, or diplomatic history.",0.0
-"Trace lost, delayed, or misdirected baggage for customers.",0.0
-"Trace out short circuits in wiring, using test meter.",0.0
-"Trace outlines of paper onto cardboard patterns, and cut patterns into parts to make templates.",0.0
-"Trace outlines of specified patterns onto material, and cut fabric, using scissors.",0.0
-"Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services.",0.0
-"Track and analyze factors that affect price movement, such as trade policies, weather conditions, political developments, or supply and demand changes.",0.9688
-"Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.",0.0
-Track animals by checking for signs such as droppings or destruction of vegetation.,0.0
-"Track attendance, participation, or performance data related to wellness events.",0.0
-"Track conditions that could affect power needs, such as changes in the weather, and adjust equipment to meet any anticipated changes.",0.0
-Track cost-containment strategies and programs to evaluate effectiveness.,0.0
-Track delivery progress of shipments.,0.0
-Track enrollment status of subjects and document dropout information such as dropout causes and subject contact efforts.,0.0
-Track laboratory supplies and expenses such as participant reimbursement.,0.0
-Track materials removed from files to ensure that borrowed files are returned.,0.0
-Track product flow from origin to final delivery.,0.0
-"Track program budgets, expenses, and campaign response rates to evaluate each campaign, based on program objectives and industry norms.",0.0
-"Track research participants, and perform any necessary follow-up tasks.",0.0
-Track supplies of money to tables and perform any required paperwork.,0.0
-"Track the flow of work forms, including in-house data flow or electronic forms transfer.",0.0
-"Track the status of requisitions, contracts, and orders.",1.0
-"Track, compile, and analyze Web site usage data.",1.0
-"Track, measure, or report on aspects of market risk for traded issues.",0.0
-Train and assist staff with computer usage.,0.0
-Train and assist tutors and community literacy volunteers.,0.0
-Train and direct workers engaged in developing and producing advertisements.,0.0
-"Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.",0.0
-"Train and rehearse animals, according to scripts, for motion picture, television, film, stage, or circus performances.",0.0
-"Train and supervise curatorial, fiscal, technical, research, and clerical staff, as well as volunteers or interns.",0.0
-Train and supervise other translators or interpreters.,0.0
-Train and supervise religious education instructional staff.,0.0
-Train and supervise subordinates and other staff.,0.0
-"Train and supervise support staff, such as orthopedic and prosthetic assistants and technicians.",0.0
-Train animals to perform certain tasks.,0.0
-"Train assistants and helpers, and direct their work in such activities as performing surveys or drafting maps.",0.0
-Train bioinformatics staff or researchers in the use of databases.,0.0
-Train caregivers in providing for the needs of a patient during and after therapy.,0.0
-"Train clients to administer human resources functions, including testing, selection, and performance management.",0.0
-Train clients to read or write Braille.,0.0
-"Train clients to use adaptive equipment, such as large print, reading stands, lamps, writing implements, software, and electronic devices.",0.0
-Train clients to use hearing aids or other augmentative communication devices.,0.0
-"Train clients to use tactile, auditory, kinesthetic, olfactory, and proprioceptive information.",0.0
-"Train clients with visual impairments to use mobility devices or systems, such as human guides, dog guides, electronic travel aids (ETAs), and other adaptive mobility devices (AMDs).",0.0
-"Train crews, and introduce procedures to make drill work more safe and effective.",0.0
-"Train customers or other personnel to install, use, or maintain robots.",0.0
-Train demonstrators to present a company's products or services.,0.0
-Train dogs in human assistance or property protection duties.,0.0
-Train dogs to work as guides for the visually impaired.,0.0
-Train employees on organizations' timekeeping systems.,0.0
-"Train end-users, distributors, installers, or other technicians in wind commissioning, testing, or other technical procedures.",0.0
-Train establishment personnel in loss prevention activities.,0.0
-Train faculty and media staff on the use of software and audio-visual equipment.,0.0
-Train family members to provide bedside care.,0.0
-"Train horses or other equines for riding, harness, show, racing, or other work, using knowledge of breed characteristics, training methods, performance standards, and the peculiarities of each animal.",0.0
-Train instructors and supervisors in techniques and skills for training and dealing with employees.,0.0
-"Train leaders of church, community, or youth groups.",0.0
-Train local groups in the preparation of long-term plans that are compatible with federal and state plans.,0.0
-"Train loss prevention staff, retail managers, or store employees on loss control and prevention measures.",0.0
-"Train managers or supervisors on topics related to labor relations, such as working conditions, safety, or equal opportunity practices.",0.0
-Train medical records staff.,0.0
-Train new dealers.,0.0
-Train new employees in areas such as safety procedures or equipment operation.,0.0
-Train new employees on topics such as the proper operation of laboratory equipment.,0.0
-Train new employees to control and suppress fires.,0.0
-Train new employees.,0.0
-Train new or temporary staff.,0.0
-Train new repairers.,0.0
-Train new technicians or other personnel on forensic science techniques.,0.0
-Train new workers or evaluate their performance.,0.0
-Train new workers.,0.0
-Train newly hired laboratory personnel.,0.0
-Train operations staff.,0.0
-"Train operators, engineers, or other personnel.",0.0
-"Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues.",0.0
-Train or instruct employees in job duties or company policies or arrange for training to be provided.,0.0
-Train or instruct new employees on procedures to follow with psychiatric patients.,0.0
-Train or manage maintenance personnel or subcontractors.,0.0
-"Train or supervise medical students, residents, or other health professionals.",0.0
-Train or supervise other dental technicians or dental laboratory bench workers.,0.0
-"Train or supervise other hairstylists, hairdressers, and assistants.",0.0
-Train or supervise others in laying pipe.,0.0
-Train or supervise sales or clerical staff.,0.0
-Train or supervise student interns or new staff members.,0.0
-Train or supervise student or subordinate nuclear medicine technologists.,0.0
-Train or supervise student or subordinate radiotherapy technologists.,0.0
-Train or supervise workers who handle or care for animals.,0.0
-Train other analysts to perform laboratory procedures and assays.,0.0
-Train other examiners in the financial examination process.,0.0
-Train other guides and volunteers.,0.0
-Train other medical personnel in phlebotomy or laboratory techniques.,0.0
-"Train other staff members to perform work activities, such as using computer applications.",0.0
-"Train other staff, volunteers, or student assistants and schedule and supervise their work.",0.0
-"Train other workers or coordinate their work, as necessary.",0.0
-Train others in fraud detection and prevention techniques.,0.0
-"Train others in the application of ethnographic research methods to solve problems in organizational effectiveness, communications, technology development, policy making, and program planning.",0.0
-"Train others to install, use, or maintain robots.",0.0
-"Train patients in the use of orthopedic braces, prostheses, or supportive devices.",0.0
-"Train patients to use orthopedic braces, prostheses, or supportive devices.",0.0
-Train people in computer system use.,0.0
-Train personnel in security procedures or use of security equipment.,0.0
-Train personnel or clients on topics such as energy management.,0.0
-"Train police officers in dog handling and training techniques for tracking, crowd control, and narcotics and bomb detection.",0.0
-Train production personnel in new or existing methods.,0.0
-"Train residents, medical students, and other health care professionals.",0.0
-"Train robots, using artificial intelligence software or interactive training techniques, to perform simple or complex tasks, such as designing and carrying out a series of iterative tests of chemical samples.",0.0
-"Train security personnel on protective procedures, first aid, fire safety, and other duties.",0.0
-Train staff and users to work with computer systems and programs.,0.0
-Train staff in proper police work procedures.,0.0
-Train staff in regulatory policies or procedures.,0.0
-"Train staff in the use or sale of products, programs, or activities.",0.0
-Train staff members.,0.0
-Train staff on technical procedures or software program usage.,0.0
-"Train staff on, and oversee the use of, information security standards, policies, and best practices.",0.0
-"Train students to use drafting machines and to prepare schematic diagrams, block diagrams, control drawings, logic diagrams, integrated circuit drawings, or interconnection diagrams.",0.0
-Train subordinate security professionals or other organization members in security rules and procedures.,0.0
-Train subordinates in programming and program coding.,0.0
-Train system users in system operation or maintenance.,0.0
-Train team members in the customer applications of technologies.,0.0
-Train technicians in the use of remote sensing technology.,0.0
-Train users and answer questions.,0.0
-Train users and promote security awareness to ensure system security and to improve server and network efficiency.,0.0
-Train users in details of system operation.,0.0
-Train users in procedures related to network applications software or related systems.,0.0
-Train users in task techniques or ergonomic principles.,0.0
-Train users on the use and function of computer programs.,0.0
-Train users to use new or modified equipment.,0.0
-Train workers in company procedures or policy.,0.0
-"Train workers in construction methods, operation of equipment, safety procedures, or company policies.",0.0
-"Train workers in food preparation, and in service, sanitation, and safety procedures.",0.0
-Train workers in proper operational procedures and functions and explain company policies.,0.0
-"Train workers in safety procedures related to green jobs, such as the use of fall protection devices or maintenance of proper ventilation during wind turbine construction.",0.0
-"Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment.",0.0
-"Train workers in tasks such as transplanting or pruning trees or shrubs, finishing cement, using equipment, or caring for turf.",0.0
-"Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures.",0.0
-"Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations.",0.0
-"Train workers in use of equipment, such as switchers, cameras, monitors, microphones, and lights.",0.0
-"Train workers to set up, operate, and use automatic bindery machines.",0.0
-"Train, direct, or supervise other construction inspectors.",0.0
-"Train, exercise, and attend dance classes to maintain high levels of technical proficiency, physical ability, and physical fitness.",0.0
-"Train, supervise, schedule, and evaluate workers.",0.0
-"Transcribe data to worksheets, and enter data into computer for use in preparing documents and adjusting accounts.",0.0
-"Transcribe dictation for a variety of medical reports, such as patient histories, physical examinations, emergency room visits, operations, chart reviews, consultation, or discharge summaries.",1.0
-"Transcribe ideas for musical compositions into musical notation, using instruments, pen and paper, or computers.",0.0
-Transcribe medical reports.,0.9814
-"Transcribe musical compositions and melodic lines to adapt them to a particular group, or to create a particular musical style.",0.0
-Transcribe recorded messages or practitioners' diagnoses or recommendations into patients' medical records.,0.0
-Transcribe recorded proceedings in accordance with established formats.,0.9898
-Transcribe stenotyped notes of court proceedings.,0.0
-"Transcribe, type, and distribute reports of diagnostic procedures for interpretation by physician.",0.0
-"Transfer animals between enclosures to facilitate breeding, birthing, shipping, or rearrangement of exhibits.",0.0
-"Transfer clay structures to curing ovens, melting tanks, and drawing kilns, using forklifts.",0.0
-"Transfer commands from servers to computer numerical control (CNC) modules, using computer network links.",0.0
-"Transfer components, metal products, or assemblies, using moving equipment.",0.0
-Transfer control of departing flights to traffic control centers and accept control of arriving flights.,0.0
-Transfer details from separate journals to general ledgers or data processing sheets.,0.0
-"Transfer digital media, such as music, video, or software, to customers via the Internet.",0.0
-"Transfer equipment, objects, or parts to specified work areas, using moving devices.",0.0
-"Transfer finished products, raw materials, tools, or equipment between storage and work areas of plants and warehouses, by hand or using hand trucks or powered lift trucks.",0.0
-"Transfer image to workpiece, using contact printer, pantograph stylus, silkscreen printing device, or stamp pad.",0.0
-"Transfer luggage, trunks, and packages to and from rooms, loading areas, vehicles, or transportation terminals, by hand or using baggage carts.",0.0
-"Transfer materials and products to and from machinery and equipment, using industrial trucks or hand trucks.",0.0
-"Transfer materials, supplies, and products between work areas, using moving equipment and hand tools.",0.0
-"Transfer materials, supplies, or products between work areas, using moving equipment or hand tools.",0.0
-"Transfer medication from vials to the appropriate number of sterile, disposable syringes, using aseptic techniques.",0.0
-Transfer or rescale information from original photographs onto maps or other photographs.,0.0
-"Transfer or transport offenders on foot or by driving vehicles, such as trailers, vans, or buses.",0.0
-"Transfer photographs to computers for editing, archiving, and electronic transmission.",0.0
-"Transfer supplies or equipment between storage and work areas, by hand or using hand trucks.",0.0
-"Transfer tools, parts, equipment, and supplies to and from work stations and other areas.",0.0
-"Translate electromechanical drawings into design specifications, applying principles of engineering, thermal or fluid sciences, mathematics, or statistics.",0.0
-Translate medical jargon and abbreviations into their expanded forms to ensure the accuracy of patient and health care facility records.,0.0
-"Translate messages simultaneously or consecutively into specified languages, orally or by using hand signs, maintaining message content, context, and style as much as possible.",0.7814
-"Translate nursing practice information between nurses and systems engineers, analysts, or designers, using object-oriented models or other techniques.",0.0
-Translate or request translation of reference materials.,0.0
-Translate the theories of industrial ecology into eco-industrial practices.,0.0
-Transmit and explain work orders to laborers.,0.0
-"Transmit and receive messages, using telephones or telephone switchboards.",0.0
-Transmit claims for payment or further investigation.,0.0
-"Transmit correspondence or medical records by mail, e-mail, or fax.",0.0
-"Transmit information or documents to customers, using computer, mail, or facsimile machine.",0.0
-"Transmit news stories or reporting information from remote locations, using equipment such as satellite phones, telephones, fax machines, or modems.",0.0
-Transmit work electronically to other locations.,0.0
-"Transmit, deliver, or mail publication master to printer for production into film and plates.",0.0
-"Transplant and remove trees and shrubs, and prepare trees for moving.",0.0
-"Transplant trees, vegetables, or horticultural plants.",0.0
-"Transport and accompany clients to shopping areas or to appointments, using automobile.",0.0
-"Transport baggage or coordinate transportation between assigned rooms, terminals, or platforms.",0.0
-Transport bodies to the morgue.,0.0
-"Transport children to schools, social outings, and medical appointments.",0.0
-"Transport clients to locations outside the home, such as to physicians' offices or on outings, using a motor vehicle.",0.0
-"Transport equipment to work sites, using utility trucks and equipment trailers.",0.0
-Transport fish to processing plants or to buyers.,0.0
-"Transport guests about premises and local areas, or arrange for transportation.",0.0
-"Transport items to work or storage areas, using carts.",0.0
-"Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.",0.0
-Transport machines to installation sites.,0.0
-Transport mail from one work station to another.,0.0
-"Transport materials and products to and from work areas, manually or using carts, handtrucks, or hoists.",0.0
-"Transport materials, equipment, or supplies to or from work areas, using carts or hoists.",0.0
-"Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks.",0.0
-"Transport materials, supplies, and finished products between storage and work areas, using forklifts.",0.0
-"Transport materials, tools, or machines to installation sites, manually or using conveyance equipment.",0.0
-"Transport metal ingots to storage areas, using forklifts.",0.0
-Transport or accompany clients to scheduled health appointments or referral sites.,0.0
-"Transport or arrange for transport of animals, equipment, food, animal feed, and other supplies to and from work sites.",0.0
-"Transport or escort prisoners and defendants en route to courtrooms, prisons or jails, attorneys' offices, or medical facilities.",0.0
-Transport packages to customers' vehicles.,0.0
-Transport patients to and from the occupational therapy work area.,0.0
-"Transport patients to and from treatment areas, lifting and transferring them according to positioning requirements.",0.0
-"Transport patients to and from treatment areas, using wheelchairs or providing standing support.",0.0
-Transport patients to operating room.,0.0
-Transport patients to or from exam rooms.,0.0
-Transport patients to the hospital or within the hospital.,0.0
-"Transport patients to treatment units, testing units, operating rooms, or other areas, using wheelchairs, stretchers, or moveable beds.",0.0
-Transport portable medical equipment or medical supplies between rooms or departments.,0.0
-Transport prefabricated parts to construction sites for assembly and installation.,0.0
-Transport specimens or fluid samples from collection sites to laboratories.,0.0
-"Transport specimens, laboratory items, or pharmacy items, ensuring proper documentation and delivery to authorized personnel.",0.0
-"Transport the deceased to a funeral home or crematory using a van, hearse, or other vehicle.",0.0
-Transport the deceased to the funeral home.,0.0
-"Transport tools, materials, equipment, and supplies to work site by hand, handtruck, or heavy, motorized truck.",0.0
-"Transport, assemble, and disassemble materials used in presentations.",0.0
-Transpose music from one voice or instrument to another to accommodate particular musicians.,0.0
-"Transpose music to alternate keys, or to fit individual styles or purposes.",0.0
-"Trap and destroy pests, such as moles, gophers, and mice, using pesticides.",0.0
-"Travel in trucks, helicopters, and airplanes to inspect lines for freedom from obstruction and adequacy of insulation.",0.0
-"Travel on foot, by vehicle, or by equipment such as boats, snowmobiles, helicopters, snowshoes, or skis to reach hunting areas.",0.0
-"Travel over photographed areas to observe, identify, record, and verify all relevant features.",0.0
-"Travel to customers' premises to install, maintain, or repair audio and visual electronic reception equipment or accessories.",0.0
-Travel to customers' stores or offices to service machines or to provide emergency repair service.,0.0
-Travel to post offices to pick up the mail for routes or pick up mail from postal relay boxes.,0.0
-"Travel to students' homes, libraries, or schools to conduct tutoring sessions.",0.0
-Travel with athletic teams to be available at sporting events.,0.0
-Travel with employers to vacation homes to provide meal preparation at those locations.,0.0
-Travel with or guide tourists who speak another language.,0.0
-"Treat animal illnesses or injuries, following experience or instructions of veterinarians.",0.0
-"Treat bone, muscle, and joint disorders affecting the feet and ankles.",0.0
-"Treat children who have minor illnesses, acute and chronic health problems, and growth and development concerns.",0.0
-Treat clients in professional settings or travel to clients' offices and homes.,0.0
-"Treat deformities using mechanical methods, such as whirlpool or paraffin baths, and electrical methods, such as short wave and low voltage currents.",0.0
-Treat diseases of female organs.,0.0
-"Treat exposure of pulp by pulp capping, removal of pulp from pulp chamber, or root canal, using dental instruments.",0.0
-Treat facial pain and jaw joint problems.,0.0
-"Treat infections of the oral cavity, salivary glands, jaws, and neck.",0.0
-"Treat internal disorders, such as hypertension, heart disease, diabetes, or problems of the lung, brain, kidney, or gastrointestinal tract.",0.0
-"Treat lower urinary tract dysfunctions using equipment such as diathermy machines, catheters, cystoscopes, or radium emanation tubes.",0.0
-"Treat medical conditions, using techniques such as acupressure, shiatsu, or tuina.",0.0
-"Treat minor cuts, abrasions, or contusions.",0.0
-Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries.,0.0
-Treat nails to repair or improve strength and resilience by wrapping.,0.0
-"Treat or refer patients for primary care conditions, such as headaches, hypertension, urinary tract infections, upper respiratory infections, and dermatological conditions.",0.0
-Treat patients for routine physical health problems.,0.0
-"Treat patients using tools, such as needles, cups, ear balls, seeds, pellets, or nutritional supplements.",0.0
-Treat patients' symptoms with alternative health care methods such as herbs or hydrotherapy.,0.0
-"Treat problems affecting the oral mucosa, such as mouth ulcers and infections.",0.0
-"Treat scalp conditions and hair loss, using specialized lotions, shampoos, or equipment such as infrared lamps or vibrating equipment.",0.0
-"Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.",0.0
-"Treat snoring problems, using laser surgery.",0.0
-"Treat the facial skin to maintain and improve its appearance, using specialized techniques and products, such as peels and masks.",0.0
-"Treat urologic disorders using alternatives to traditional surgery such as extracorporeal shock wave lithotripsy, laparoscopy, or laser techniques.",0.0
-Treat warped or stained surfaces to restore original contours and colors.,0.0
-Treat wounds or superficial lacerations.,0.0
-Trim and compress finished forgings to specified tolerances.,0.0
-"Trim and shape replacement body sections to specified sizes and fits and secure sections in place, using adhesives, hand tools, and power tools.",0.0
-"Trim and shear poultry beaks, toes, and wings using debeaking machines, heated hand shears, or hot wires.",0.0
-Trim cured materials by sawing them with diamond-impregnated cutoff wheels.,0.0
-"Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.",0.0
-"Trim excess covering materials, tack edges, and join sections of covering material to form tight joint.",0.0
-"Trim excess material at ceilings or baseboards, using knives.",0.0
-"Trim excess material from parts, using knives, and grind scrap plastic into powder for reuse.",0.0
-"Trim excess material or cut threads off finished products, such as cutting loose ends of plastic off a manufactured toy for a smoother finish.",0.0
-"Trim excess material, using scissors.",0.0
-"Trim excess materials from molds, using hand shears or trimming knives.",0.0
-Trim excess rubber and imperfections during retreading processes.,0.0
-"Trim excess threads or edges of parts, using scissors or knives.",0.0
-Trim film segments to specified lengths and reassemble segments in sequences that present stories with maximum effect.,0.0
-"Trim head meat, and sever or remove parts of animals' heads or skulls.",0.0
-"Trim jagged stumps, using saws or pruning shears.",0.0
-"Trim lumber to straighten rough edges or remove defects, using circular saws.",0.0
-"Trim material and arrange bouquets, wreaths, terrariums, and other items, using trimmers, shapers, wire, pins, floral tape, foam, and other materials.",0.0
-"Trim off the tops and limbs of trees, using chainsaws, delimbers, or axes.",0.0
-Trim or pick flowers and clean flower beds.,0.0
-"Trim or remove excess material, using scrapers, knives, or band saws.",0.0
-"Trim rough edges from strips, using straightedges and trimming knives.",0.0
-"Trim rough edges from wallboard to maintain even joints, using knives.",0.0
-Trim trees and clear undergrowth along right-of-way.,0.0
-Trim trees that could be hazardous to the functioning of cables or wires.,0.0
-"Trim wood parts according to specifications, using planes, chisels, or wood files or sanders.",0.0
-"Trim, align, and join prints to form photographic mosaics, maintaining scaled distances between reference points.",0.0
-"Trim, clean, or cure animal hides.",0.0
-"Trim, file, grind, deburr, buff, or smooth surfaces, seams, or joints of assembled parts, using hand tools or portable power tools.",0.0
-"Trim, sand, or scrape surfaces or joints to prepare articles for finishing.",0.0
-"Trim, scrape, or deburr objects or parts, using chisels, scrapers, and other hand tools and equipment.",0.0
-"Trim, smooth, and shape surfaces, and plane, shave, file, scrape, and sand models to attain specified shapes, using hand tools.",0.0
-"Trim, top, and reshape trees to achieve attractive shapes or to remove low-hanging branches.",0.0
-Troubleshoot and make minor repairs to geothermal plant instrumentation or electrical systems.,0.0
-"Troubleshoot equipment, electrical components, hydraulics, or other mechanical systems.",0.0
-"Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.",0.0
-Troubleshoot network or connectivity problems for users or user groups.,0.9021
-"Troubleshoot new or existing product problems involving designs, materials, or processes.",0.0
-"Troubleshoot or repair mechanical, hydraulic, or electrical malfunctions related to variable pitch systems, variable speed control systems, converter systems, or related components.",0.0
-"Troubleshoot problems involving office equipment, such as computer hardware and software.",0.8875
-Troubleshoot problems with audio-visual equipment.,0.0
-Troubleshoot problems with chemical manufacturing processes.,0.0
-Troubleshoot program and system malfunctions to restore normal functioning.,0.0
-"Troubleshoot robotic systems, using knowledge of microprocessors, programmable controllers, electronics, circuit analysis, mechanics, sensor or feedback systems, hydraulics, or pneumatics.",0.0
-Troubleshoot security and network problems.,0.0
-"Troubleshoot technical issues related to magnetic resonance imaging (MRI) scanner or peripheral equipment, such as monitors or coils.",0.0
-"Troubleshoot, maintain, and make minor repairs to equipment.",0.0
-Tune automobile engines to ensure proper and efficient functioning.,0.0
-"Tune or adjust equipment and instruments to obtain optimum visual or auditory reception, according to specifications, manuals, and drawings.",0.0
-Tune or overhaul engines.,0.0
-Turn and press knobs and buttons or enter operating instructions into computers to adjust and start welding machines.,0.0
-"Turn controls to adjust machine functions, such as regulating air pressure, creating vacuums, and adjusting coolant flow.",0.0
-"Turn controls to set cutting speeds, feed rates, or table angles for specified operations.",0.0
-Turn cranks or press buttons to activate winches that move cars under sawing cables or saw frames.,0.0
-"Turn dials, handwheels, valves, or switches to regulate conveyor speeds, machine temperature, air pressure and circulation, and the flow or spray of coatings or paints.",0.0
-Turn handles or knobs to set pressures and depths of ram strokes and to synchronize machine operations.,0.0
-Turn in money and receipts collected along mail routes.,0.0
-Turn in receipts and money received from deliveries.,0.0
-Turn knobs or switches to regulate pressures.,0.0
-Turn knobs to adjust stitch length and thread tension.,0.0
-"Turn knobs, screws, and dials to adjust settings of machines, according to garment styles and equipment performance.",0.0
-Turn meters on or off to establish or close service.,0.0
-"Turn or reposition bedridden patients, alone or with assistance, to prevent bedsores.",0.0
-Turn or reposition bedridden patients.,0.0
-Turn or stir foods to ensure even cooking.,0.0
-Turn petcocks to adjust the flow of binding fluid to sleeves.,0.0
-Turn rheostats to obtain specified temperatures in electric furnaces where glass is melted.,0.0
-Turn screws to regulate size of staples.,0.0
-"Turn setscrews on needle bars, and position required numbers of needles in stitching machines.",0.0
-Turn setscrews to adjust receivers for maximum sensitivity and transmitters for maximum output.,0.0
-"Turn the taximeter on when passengers enter the cab, and turn it off when they reach the final destination.",0.0
-Turn valve controls to start equipment and to adjust operation to maintain product quality.,0.0
-Turn valve handles to direct the flow of coolant onto work areas or to coat disks with spinning compounds.,0.0
-"Turn valves and dials of machines to regulate pressure, temperature, and speed and feed rates, and to set cycle times.",0.0
-Turn valves and direct flow of coolants or cutting oil over cutting areas.,0.0
-"Turn valves and open chutes to dump, spray, or release materials from dump cars or storage bins into hoppers.",0.0
-"Turn valves and start pumps to start or regulate flows of substances such as gases, liquids, slurries, or powdered materials.",0.0
-"Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.",0.0
-"Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles.",0.0
-"Turn valves or move controls to admit, drain, separate, filter, clarify, mix, or transfer materials.",0.0
-Turn valves or pull levers to start and regulate the flow of coolant or lubricant to work areas.,0.0
-"Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing.",0.0
-Turn valves to allow measured amounts of air or gas to pass through meters at specified flow rates.,0.0
-"Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.",0.0
-Turn valves to control air or water output of compressors or pumps.,0.0
-Turn valves to direct flow of coolant against cutting wheels and workpieces during grinding.,0.0
-Turn valves to increase or decrease water levels in locks.,0.0
-Turn valves to pump sterilizing solutions or rinse water through pipes or equipment or to spray vats with atomizers.,0.0
-"Turn valves to regulate flow of liquids or air, to reverse machines, to start pumps, or to regulate equipment.",0.0
-"Turn valves to regulate flow of products or byproducts through agitator tanks, storage drums, or neutralizer tanks.",0.0
-Turn valves to regulate the moisture contents of materials.,0.0
-Turn valves to start flow of coolant against cutting areas or to start airflow that blows cuttings away from kerfs.,0.0
-"Turn wheels of calipers and examine springs, using loupes, to determine if center coils appear as perfect circles.",0.0
-"Turn wheels of machines, using lever controls, to adjust guidelines for track alignments or grades, following specifications.",0.0
-Tutor and assist children individually or in small groups to help them master assignments and to reinforce learning concepts presented by teachers.,0.9798
-Tutor or assist students individually or in small groups.,0.0
-Tutor or mentor students who need additional instruction.,0.0
-Type acknowledgment letters to persons sending correspondence.,0.0
-"Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation, or previous versions, using a computer, word processor, or typewriter.",0.0
-Type court orders for judges.,0.0
-"Type instructions on computer keyboards, push buttons to activate computer programs, or manually set cutting guides, clamps, and knives.",0.0
-"Type, file, and duplicate materials.",0.9825
-"Type, format, proofread, and edit correspondence and other documents, from notes or dictating machines, using computers or typewriters.",0.0
-"Typeset and measure dimensions, spacing, and positioning of page elements, such as copy and illustrations, to verify conformance to specifications, using printer's ruler or layout software.",0.0
-"Unbolt and remove wheels from vehicles, using lug wrenches or other hand or power tools.",0.0
-"Unclamp and hoist full reels from braiding, winding, or other fabricating machines, using power hoists.",0.0
-Unclamp and remove finished workpieces from tables.,0.0
-Unclamp workpieces and remove them from machines.,0.0
-"Undress, wash, and dress patients who are unable to do so for themselves.",0.0
-"Unload and assemble pipes and pumping equipment, using hand tools.",0.0
-"Unload and position prefabricated steel units for hoisting, as needed.",0.0
-"Unload and roll logs from trucks to sawmill decks or to carriages, or move logs in ponds, using pike poles.",0.0
-Unload and sort items collected along delivery routes.,0.0
-Unload cars containing liquids by connecting hoses to outlet plugs and pumping compressed air into cars to force liquids into storage tanks.,0.0
-"Unload finished products from conveyor belts, pack them in containers, and place containers in warehouses.",0.0
-"Unload goods from large trucks, and load them onto smaller delivery vehicles.",0.0
-"Unload materials and tools from work trucks, and unroll roofing as directed.",0.0
-"Unload materials, devices, and machine parts, using hand tools.",0.0
-Unload mixtures into containers or onto conveyors for further processing.,0.0
-Unload or unpack incoming shipments.,0.0
-Unlock cars and other vehicles.,0.0
-Unpack stock as it comes into the shop.,0.0
-"Unpack, sort, count, and label incoming merchandise, including items requiring special handling or refrigeration.",0.0
-"Unroll, lay out, attach, or mount materials or items on cutting tables or machines.",0.0
-"Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.",0.0
-"Unwind lengths of yarn, thread, or twine from spools and wind onto bobbins.",0.0
-"Update and maintain customer information records, such as beauty services provided.",0.0
-"Update appraisals when property has been improved, damaged, or has otherwise changed.",0.0
-Update automated test scripts to ensure currency.,0.9909
-Update client address and meter location information.,0.0
-Update client and server applications responsible for integration and business logic.,0.0
-Update corporate policies to improve cyber security.,0.0
-Update directory information.,0.0
-"Update existing equipment, performing tasks such as installing updated circuit boards or additional memory.",0.0
-Update knowledge and skills to keep up with rapid advancements in computer technology.,0.0
-"Update manuals when rates, rules, or regulations are amended.",0.0
-Update or troubleshoot pharmacy information databases.,0.0
-"Update schedules, estimates, forecasts, or budgets for wind projects.",0.0
-Update sewer maps and manhole charts.,0.0
-Update skills and knowledge by attending conferences and seminars.,0.0
-Update the content of educational programs to ensure that students are being trained with equipment and processes that are technologically current.,0.0
-Upgrade the design of existing devices by adding mechatronic elements.,0.0
-Upload baskets of irradiated elements onto machines that insert fuel elements into canisters and secure lids.,0.0
-Upload digital images onto Web sites for customers.,0.0
-"Upload digital media, such as photos, video, or scanned images to online storefront, auction sites, or other shopping Web sites.",0.9602
-"Upload into office computers all information collected on hand-held computers during meter rounds, or return route books or hand-held computers to business offices so that data can be compiled.",0.0
-"Use a variety of construction equipment to complete installations, such as digger derricks, trenchers, or cable plows.",0.0
-"Use a variety of specialized equipment, such as electron microscopes, gas and high-pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence-activated cell sorters, and phosphorimagers.",0.0
-Use a variety of testing techniques to assist doctors in cardiac or pulmonary research or to diagnose disorders.,0.0
-"Use a variety of tools or equipment, such as power construction equipment, measuring devices, power tools, and testing equipment, such as oscilloscopes, ammeters, or test lamps.",0.0
-"Use a variety of treatment methods, such as psychotherapy, hypnosis, behavior modification, stress reduction therapy, psychodrama, or play therapy.",0.0
-Use airfield landing and navigational aids and digital data terminal communications equipment to perform duties.,0.0
-"Use all appropriate adjustments, deductions, and credits to keep clients' taxes to a minimum.",0.0
-"Use and maintain the tools or equipment found on commercial vehicles, such as weighing or measuring devices.",0.0
-Use bonding technology on the surface of the teeth to change tooth shape or to close gaps.,0.0
-Use brush to hand-paint areas in need of retouching or unreachable with a spray gun.,0.0
-"Use cameras in any of several different camera mounts, such as stationary, track-mounted, or crane-mounted.",0.0
-Use chemicals or other substances to examine latent fingerprint evidence and compare developed prints to those of known persons in databases.,0.0
-"Use complementary aids, such as infrared lamps, wet compresses, ice, and whirlpool baths to promote clients' recovery, relaxation, and well-being.",0.0
-Use computer applications to identify or assist with communication disabilities.,0.0
-"Use computer skills and software to manage Web sites or databases, publish newsletters, or provide webinars.",0.9476
-Use computer software to design patterns for engraving.,0.0
-Use computer software to generate new images.,0.9707
-Use computer-aided design (CAD) and computer-aided manufacturing (CAM) software or hardware to fabricate model parts.,0.0
-"Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems.",0.0
-Use computer-aided drafting (CAD) and related software to produce construction documents.,0.0
-"Use computer-aided drafting equipment or conventional drafting stations, technical handbooks, tables, calculators, or traditional drafting tools, such as boards, pencils, protractors, or T-squares.",0.0
-"Use computers for various applications, such as database management or word processing.",0.9607
-Use computers or other input devices to control robotic pipe cutters or cleaners.,0.0
-Use computers to produce signage.,0.0
-"Use computers, audio-visual aids, and other equipment and materials to supplement presentations.",0.8833
-"Use computers, computer-interfaced equipment, robotics or high-technology industrial applications to perform work duties.",0.0
-Use covering cloths to prevent equipment from damaging delicate fabrics.,0.0
-"Use data entry devices, such as optical scanners, to input data into computers for revision or editing.",0.9923
-"Use dental air turbines, hand instruments, dental appliances, or surgical implements.",0.0
-"Use different sewing techniques such as felling, tacking, basting, embroidery, and fagoting.",0.0
-"Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems.",0.0
-"Use equipment, such as forklifts and automated ""trains,"" to move containers of mail.",0.0
-Use fire suppression methods in industrial emergencies.,0.0
-"Use geospatial technology to develop soil sampling grids or identify sampling sites for testing characteristics such as nitrogen, phosphorus, or potassium content, pH, or micronutrients.",0.0
-"Use gestures to shape the music being played, communicating desired tempo, phrasing, tone, color, pitch, volume, and other performance aspects.",0.0
-"Use hand tools, such as shovels, rakes, pruning saws, saws, hedge or brush trimmers, or axes.",0.0
-"Use handtools, such as screwdrivers, pliers, wrenches, pressure gauges, or precision instruments, as well as power tools, such as pneumatic wrenches, lathes, welding equipment, or jacks and hoists.",0.0
-Use informatics science to design or implement health information technology applications for resolution of clinical or health care administrative problems.,0.0
-Use instrumentation to guide flights when visibility is poor.,0.0
-Use instrumentation to pilot aircraft when visibility is poor.,0.0
-Use irrigation methods to adjust the amount of water consumption and to prevent waste.,0.0
-"Use knives, cleavers, meat saws, bandsaws, or other equipment to perform meat cutting and trimming.",0.0
-"Use manual or electric appliances to clean, peel, slice, and trim foods.",0.0
-"Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.",0.0
-"Use materials such as pens and ink, watercolors, charcoal, oil, or computer software to create artwork.",0.9751
-Use mechanical applicators that spread compounds and embed tape in one operation.,0.0
-"Use mediation techniques to facilitate communication between disputants, to further parties' understanding of different perspectives, and to guide parties toward mutual agreement.",0.781
-Use models to simulate the behavior of animated objects in the finished sequence.,0.9797
-Use network computer-aided design (CAD) software packages to optimize network designs.,0.0
-"Use nondisciplinary tools and equipment, such as a computer.",0.0
-"Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.",0.9439
-"Use oral, spur, rein, or hand commands to condition horses to carry riders or to pull horse-drawn equipment.",0.0
-Use photographic or video equipment to document evidence or crime scenes.,0.0
-Use radiation safety measures and protection devices to comply with government regulations and to ensure safety of patients and staff.,0.0
-Use remote sensing data for forest or carbon tracking activities to assess the impact of environmental change.,0.0
-Use rotary abrasive wheels to shape and smooth nails or artificial extensions.,0.0
-"Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.",0.803
-"Use special finishing techniques such as sponging, ragging, layering, or faux finishing.",0.0
-Use telephone to deliver verbal messages.,0.0
-"Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.",0.8576
-"Use traditional or digital cameras, along with a variety of equipment, such as tripods, filters, and flash attachments.",0.0
-"Use weapons, handcuffs, and physical force to maintain discipline and order among prisoners.",0.0
-"Utilize consultation data and social work experience to plan and coordinate client or patient care and rehabilitation, following through to ensure service efficacy.",0.0
-Vacuum and clean interiors and wash and polish exteriors of automobiles.,0.0
-"Vacuum and clean interiors, and wash and polish exteriors of automobiles.",0.0
-Vacuum dining area and sweep and mop kitchen floor.,0.0
-"Validate design of fuel cells, fuel cell components, or fuel cell systems.",0.0
-"Validate fabrication processes for microelectromechanical systems (MEMS), using statistical process control implementation, virtual process simulations, data mining, or life testing.",0.0
-Validate known intelligence with data from other sources.,0.0
-"Validate or characterize sustainable or environmentally friendly products, using electronic testing platforms.",0.0
-Vary air pressure flowing into regulators and turn handles to assess functioning of valves and pistons.,0.0
-Vary language and tone of messages based on product and medium.,0.0
-"Verify accuracy and completeness of land-related documents accepted for registration, preparing rejection notices when documents are not acceptable.",0.0
-Verify accuracy of billing data and revise any errors.,0.9491
-Verify accuracy of materials lists.,0.0
-"Verify accuracy of reports, such as authorization forms, transaction reconciliations, or exchange summary reports.",0.0
-"Verify accuracy of shapes and sizes of objects, using calipers and templates.",0.0
-Verify accuracy of timekeeping instruments with engineers to ensure trains depart on time.,0.0
-Verify accuracy of transcripts by checking copies against original records of proceedings and accuracy of rulings by checking with judges.,0.0
-"Verify adherence of documentation to customs, insurance, or regulatory requirements.",0.9603
-"Verify alignment of workpieces on machines, using measuring instruments such as rules, gauges, or calipers.",0.0
-"Verify all financial, physical, and human resources assigned to research or development projects are used as planned.",0.0
-Verify amounts and quality of equipment prior to expeditions or tours.,0.0
-"Verify and adjust alignments and dimensions of parts, using gauges and tracing lathes.",0.0
-Verify and analyze data used in settling claims to ensure that claims are valid and that settlements are made according to company practices and procedures.,0.0
-Verify and examine information and accuracy of loan application and closing documents.,0.0
-"Verify and inspect cash reserves, assigned collateral, and bank-owned securities to check internal control procedures.",0.0
-"Verify attendance, hours worked, and pay adjustments, and post information onto designated records.",0.0
-"Verify availability of operating room supplies, medications, and gases.",0.0
-"Verify availability or monitor use of safety equipment, such as hearing protection or respirators.",0.0
-"Verify bibliographical data for materials, including author, title, publisher, publication date, and edition.",0.0
-Verify compliance of developed applications with architectural standards and established practices.,0.0
-"Verify conformance of machined work to specifications, using measuring instruments, such as calipers, micrometers, or fixed or telescoping gauges.",0.0
-"Verify conformance of parts to stock lists or blueprints, using measuring instruments such as calipers, gauges, or micrometers.",0.0
-"Verify conformance of patterns or template dimensions to specifications, using measuring instruments such as calipers, scales, and micrometers.",0.0
-"Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes.",0.0
-"Verify correct use and maintenance of physical security systems, such as closed-circuit television, merchandise tags, and burglar alarms.",0.0
-"Verify credentials of participants in sporting events, and make other qualifying determinations, such as starting order or handicap number.",0.0
-Verify credentials of patrons desiring entrance into press box and permit only authorized persons to enter.,0.0
-"Verify customer and order information for correctness, checking it against previously obtained information as necessary.",0.0
-Verify customer credit ratings.,0.0
-"Verify customers' credit, and establish how the customer will pay for the accommodation.",0.0
-Verify depths and alignments of boring positions.,0.0
-"Verify depths and dimensions of cuts or carvings to ensure adherence to specifications, blueprints, or models, using measuring instruments.",0.0
-"Verify detonation of charges by observing control panels, or by listening for the sounds of blasts.",0.0
-"Verify dimensions and contours of models during hand-forming processes, using templates and measuring devices.",0.0
-"Verify dimensions of cable assemblies or positions of fittings, using measuring instruments.",0.0
-"Verify dimensions of completed patterns, using templates, straightedges, calipers, or protractors.",0.0
-"Verify dimensions of products, using measuring instruments, such as calipers, vernier gauges, or protractors.",0.0
-Verify dimensions or check the quality or fit of pieces to ensure adherence to specifications.,0.0
-"Verify dimensions, alignments, and clearances of finished parts for conformance to specifications, using measuring instruments such as calipers, gauge blocks, micrometers, or dial indicators.",0.0
-Verify energy bills and meter readings.,0.0
-"Verify facts, dates, and statistics, using standard reference sources.",0.0
-Verify income eligibility of participants in publicly financed weatherization programs.,0.0
-Verify integrity and accuracy of data contained in remote sensing image analysis systems.,0.0
-Verify key numbers and time codes on materials.,0.0
-Verify legal descriptions of properties by comparing them to county records.,0.0
-"Verify ownership and transaction information and dividend distribution instructions to ensure conformance with governmental regulations, using stock records and reports.",0.0
-"Verify part dimensions or clearances to ensure conformance to specifications, using precision measuring instruments.",0.0
-Verify part dimensions or clearances using precision measuring instruments to ensure conformance to specifications.,0.0
-"Verify proper functioning of physical security systems, such as closed-circuit televisions, alarms, sensor tag systems, or locks.",0.0
-Verify proper packaging and labeling of exported goods.,0.0
-"Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.",0.0
-"Verify readings in cases where consumption appears to be abnormal, and record possible reasons for fluctuations.",0.0
-Verify regulatory compliance of transaction reporting.,0.0
-Verify scoring calculations before competition winners are announced.,0.0
-Verify signatures and required information on checks.,0.0
-"Verify stability, interoperability, portability, security, or scalability of system architecture.",1.0
-"Verify staff credentials, such as educational and certification requirements.",0.0
-"Verify tank car, barge, or truck load numbers to ensure car placement accuracy based on written or verbal instructions.",0.0
-"Verify that all files, complaints, or other papers are available and in the proper order.",0.0
-"Verify that all firm and regulatory policies and procedures have been documented, implemented, and communicated.",1.0
-Verify that all job descriptions are submitted for review and approval and that descriptions meet regulatory standards.,0.0
-"Verify that all regulatory policies and procedures have been documented, implemented, and communicated.",0.7239
-"Verify that cytogenetic, molecular genetic, and related equipment and instrumentation is maintained in working condition to ensure accuracy and quality of experimental results.",0.0
-Verify that delivery schedules meet project deadlines.,0.0
-Verify that equipment is being operated and maintained according to quality assurance standards by observing worker performance.,0.0
-Verify that finished lenses are ground to specifications.,0.0
-"Verify that first aid kits and other emergency equipment, including fire extinguishers and oxygen bottles, are in working order.",0.0
-"Verify that hazardous chemicals are handled, stored, and disposed of in accordance with regulations.",0.0
-"Verify that heating, ventilating, and air conditioning (HVAC) systems are designed, installed, and calibrated in accordance with green certification standards, such as those of Leadership in Energy and Environmental Design (LEED).",0.0
-"Verify that incoming and outgoing products are moving through the correct meters, and that meters are working properly.",0.0
-"Verify that items are addressed correctly, marked with the proper postage, and in suitable condition for processing.",0.0
-Verify that paper and ink meet the specifications for a given job.,0.0
-Verify that prepared food meets requirements for quality and quantity.,0.0
-Verify that property matches legal descriptions or certifications.,0.0
-"Verify that raw materials, purchased parts or components, in-process samples, and finished products meet established testing and inspection standards.",0.0
-Verify that software technology is in place to adequately provide oversight and monitoring in all required areas.,0.9029
-Verify that the proper legal charges have been made against law offenders.,0.0
-Verify that transportation and handling procedures meet regulatory requirements.,0.0
-Verify that well field monitoring data conforms to applicable regulations.,0.0
-"Verify that workpiece reference lines are parallel to the axis of table rotation, using dial indicators mounted in spindles.",0.0
-"Verify the accuracy and validity of data entered in databases, correcting any errors.",0.0
-"Verify the accuracy of survey data, including measurements and calculations conducted at survey sites.",0.0
-"Verify the authenticity of documents, such as foreign identification or immigration documents.",0.0
-Verify the contents of inventory loads against shipping papers.,0.0
-Verify the identity of patient or operative site.,0.0
-Verify the mathematical correctness of newly collected survey data.,0.0
-"Verify the structure, accuracy, or quality of warehouse data.",0.0
-"Verify trueness of structure, using plumb bob and level.",0.0
-"Verify vertical and horizontal alignment of structural steel members, using plumb bobs, laser equipment, transits, or levels.",0.0
-"Verify, collect, or punch tickets before admitting patrons to venues, such as amusement parks and rides.",0.0
-"View films to resolve problems of exposure control, subject and camera movement, changes in subject distance, and related variables.",0.0
-"View images of checked bags and cargo, using remote screening equipment, and alert baggage screeners or handlers to any possible problems.",0.0
-"View monitors for visual representation of work in progress and for instructions and feedback throughout process, making modifications as necessary.",0.0
-Visit and assess structural and electrical layout of locations before setting up lighting equipment.,0.0
-"Visit and observe patients on hospital rounds or house calls, updating charts, ordering therapy, and reporting back to physician.",0.0
-Visit areas affected by erosion problems to identify causes or determine solutions.,0.0
-Visit beta testing sites to evaluate software performance.,0.0
-Visit congregational members' homes or arrange for pastoral visits to provide information or resources regarding religious education programs.,0.0
-"Visit customer sites to determine solar system needs, requirements, or specifications.",0.0
-Visit development or work sites to determine projects' effect on traffic and the adequacy of traffic control and safety plans or to suggest traffic control measures.,0.0
-Visit establishments to evaluate needs or to promote product or service sales.,0.0
-Visit establishments to verify that valid licenses or permits are displayed and that licensing standards are being upheld.,0.0
-"Visit establishments, such as pharmacies, to determine product sales.",0.0
-Visit franchised dealers to stimulate interest in establishment or expansion of leasing programs.,0.0
-"Visit individuals in homes or attend group meetings to provide information on agency services, requirements, or procedures.",0.0
-"Visit morgues, examine scenes of crimes, or contact other sources to obtain evidence or information to be used in investigations.",0.0
-"Visit people in homes, hospitals, or prisons to provide them with comfort and support.",0.0
-Visit properties to assess them before showing them to clients.,0.0
-Visit proposed installation sites and draw rough sketches of location.,0.0
-"Visit prospective buyers at commercial, industrial, or other establishments to show samples or catalogs, and to inform them about product pricing, availability, and advantages.",0.0
-Visit retailers and sales representatives to promote products and gather information.,0.0
-Visit schools to tutor students with sensory impairments and to consult with teachers regarding students' special needs.,0.0
-Visit schools to tutor students with sensory impairments or to consult with teachers regarding students' special needs.,0.0
-"Visit site and record information about access, drainage and topography, and availability of utility services.",0.0
-"Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities.",0.0
-Visit stores to ensure compliance with company policies and procedures.,0.0
-Visit suppliers of materials or users of products to gather specific information.,0.0
-Visit textile showrooms to keep up-to-date on the latest fabrics.,0.0
-"Visit trade shows, stores, community organizations, or other venues to demonstrate products or services or to answer questions from potential customers.",0.0
-"Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.",0.0
-"Visualize and compute dimensions, sizes, shapes, and tolerances of assemblies, based on specifications.",0.0
-"Visually examine materials, structures, or components for signs of corrosion, metal fatigue, cracks, or other flaws, using tools and equipment such as endoscopes, closed-circuit television systems, and fiber optics.",0.0
-Visually inspect and test photovoltaic (PV) modules or systems.,0.0
-Visually inspect cargo for damage upon arrival or discharge.,0.0
-Visually inspect equipment to detect surface defects.,0.0
-"Vote on motions, amendments, and decisions on whether or not to report a bill out from committee to the assembly floor.",0.0
-Walk aisles of planes to verify that passengers have complied with federal regulations prior to takeoffs and landings.,0.0
-Walk beside or ride on planting machines while inserting plants in planter mechanisms at specified intervals.,0.0
-"Walk flow lines to locate leaks, using electronic detectors and by making visual inspections, and repair the leaks.",0.0
-Walk or drive vehicles along established routes to take readings of meter dials.,0.0
-"Walk, ride bicycles, drive vehicles, or use public conveyances to reach destinations to deliver messages or materials.",0.0
-Warn maintenance workers of radiation hazards and direct workers to vacate hazardous areas.,0.0
-"Warn persons of rule infractions or violations, and apprehend or evict violators from premises, using force when necessary.",0.0
-"Warn recreational participants of inclement weather, unsafe areas, or illegal conduct.",0.0
-Warn troublemakers causing problems on establishment premises and eject them from premises when necessary.,0.0
-Warn violators of infractions or penalties.,0.0
-"Wash and blend wool, yarn, or cloth.",0.0
-Wash and dress bodies of deceased persons.,0.0
-"Wash and dry bodies, using germicidal soap and towels or hot air dryers.",0.0
-Wash and reset wigs.,0.0
-"Wash and sort pelts according to species, color, and quality.",0.0
-"Wash and sterilize equipment, using germicides and sterilizers.",0.0
-"Wash and treat surfaces with oil, turpentine, mildew remover, or other preparations, and sand rough spots to ensure that finishes will adhere properly.",0.0
-"Wash concrete surfaces before mounting tile to increase adhesive qualities of surfaces, using washing soda and zinc sulfate solution.",0.0
-"Wash decks, conveyors, knives, and other equipment, using brushes, detergents, and water.",0.0
-"Wash dishes and clean kitchens, cooking utensils, and silverware.",0.0
-"Wash dishes, glassware, and silverware after meals.",0.0
-"Wash dishes, glassware, flatware, pots, or pans, using dishwashers or by hand.",0.0
-Wash glasses or other serving equipment at bars.,0.0
-"Wash grit from stone, using hoses.",0.0
-Wash metal instruments in lacquer-stripping and cyanide solutions to remove lacquer and tarnish.,0.0
-Wash out cargo containers or storage areas.,0.0
-"Wash polished terrazzo surface, using cleaner and water, and apply sealer and curing agent according to manufacturer's specifications, using brush or sprayer.",0.0
-"Wash pots, pans, dishes, utensils, or other cooking equipment.",0.0
-"Wash stones, using water hoses.",0.0
-Wash surfaces to prepare them for finish application.,0.0
-"Wash the aircraft exteriors using lifts, cranes, detergent, or other equipment.",0.0
-"Wash windows, walls, ceilings, and woodwork, waxing and polishing as necessary.",0.0
-"Wash work areas, machines, equipment, vehicles, or products.",0.0
-"Wash, cut, and prepare foods designated for cooking.",0.0
-"Wash, dry-clean, or glaze delicate articles or fur garment linings by hand, using mild detergents or dry cleaning solutions.",0.0
-"Wash, groom, shave, or drape patients to prepare them for surgery, treatment, or examination.",0.0
-"Wash, peel, and cut various foods, such as fruits and vegetables, to prepare for cooking or serving.",0.0
-"Wash, peel, cut, and seed fruits and vegetables to prepare them for consumption.",0.0
-Watch for and recognize security risks and thefts and know how to prevent or handle these situations.,0.0
-Watch for potentially dangerous persons whose pictures are posted at checkpoints.,0.0
-"Water lawns, trees, or plants, using portable sprinkler systems, hoses, or watering cans.",0.0
-"Water plants, and cut, condition, and clean flowers and foliage for storage.",0.0
-"Water, root-feed, and fertilize trees.",0.0
-"Waterproof buildings, using waterproofers or caulking.",0.0
-"Waterproof or damp-proof walls, floors, roofs, foundations, or basements by painting or spraying surfaces with waterproof coatings or by attaching waterproofing membranes to surfaces.",0.0
-"Waterproof or restore concrete surfaces, using appropriate compounds.",0.0
-Wax thread by drawing it through a ball of wax.,0.0
-Wear character costumes and impersonate characters portrayed to amuse children and adults.,0.0
-"Wear costumes or sign boards and walk in public to promote merchandise, services, or events.",0.0
-"Weigh and mix pelletized, granular, or powdered thermoplastic materials and coloring pigments.",0.0
-Weigh articles to determine required postage.,0.0
-"Weigh bundles, using floor scales, and record weights for company records.",0.0
-"Weigh clay, and mix with water and chemicals to make drilling mud, using portable mixers.",0.0
-"Weigh clay, and mix with water and chemicals to make drilling mud.",0.0
-"Weigh crop-filled containers, and record weights and other identifying information.",0.0
-"Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment.",0.0
-Weigh ingredients to be mixed together for use in textile processing.,0.0
-Weigh items sold by weight to determine prices.,0.0
-"Weigh letters and parcels, compute mailing costs based on type, weight, and destination, and affix correct postage.",0.0
-"Weigh log trucks before and after unloading, and record load weights and supplier identities.",0.0
-Weigh materials or products and record weight or other production data on tags or labels.,0.0
-"Weigh materials to be charged into furnaces, using scales.",0.0
-"Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.",0.0
-Weigh meats and tag containers for weight and contents.,0.0
-"Weigh or measure chemicals, coatings, or paints before adding them to machines.",0.0
-Weigh or measure ingredients.,0.0
-"Weigh or measure materials and products, using scales or other measuring instruments, or read scales on conveyors that continually weigh products, to verify specified tonnages and prevent overloads.",0.0
-Weigh or measure materials or products to ensure conformance to specifications.,0.0
-"Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.",0.0
-"Weigh or measure materials, ingredients, or products at specified intervals to ensure conformance to requirements.",0.0
-"Weigh or measure materials, ingredients, or products to ensure conformance to requirements.",0.0
-"Weigh or measure products, using scale hoppers or scale conveyors.",0.0
-"Weigh or measure specified amounts of ingredients or materials for processing, using devices such as scales and calipers.",0.0
-Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.,0.0
-"Weigh packages or letters to determine postage needed, using weighing scales and rate charts.",0.0
-"Weigh products or estimate their weight, visually or by feel.",0.0
-"Weigh, analyze, or measure collected sample particles, such as lead, coal dust, or rock, to determine concentration of pollutants.",0.0
-"Weigh, grind, or pack coffee beans for customers.",0.0
-"Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.",0.0
-"Weigh, measure, and record fuel used.",0.0
-"Weigh, mix, and melt metal alloys or materials needed for jewelry models.",0.0
-"Weld broken or cracked frames together, using oxyacetylene torches and welding rods.",0.0
-"Weld components in flat, vertical, or overhead positions.",0.0
-"Weld metal parts together, using portable gas welding equipment.",0.0
-"Weld or solder broken parts and structural members, using electric or gas welders and soldering tools.",0.0
-"Weld piping, such as high density polyethylene (HDPE) piping, using techniques such as butt, socket, side-wall, and electro-fusion welding.",0.0
-"Weld sections of track together, such as switch points and frogs.",0.0
-"Weld separately or in combination, using aluminum, stainless steel, cast iron, and other alloys.",0.0
-"Weld small pipes or special piping, using specialized techniques, equipment, or materials, such as computer-assisted welding or microchip fabrication.",0.0
-"Weld tubing and fittings or solder cable ends, using tack welders, induction brazing chambers, or other equipment.",0.0
-"Weld, braze, or solder electrical connections.",0.0
-"Weld, repair, and fabricate equipment or machinery.",0.0
-Wet concrete surface and rub with stone to smooth surface and obtain specified finish.,0.0
-"Wet concrete surface, and rub with stone to smooth surface and obtain specified finish.",0.0
-"Wet surface to prepare for bonding, fill holes and cracks with grout or slurry, and smooth with a trowel.",0.0
-"Wet surface to prepare for bonding, fill holes and cracks with grout or slurry, and smooth, using trowel.",0.0
-Whiten underside of nails with white paste or pencils.,0.0
-Wind chafers and breakers onto plies.,0.0
-Wind large springs with upward motion of arm.,0.0
-Wind parking meter clocks.,0.0
-Wipe finish rollers with cloths and wash finish trays with water when necessary.,0.0
-Wipe tables or seats with dampened cloths or replace dirty tablecloths.,0.0
-Wire and solder electrical and electronic connections and components.,0.0
-"Withdraw cables from pipes and examine them for evidence of mud, roots, grease, and other deposits indicating broken or clogged sewer lines.",0.0
-Withdraw cores or other loose mold members after castings solidify.,0.0
-"Withdraw drill rods from holes, and extract core samples.",0.0
-Witness and certify deaths that are the result of a judicial order.,0.0
-"Work as a member of a team, rotating between chain saw operation and skidder operation.",0.0
-"Work as part of a flight team with other crew members, especially during takeoffs and landings.",0.0
-"Work as part of a healthcare team to assess patient needs, plan and modify care, and implement interventions.",0.0
-Work as part of a project team to coordinate database development and determine project scope and limitations.,0.0
-"Work as part of a team of dealers in games, such as baccarat or craps.",0.0
-Work as part of a team of demonstrators to accommodate large crowds.,0.0
-"Work as part of a team of physicians, nurses, or other healthcare professionals to manage patient care by assisting with medical procedures or related duties.",0.0
-"Work as part of a team that may include psychiatrists, psychologists, psychiatric nurses, or social workers.",0.0
-"Work closely with directors, other actors, and playwrights to find the interpretation most suited to the role.",0.0
-"Work closely with photographers, fashion coordinators, directors, producers, stylists, make-up artists, other models, and clients to produce the desired looks, and to finish photo shoots on schedule.",0.0
-"Work from ladders, scaffolds, or roofs to install, maintain, or repair electrical wiring, equipment, or fixtures.",0.0
-Work in and monitor an assigned area on the casino floor where slot machines are located.,0.0
-Work in child and adolescent residential institutions.,0.0
-"Work in environmental law, representing public interest groups, waste disposal companies, or construction firms in their dealings with state and federal agencies.",0.0
-"Work in hospitals or clinics or for Health Management Organizations (HMOs), dispensing prescriptions, serving as a medical team consultant, or specializing in specific drug therapy areas, such as oncology or nuclear pharmacotherapy.",0.0
-"Work on high ceilings, using scaffolding or other tools, such as stilts.",0.0
-"Work under the direction of occupational therapists to plan, implement, or administer educational, vocational, or recreational programs that restore or enhance performance in individuals with functional impairments.",0.0
-Work with clients to identify their financial goals and to find ways of reaching those goals.,0.0
-Work with creative directors to develop design solutions.,0.0
-Work with customers to assess the environmental impact of proposed construction or to develop pollution prevention programs.,0.0
-"Work with individuals, groups, or families to plan or implement programs designed to improve the overall health of communities.",0.0
-Work with multidisciplinary teams to assess and rehabilitate recipients of implanted hearing devices through auditory training and counseling.,0.0
-Work with or remove hazardous material.,0.0
-"Work with other crew members responsible for lighting, costumes, make-up, and props.",0.0
-Work with others to change advertising displays.,0.0
-Work with parents to develop and implement discipline programs to promote desirable child behavior.,0.0
-"Work with personnel and facilities management staff to install, remove, or relocate user connectivity equipment and devices.",0.0
-"Work with staff to develop script, story, or advertising concepts.",0.0
-"Work with technical material, preparing statistical reports, planning and typing statistical tables, and combining and rearranging material from different sources.",0.0
-Work with the Department of Labor and promote its use with employers.,0.0
-"Wrap air ducts and water lines with insulating materials, such as duct wrap and pipe insulation.",0.0
-Wrap and price completed arrangements.,0.0
-"Wrap and secure goods using pads, packing paper, containers, or straps.",0.0
-Wrap dressed carcasses or meat cuts.,0.0
-"Wrap menu items such as sandwiches, hot entrees, and desserts for serving or for takeout.",0.0
-"Wrap packages or bundles by hand, or by using tying machines.",0.0
-Wrap water heaters with water heater blankets.,0.0
-"Wrap, label, or date food items for sale.",0.0
-"Wrap, weigh, label, and price cuts of meat.",0.0
-Write about and present research findings for a variety of specialized and general audiences.,0.863
-"Write advertising material for use by publication, broadcast, or internet media to promote the sale of goods and services.",0.0
-Write algorithms or programming code for ad hoc robotic applications.,0.0
-"Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions.",0.0
-"Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions.",0.0
-Write and distribute financial or environmental impact reports.,0.0
-Write and edit news stories from information collected by reporters and other sources.,0.9186
-"Write and edit technical documentation for digital interface products and designs, such as user manuals, testing protocols, and reports.",0.0
-Write and edit video and scripts for broadcasts.,0.0
-"Write and execute scripts to automate tasks, such as parsing large data files.",0.0
-Write and present department budgets to upper management or other stakeholders.,0.0
-Write and present reports of research findings.,0.9377
-Write and present strategies for recreational facility programming using customer or employee data.,0.0
-Write and publish articles in scientific journals.,0.0
-Write and record orders for merchandise or enter orders into computers.,0.9925
-"Write and review grant proposals, journal articles, institutional reports, and publicity materials.",0.6769
-"Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.",1.0
-Write and revise safety regulations and codes.,0.0
-Write and send letters of thanks to donors.,0.0
-"Write and submit appraisal reports for property, such as jewelry, art, antiques, collectibles, and equipment.",0.0
-Write and submit maintenance work requisitions.,0.0
-Write and submit proposals to bid on contracts for projects.,0.0
-Write and submit reports about the results of calibration tests.,0.0
-"Write and submit reports that include data such as the number of passengers or trips, hours worked, mileage driven, or fuel consumed.",0.0
-Write applications for research grants.,0.0
-Write articles and books.,0.0
-Write articles or pamphlets about products.,0.0
-"Write articles, bulletins, sales letters, speeches, and other related informative, marketing and promotional material.",0.792
-"Write articles, manuals, and other publications and assist in the distribution of promotional literature about programs and facilities.",0.7777
-"Write articles, manuals, and other publications, and assist in the distribution of promotional literature about facilities and programs.",0.804
-"Write articles, white papers, or reports to share research findings and educate others.",0.0
-Write audit reports to communicate technical and procedural findings and recommend solutions.,0.0
-Write budgets to plan recreational activities or programs.,0.0
-"Write certificates of admeasurement that list details such as designs, lengths, depths, and breadths of vessels, and methods of propulsion.",0.0
-"Write columns, editorials, commentaries, or reviews that interpret events or offer opinions.",0.0
-"Write commentaries, columns, or scripts, using computers.",0.0
-Write computer programs or scripts to be used in querying databases.,0.9406
-Write copy as part of layout.,0.0
-Write customer orders and sales contracts according to company guidelines.,0.0
-"Write cyber defense recommendations, reports, or white papers using research or experience.",0.0
-Write decisions on cases.,0.8581
-"Write descriptions of property boundary surveys for use in deeds, leases, or other legal documents.",0.0
-Write descriptions of the property being appraised.,0.0
-Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.,0.8811
-Write detailed consultation reports to provide information on complex genetic concepts to patients or referring physicians.,0.0
-Write detailed functional specifications that document the hardware development process and support hardware introduction.,0.8322
-"Write detailed reports of fire inspections performed, fire code violations observed, and corrective recommendations offered.",0.0
-"Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.",0.0
-"Write drafts of legislative proposals, and prepare speeches, correspondence, and policy papers for governmental use.",0.7481
-"Write evaluations of parents and children for use by courts deciding divorce and custody cases, testifying in court if necessary.",0.0
-"Write fiction or nonfiction prose, such as short stories, novels, biographies, articles, descriptive or critical analyses, and essays.",0.0
-"Write for technical magazines, journals, and trade association publications.",0.0
-Write grant applications to obtain funding.,0.0
-"Write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.",0.0
-Write grant proposals to obtain funding for biological research.,0.0
-Write grant proposals to obtain funding for research.,0.0
-Write grant proposals to procure external research funding and review others' grant proposals.,0.0
-Write grant proposals to procure external research funding.,0.0
-Write grants and papers or attend fundraising events to seek research funds.,0.0
-Write grants to obtain funding for restoration projects.,0.0
-Write grants to obtain program funding.,0.0
-"Write grants to procure external funding, and supervise grant-funded projects.",0.0
-"Write groundwater contamination reports on known, suspected, or potential hazardous waste sites.",0.0
-"Write humorous material for publication, or for performances such as comedy routines, gags, and comedy shows.",0.8988
-Write information in medical records or provide narrative summaries to communicate patient information to other health care providers.,0.9464
-Write instruction sheets and cutter lists for a machine's controller to guide setup and encode numerical control tapes.,0.0
-Write instructional articles on designated subjects.,0.8912
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet Web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet Web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet Web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet Web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet web pages.",0.7263
-"Write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet web pages.",0.7263
-Write letters of recommendation for students.,0.0
-"Write letters related to labor relations activities, such as letters to amend collective bargaining agreements, letters of dispute or conciliation, or letters to seek clarification of contract terms.",0.0
-Write makeup sheets and take photos to document specific looks and the products used to achieve the looks.,0.0
-"Write materials for research publications, such as maps, tables, and reports, to disseminate findings.",0.0
-"Write music for commercial mediums, including advertising jingles or film soundtracks.",0.0
-"Write musical scores for orchestras, bands, choral groups, or individual instrumentalists or vocalists, using knowledge of music theory and of instrumental and vocal capabilities.",0.0
-"Write narrative, dramatic, lyric, or other types of poetry for publication.",0.9784
-Write new functions or applications in programming languages to conduct analyses.,0.0
-"Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.",0.9306
-Write new scripts for broadcasts.,0.0
-Write nursing orders.,0.0
-"Write online blog entries that address news developments or offer additional information, opinions, or commentary on news events.",0.0
-Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.,0.0
-Write or contribute to instructions or manuals to guide end users.,0.8184
-Write or install energy management routines for building automation systems.,0.0
-"Write or maintain archived procedures, procedural codes, or queries for applications.",0.7239
-Write or modify design specifications such as the metal contents and weights of items.,0.0
-Write or modify individualized education plans (IEPs) for students with intellectual or physical disabilities.,0.0
-"Write or prepare detailed clinical neuropsychological reports, using data from psychological or neuropsychological tests, self-report measures, rating scales, direct observations, or interviews.",0.0
-"Write or review security-related documents, such as incident reports, proposals, and tactical or strategic initiatives.",0.9176
-Write or revise standard operating procedures for logistics processes.,0.0
-Write or revise standard quality control operating procedures.,0.0
-Write or supervise the writing of game text and dialogue.,0.0
-"Write or update standard operating procedures, work instructions, or policies.",0.0
-"Write original content, such as headlines, cutlines, captions, and cover copy.",0.0
-Write original literary pieces.,0.8053
-"Write original or adapted material for dramas, comedies, puppet shows, narration, or other performances.",0.9313
-"Write pathology reports summarizing analyses, results, and conclusions.",0.0
-Write patient discharge summaries and send them to primary care physicians.,0.0
-"Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.",0.0
-Write performance requirements for product development or engineering projects.,0.0
-Write photograph captions.,0.0
-Write prescriptions for antibiotics or other medications.,0.0
-Write prescriptions for psychotropic medications as allowed by state regulations and collaborative practice agreements.,0.0
-Write press releases or other media communications to promote clients.,0.7411
-Write program code to analyze data with statistical analysis software.,0.0
-Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.,0.0
-"Write programs in the language of a machine's controller and store programs on media, such as punch tapes, magnetic tapes, or disks.",0.0
-"Write project proposals, grant applications, or other documents to pursue funding for environmental initiatives.",0.0
-Write proposals to secure external funding or to partner with other companies.,0.7327
-Write proposals to win new projects.,0.0
-"Write proposals, project reports, informational brochures, or other documents on wastewater purification, water supply and demand, or other water resource subjects.",0.0
-"Write reports and maintain proper documentation of information, such as client Medicaid or billing records or caseload activities, including the initial evaluation, treatment, progress, and discharge of clients.",0.0
-Write reports describing offenders' progress.,0.0
-Write reports documenting observations made while on patrol.,0.0
-"Write reports of activities, and maintain files of impoundments and dispositions of animals.",0.0
-"Write reports of daily activities and irregularities, such as equipment or property damage, theft, presence of unauthorized persons, or unusual occurrences.",0.0
-"Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken.",0.0
-Write reports on clients and maintain required paperwork.,0.0
-Write reports on research findings and implications to contribute to general knowledge or to suggest potential changes in organizational functioning.,0.0
-Write reports or academic papers to communicate findings of climate-related studies.,0.0
-Write reports or articles for Web sites or newsletters related to environmental engineering issues.,0.0
-Write reports or case summaries to document investigations.,0.0
-"Write reports or complete forms to document assessments, training, progress, or follow-up outcomes.",0.0
-Write reports or notes to summarize testing procedures or outcomes for physicians or other medical professionals.,1.0
-Write reports or prepare presentations to communicate fundraising program data.,0.0
-Write reports or proposals related to photonics research or development projects.,0.0
-Write reports regarding investigations of information security breaches or network evaluations.,0.0
-Write reports to document wind farm collector system test results.,0.0
-"Write reports to summarize student performance, social growth, or physical development.",0.7848
-"Write reports to summarize testing activities, including descriptions of goals, planning, scheduling, execution, results, analysis, conclusions, and recommendations.",0.0
-"Write reports, maintain research information, or perform clerical duties.",0.9682
-"Write reports, sign affidavits, or give depositions for legal proceedings.",0.0
-Write research papers for publication in scientific journals.,0.0
-Write research proposals and grant applications to obtain private or public funding for environmental and economic studies.,0.0
-Write research proposals or grant applications for submission to external bodies.,0.0
-Write research proposals to receive funding.,0.0
-Write research reports and other publications to document and communicate research findings.,0.8607
-Write sales outlines for use by staff.,0.8807
-Write simple programs for computer-controlled machine tools.,0.0
-"Write social, legal, or economic impact statements to inform decision makers for natural resource policies, standards, or programs.",0.0
-"Write specified information in flight records, such as flight times, altitudes flown, and fuel consumption.",0.0
-"Write speeches, press releases, or other promotional materials to increase awareness of the causes, missions, or goals of organizations seeking funds.",0.709
-Write supporting code for Web applications or Web sites.,0.8944
-Write technical documentation for products.,0.0
-Write technical documents or academic articles to communicate study results or economic forecasts.,0.8467
-"Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.",0.0
-Write technical reports and draw charts that display statistics and data.,0.5
-Write technical reports for engineering and management personnel.,0.7239
-"Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses.",0.0
-"Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.",0.8438
-Write technical reports or prepare graphs or charts to document experimental results.,0.8189
-Write technical reports or proposals related to engineering projects.,0.0
-Write technical reports or publications related to water resources development or water use efficiency.,0.0
-Write technical summaries to report findings.,0.0
-"Write test or inspection reports describing results, recommendations, or needed repairs.",0.0
-"Write text, such as stories, articles, editorials, or newsletters.",0.0
-"Write to customers in their terms and on their level so that the script, story, or advertisement message is more readily received.",0.0
-"Write to field representatives, medical personnel, or others to obtain further information, quote rates, or explain company underwriting policies.",0.0
-Write training manuals to be used by survey interviewers.,0.0
-"Write treatment plans, case summaries, or progress or other reports related to individual clients or client groups.",0.0
-"Write up or orally communicate research findings to the scientific community, producers, and the public.",0.0
-Write warnings and citations for illegally parked vehicles.,0.0
-"Write words to fit musical compositions, including lyrics for operas, musical plays, and choral works.",0.0
-"Write work instruction manuals, data capture guidelines, or standard operating procedures.",0.0
-"Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.",0.9213
-"Write, prepare, and deliver statements for the Congressional Record.",0.0
-"Write, review, or comment on documents, such as proposals, test plans, or procedures.",0.0
-"Write, review, or execute plans for testing new or established document management systems.",0.0
-"Write, review, or maintain engineering documentation.",0.8133
-"Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.",0.9269
diff --git a/release_2025_09_15/README.md b/release_2025_09_15/README.md
deleted file mode 100644
index cc77b6f73e7ac7f91dee8d6fcb562ff7c2ba96f6..0000000000000000000000000000000000000000
--- a/release_2025_09_15/README.md
+++ /dev/null
@@ -1,72 +0,0 @@
-# Anthropic Economic Index September 2025 Report Replication
-
-## Folder Structure
-
-```
-.
-├── code/ # Analysis scripts
-├── data/
-│ ├── input/ # Raw data files (from external sources or prior releases)
-│ ├── intermediate/ # Processed data files
-│ └── output/ # Final outputs (plots, tables, etc.)
-├── data_documentation.md # Documentation of all data sources and datasets
-└── README.md
-```
-
-## Data Processing Pipeline
-
-**Note:** Since all preprocessed data files are provided, you can skip directly to the Analysis section (Section 2) if you want to replicate the results without re-running the preprocessing steps. Please refer to `data_documentation.md` for details on the different data used.
-
-Run the following scripts in order from the `code/` directory:
-
-### 1. Data Preprocessing
-
-1. **`preprocess_iso_codes.py`**
- - Processes ISO country codes
- - Creates standardized country code mappings
-
-2. **`preprocess_population.py`**
- - Processes country-level population data
- - Processes US state-level population data
- - Outputs working age population statistics
-
-3. **`preprocess_gdp.py`**
- - Downloads and processes IMF country GDP data
- - Processes BEA US state GDP data
- - Creates standardized GDP datasets
-
-4. **`preprocess_onet.py`**
- - Processes O*NET occupation and task data
- - Creates SOC occupation mappings
-
-5. **`aei_report_v3_preprocessing_1p_api.ipynb`**
- - Jupyter notebook for preprocessing API and Claude.ai usage data
- - Prepares data for analysis
-
-### 2. Analysis
-
-#### Analysis Scripts
-
-1. **`aei_report_v3_change_over_time_claude_ai.py`**
- - Analyzes automation trends across report versions (V1, V2, V3)
- - Generates comparison figures showing evolution of automation estimates
-
-2. **`aei_report_v3_analysis_claude_ai.ipynb`**
- - Analysis notebook for Claude.ai usage patterns
- - Generates figures specific to Claude.ai usage
- - Uses functions from `aei_analysis_functions_claude_ai.py`
-
-3. **`aei_report_v3_analysis_1p_api.ipynb`**
- - Main analysis notebook for API usage patterns
- - Generates figures for occupational usage, collaboration patterns, and regression analyses
- - Uses functions from `aei_analysis_functions_1p_api.py`
-
-#### Supporting Function Files
-
-- **`aei_analysis_functions_claude_ai.py`**
- - Core analysis functions for Claude.ai data
- - Platform-specific analysis and visualization functions
-
-- **`aei_analysis_functions_1p_api.py`**
- - Core analysis functions for API data
- - Includes regression models, plotting functions, and data transformations
diff --git a/release_2025_09_15/code/aei_analysis_functions_1p_api.py b/release_2025_09_15/code/aei_analysis_functions_1p_api.py
deleted file mode 100644
index 8a4268417f1ac7fcfa6479824f88e3ee6ccf67d6..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/aei_analysis_functions_1p_api.py
+++ /dev/null
@@ -1,2339 +0,0 @@
-# AEI 1P API Analysis Functions
-# This module contains the core analysis functions for the AEI report API chapter
-
-from pathlib import Path
-from textwrap import wrap
-
-import matplotlib.pyplot as plt
-import numpy as np
-import pandas as pd
-import plotly.graph_objects as go
-import statsmodels.api as sm
-from plotly.subplots import make_subplots
-
-# Define the tier colors
-CUSTOM_COLORS_LIST = ["#E6DBD0", "#E5C5AB", "#E4AF86", "#E39961", "#D97757"]
-
-# Define the color cycle for charts
-COLOR_CYCLE = [
- "#D97757",
- "#656565",
- "#40668C",
- "#E39961",
- "#E4AF86",
- "#C65A3F",
- "#8778AB",
- "#E5C5AB",
- "#B04F35",
-]
-
-
-def setup_plot_style():
- """Configure matplotlib for publication-quality figures."""
- plt.style.use("default")
- plt.rcParams.update(
- {
- "figure.dpi": 100,
- "savefig.dpi": 300,
- "font.size": 10,
- "axes.labelsize": 11,
- "axes.titlesize": 12,
- "xtick.labelsize": 9,
- "ytick.labelsize": 9,
- "legend.fontsize": 9,
- "figure.facecolor": "white",
- "axes.facecolor": "white",
- "savefig.facecolor": "white",
- "axes.edgecolor": "#333333",
- "axes.linewidth": 0.8,
- "axes.grid": True,
- "grid.alpha": 0.3,
- "grid.linestyle": "-",
- "grid.linewidth": 0.5,
- "axes.axisbelow": True,
- "text.usetex": False,
- "mathtext.default": "regular",
- "axes.titlecolor": "#B86046",
- "figure.titlesize": 16,
- }
- )
-
-
-# Initialize style
-setup_plot_style()
-
-
-def load_preprocessed_data(input_file):
- """
- Load preprocessed API data from CSV or Parquet file.
-
- Args:
- input_file: Path to preprocessed data file
-
- Returns:
- DataFrame with preprocessed API data
- """
- input_path = Path(input_file)
-
- if not input_path.exists():
- raise FileNotFoundError(f"Input file not found: {input_path}")
-
- df = pd.read_csv(input_path)
- return df
-
-
-def create_top_requests_bar_chart(df, output_dir):
- """
- Create bar chart showing top 15 request categories (level 2) by count share.
-
- Args:
- df: Preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
- # Get request data at level 2 (global only) using percentages
- request_data = df[
- (df["facet"] == "request")
- & (df["geo_id"] == "GLOBAL")
- & (df["level"] == 2)
- & (df["variable"] == "request_pct")
- ].copy()
-
- # Filter out not_classified (but don't renormalize)
- request_data = request_data[request_data["cluster_name"] != "not_classified"]
-
- # Use the percentage values directly (already calculated in preprocessing)
- request_data["request_pct"] = request_data["value"]
-
- # Get top 15 requests by percentage share
- top_requests = request_data.nlargest(15, "request_pct").sort_values(
- "request_pct", ascending=True
- )
-
- # Create figure
- fig, ax = plt.subplots(figsize=(14, 10))
-
- # Create horizontal bar chart with tier color gradient
- y_pos = np.arange(len(top_requests))
-
- # Use tier colors based on ranking (top categories get darker colors)
- colors = []
- for i in range(len(top_requests)):
- # Map position to tier color (top bars = darker, bottom bars = lighter)
- # Since bars are sorted ascending, higher index = higher value = darker color
- rank_position = i / (len(top_requests) - 1)
- tier_index = int(rank_position * (len(CUSTOM_COLORS_LIST) - 1))
- colors.append(CUSTOM_COLORS_LIST[tier_index])
-
- ax.barh(
- y_pos,
- top_requests["request_pct"],
- color=colors,
- alpha=0.9,
- edgecolor="#333333",
- linewidth=0.5,
- )
-
- # Add value labels on bars
- for i, (idx, row) in enumerate(top_requests.iterrows()):
- ax.text(
- row["request_pct"] + 0.1,
- i,
- f"{row['request_pct']:.1f}%",
- va="center",
- fontsize=11,
- fontweight="bold",
- )
-
- # Clean up request names for y-axis labels
- labels = []
- for name in top_requests["cluster_name"]:
- # Truncate long names and add line breaks
- if len(name) > 60:
- # Find good break point around middle
- mid = len(name) // 2
- break_point = name.find(" ", mid)
- if break_point == -1: # No space found, just break at middle
- break_point = mid
- clean_name = name[:break_point] + "\n" + name[break_point:].strip()
- else:
- clean_name = name
- labels.append(clean_name)
-
- ax.set_yticks(y_pos)
- ax.set_yticklabels(labels, fontsize=10)
-
- # Formatting
- ax.set_xlabel("Percentage of total request count", fontsize=14)
- ax.set_title(
- "Top use cases among 1P API transcripts by usage share \n (broad grouping, bottom-up classification)",
- fontsize=14,
- fontweight="bold",
- pad=20,
- )
-
- # Add grid
- ax.grid(True, alpha=0.3, axis="x")
- ax.set_axisbelow(True)
-
- # Remove top and right spines
- ax.spines["top"].set_visible(False)
- ax.spines["right"].set_visible(False)
-
- # Increase tick label font size
- ax.tick_params(axis="x", which="major", labelsize=12)
-
- plt.tight_layout()
-
- # Save plot
- output_path = Path(output_dir) / "top_requests_level2_bar_chart.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def load_onet_mappings():
- """
- Load ONET task statements and SOC structure for occupational category mapping.
-
- Returns:
- Tuple of (task_statements_df, soc_structure_df)
- """
- # Load from local files
- task_path = Path("../data/intermediate/onet_task_statements.csv")
- soc_path = Path("../data/intermediate/soc_structure.csv")
-
- # Load CSV files directly
- task_statements = pd.read_csv(task_path)
- soc_structure = pd.read_csv(soc_path)
-
- return task_statements, soc_structure
-
-
-def map_to_occupational_categories(df, task_statements, soc_structure):
- """
- Map ONET task data to major occupational categories.
-
- Args:
- df: Preprocessed data DataFrame
- task_statements: ONET task statements DataFrame
- soc_structure: SOC structure DataFrame
-
- Returns:
- DataFrame with occupational category mappings
- """
- # Filter for ONET task data
- onet_data = df[df["facet"] == "onet_task"].copy()
-
- # Handle not_classified and none tasks first
- not_classified_mask = onet_data["cluster_name"].isin(["not_classified", "none"])
- not_classified_data = onet_data[not_classified_mask].copy()
- not_classified_data["soc_major"] = "99"
- not_classified_data["occupational_category"] = "Not Classified"
-
- # Process regular tasks
- regular_data = onet_data[~not_classified_mask].copy()
-
- # Standardize task descriptions for matching
- # Create standardized task mapping from ONET statements
- task_statements["task_standardized"] = (
- task_statements["Task"].str.strip().str.lower()
- )
- regular_data["cluster_name_standardized"] = (
- regular_data["cluster_name"].str.strip().str.lower()
- )
-
- # Create mapping from standardized task to major groups (allowing multiple)
- task_to_major_groups = {}
- for _, row in task_statements.iterrows():
- if pd.notna(row["Task"]) and pd.notna(row["soc_major_group"]):
- std_task = row["task_standardized"]
- major_group = str(int(row["soc_major_group"]))
- if std_task not in task_to_major_groups:
- task_to_major_groups[std_task] = []
- if major_group not in task_to_major_groups[std_task]:
- task_to_major_groups[std_task].append(major_group)
-
- # Expand rows for tasks that belong to multiple groups
- expanded_rows = []
- for _, row in regular_data.iterrows():
- std_task = row["cluster_name_standardized"]
- if std_task in task_to_major_groups:
- groups = task_to_major_groups[std_task]
- # Assign full value to each group (creates duplicates)
- for group in groups:
- new_row = row.copy()
- new_row["soc_major"] = group
- new_row["value"] = row["value"] # Keep full value for each group
- expanded_rows.append(new_row)
-
- # Create new dataframe from expanded rows
- if expanded_rows:
- regular_data = pd.DataFrame(expanded_rows)
- else:
- regular_data["soc_major"] = None
-
- # Get major occupational groups from SOC structure
- # Filter for rows where 'Major Group' is not null (these are the major groups)
- major_groups = soc_structure[soc_structure["Major Group"].notna()].copy()
-
- # Extract major group code and title
- major_groups["soc_major"] = major_groups["Major Group"].astype(str).str[:2]
- major_groups["title"] = major_groups["SOC or O*NET-SOC 2019 Title"]
-
- # Create a clean mapping from major group code to title
- major_group_mapping = (
- major_groups[["soc_major", "title"]]
- .drop_duplicates()
- .set_index("soc_major")["title"]
- .to_dict()
- )
-
- # Map major group codes to titles for regular data
- regular_data["occupational_category"] = regular_data["soc_major"].map(
- major_group_mapping
- )
-
- # Keep only successfully mapped regular data
- regular_mapped = regular_data[regular_data["occupational_category"].notna()].copy()
-
- # Combine regular mapped data with not_classified data
- onet_mapped = pd.concat([regular_mapped, not_classified_data], ignore_index=True)
-
- # Renormalize percentages to sum to 100 since we may have created duplicates
- total = onet_mapped["value"].sum()
-
- onet_mapped["value"] = (onet_mapped["value"] / total) * 100
-
- return onet_mapped
-
-
-def create_platform_occupational_comparison(api_df, cai_df, output_dir):
- """
- Create horizontal bar chart comparing occupational categories between Claude.ai and 1P API.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
- # Load ONET mappings for occupational categories
- task_statements, soc_structure = load_onet_mappings()
-
- # Process both datasets to get occupational categories
- def get_occupational_data(df, platform_name):
- # Get ONET task percentage data (global level only)
- onet_data = df[
- (df["facet"] == "onet_task")
- & (df["geo_id"] == "GLOBAL")
- & (df["variable"] == "onet_task_pct")
- ].copy()
-
- # Map to occupational categories using existing function
- onet_mapped = map_to_occupational_categories(
- onet_data, task_statements, soc_structure
- )
-
- # Sum percentages by occupational category
- category_percentages = (
- onet_mapped.groupby("occupational_category")["value"].sum().reset_index()
- )
-
- # Exclude "Not Classified" category from visualization
- category_percentages = category_percentages[
- category_percentages["occupational_category"] != "Not Classified"
- ]
-
- category_percentages.columns = ["category", f"{platform_name.lower()}_pct"]
-
- return category_percentages
-
- # Get data for both platforms
- api_categories = get_occupational_data(api_df, "API")
- claude_categories = get_occupational_data(cai_df, "Claude")
-
- # Merge the datasets
- category_comparison = pd.merge(
- claude_categories, api_categories, on="category", how="outer"
- ).fillna(0)
-
- # Filter to substantial categories (>0.5% in either platform)
- category_comparison = category_comparison[
- (category_comparison["claude_pct"] > 0.5)
- | (category_comparison["api_pct"] > 0.5)
- ].copy()
-
- # Calculate difference and total
- category_comparison["difference"] = (
- category_comparison["api_pct"] - category_comparison["claude_pct"]
- )
- category_comparison["total_pct"] = (
- category_comparison["claude_pct"] + category_comparison["api_pct"]
- )
-
- # Get top 8 categories by total usage
- top_categories = category_comparison.nlargest(8, "total_pct").sort_values(
- "total_pct", ascending=True
- )
-
- # Create figure
- fig, ax = plt.subplots(figsize=(12, 8))
-
- y_pos = np.arange(len(top_categories))
- bar_height = 0.35
-
- # Create side-by-side bars
- ax.barh(
- y_pos - bar_height / 2,
- top_categories["claude_pct"],
- bar_height,
- label="Claude.ai",
- color=COLOR_CYCLE[2],
- alpha=0.8,
- )
- ax.barh(
- y_pos + bar_height / 2,
- top_categories["api_pct"],
- bar_height,
- label="1P API",
- color=COLOR_CYCLE[0],
- alpha=0.8,
- )
-
- # Add value labels with difference percentages
- for i, (idx, row) in enumerate(top_categories.iterrows()):
- # Claude.ai label
- if row["claude_pct"] > 0.1:
- ax.text(
- row["claude_pct"] + 0.2,
- i - bar_height / 2,
- f"{row['claude_pct']:.0f}%",
- va="center",
- fontsize=9,
- )
-
- # 1P API label with difference
- if row["api_pct"] > 0.1:
- ax.text(
- row["api_pct"] + 0.2,
- i + bar_height / 2,
- f"{row['api_pct']:.0f}%",
- va="center",
- fontsize=9,
- color=COLOR_CYCLE[0] if row["difference"] > 0 else COLOR_CYCLE[2],
- )
-
- # Clean up category labels
- labels = []
- for cat in top_categories["category"]:
- # Remove "Occupations" suffix and wrap long names
- clean_cat = cat.replace(" Occupations", "").replace(", and ", " & ")
- wrapped = "\n".join(wrap(clean_cat, 40))
- labels.append(wrapped)
-
- ax.set_yticks(y_pos)
- ax.set_yticklabels(labels, fontsize=10)
-
- ax.set_xlabel("Percentage of usage", fontsize=12)
- ax.set_title(
- "Usage shares across top occupational categories: Claude.ai vs 1P API",
- fontsize=14,
- fontweight="bold",
- pad=20,
- )
- ax.legend(loc="lower right", fontsize=11)
- ax.grid(True, alpha=0.3, axis="x")
- ax.set_axisbelow(True)
-
- # Remove top and right spines
- ax.spines["top"].set_visible(False)
- ax.spines["right"].set_visible(False)
-
- plt.tight_layout()
-
- # Save plot
- output_path = Path(output_dir) / "platform_occupational_comparison.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def create_platform_lorenz_curves(api_df, cai_df, output_dir):
- """
- Create Lorenz curves showing task usage concentration by platform.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
-
- def gini_coefficient(values):
- """Calculate Gini coefficient for a series of values."""
- sorted_values = np.sort(values)
- n = len(sorted_values)
- cumulative = np.cumsum(sorted_values)
- gini = (2 * np.sum(np.arange(1, n + 1) * sorted_values)) / (
- n * cumulative[-1]
- ) - (n + 1) / n
- return gini
-
- def get_task_usage_data(df, platform_name):
- # Get ONET task percentage data (global level only)
- onet_data = df[
- (df["facet"] == "onet_task")
- & (df["geo_id"] == "GLOBAL")
- & (df["variable"] == "onet_task_pct")
- ].copy()
-
- # Filter out none and not_classified
- onet_data = onet_data[
- ~onet_data["cluster_name"].isin(["none", "not_classified"])
- ]
-
- # Use the percentage values directly
- onet_data["percentage"] = onet_data["value"]
-
- return onet_data[["cluster_name", "percentage"]].copy()
-
- api_tasks = get_task_usage_data(api_df, "1P API")
- claude_tasks = get_task_usage_data(cai_df, "Claude.ai")
-
- # Sort by percentage for each platform
- api_tasks = api_tasks.sort_values("percentage")
- claude_tasks = claude_tasks.sort_values("percentage")
-
- # Calculate cumulative percentages of usage
- api_cumulative = np.cumsum(api_tasks["percentage"])
- claude_cumulative = np.cumsum(claude_tasks["percentage"])
-
- # Calculate cumulative percentage of tasks
- api_task_cumulative = np.arange(1, len(api_tasks) + 1) / len(api_tasks) * 100
- claude_task_cumulative = (
- np.arange(1, len(claude_tasks) + 1) / len(claude_tasks) * 100
- )
-
- # Interpolate to ensure curves reach 100%
- # Add final points to reach (100, 100)
- api_cumulative = np.append(api_cumulative, 100)
- claude_cumulative = np.append(claude_cumulative, 100)
- api_task_cumulative = np.append(api_task_cumulative, 100)
- claude_task_cumulative = np.append(claude_task_cumulative, 100)
-
- # Calculate Gini coefficients
- api_gini = gini_coefficient(api_tasks["percentage"].values)
- claude_gini = gini_coefficient(claude_tasks["percentage"].values)
-
- # Create panel figure
- fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))
-
- # LEFT PANEL: Lorenz Curves
- # Plot Lorenz curves
- ax1.plot(
- api_task_cumulative,
- api_cumulative,
- color=COLOR_CYCLE[1],
- linewidth=2.5,
- label=f"1P API (Gini = {api_gini:.3f})",
- )
-
- ax1.plot(
- claude_task_cumulative,
- claude_cumulative,
- color=COLOR_CYCLE[0],
- linewidth=2.5,
- label=f"Claude.ai (Gini = {claude_gini:.3f})",
- )
-
- # Add perfect equality line (diagonal)
- ax1.plot(
- [0, 100],
- [0, 100],
- "k--",
- linewidth=1.5,
- alpha=0.7,
- label="Perfect Equality",
- )
-
- # Calculate 80th percentile values
- api_80th_usage = np.interp(80, api_task_cumulative, api_cumulative)
- claude_80th_usage = np.interp(80, claude_task_cumulative, claude_cumulative)
-
- # Add markers at 80th percentile
- ax1.scatter(
- 80,
- api_80th_usage,
- alpha=0.5,
- s=100,
- color=COLOR_CYCLE[1],
- edgecolors="white",
- linewidth=1,
- zorder=5,
- )
- ax1.scatter(
- 80,
- claude_80th_usage,
- alpha=0.5,
- s=100,
- color=COLOR_CYCLE[0],
- edgecolors="white",
- linewidth=1,
- zorder=5,
- )
-
- # Add annotations
- ax1.text(
- 82,
- api_80th_usage - 2,
- f"{api_80th_usage:.1f}% of usage",
- ha="left",
- va="center",
- fontsize=10,
- color=COLOR_CYCLE[1],
- )
-
- ax1.text(
- 78.5,
- claude_80th_usage + 1,
- f"{claude_80th_usage:.1f}% of usage",
- ha="right",
- va="center",
- fontsize=10,
- color=COLOR_CYCLE[0],
- )
-
- # Add text box
- ax1.text(
- 0.05,
- 0.95,
- f"The bottom 80% of tasks account for:\n• 1P API: {api_80th_usage:.1f}% of usage\n• Claude.ai: {claude_80th_usage:.1f}% of usage",
- transform=ax1.transAxes,
- va="top",
- ha="left",
- bbox=dict(
- boxstyle="round,pad=0.3",
- facecolor="white",
- alpha=0.8,
- edgecolor="black",
- linewidth=1,
- ),
- fontsize=10,
- )
-
- # Styling for Lorenz curves
- ax1.set_xlabel("Cumulative percentage of tasks", fontsize=12)
- ax1.set_ylabel("Cumulative percentage of usage", fontsize=12)
- ax1.set_title("Lorenz curves", fontsize=14, fontweight="bold", pad=20)
- ax1.set_xlim(0, 100)
- ax1.set_ylim(0, 100)
- ax1.grid(True, alpha=0.3, linestyle="--")
- ax1.set_axisbelow(True)
- ax1.legend(loc=(0.05, 0.65), fontsize=11, frameon=True, facecolor="white")
- ax1.spines["top"].set_visible(False)
- ax1.spines["right"].set_visible(False)
-
- # RIGHT PANEL: Zipf's Law Analysis
- min_share = 0.1
-
- # Filter for minimum share
- api_filtered = api_tasks[api_tasks["percentage"] > min_share]["percentage"].copy()
- claude_filtered = claude_tasks[claude_tasks["percentage"] > min_share][
- "percentage"
- ].copy()
-
- # Calculate ranks and log transforms
- ln_rank_api = np.log(api_filtered.rank(ascending=False))
- ln_share_api = np.log(api_filtered)
-
- ln_rank_claude = np.log(claude_filtered.rank(ascending=False))
- ln_share_claude = np.log(claude_filtered)
-
- # Fit regressions
- api_model = sm.OLS(ln_rank_api, sm.add_constant(ln_share_api)).fit()
- api_slope = api_model.params.iloc[1]
- api_intercept = api_model.params.iloc[0]
-
- claude_model = sm.OLS(ln_rank_claude, sm.add_constant(ln_share_claude)).fit()
- claude_slope = claude_model.params.iloc[1]
- claude_intercept = claude_model.params.iloc[0]
-
- # Plot scatter points
- ax2.scatter(
- ln_share_api,
- ln_rank_api,
- alpha=0.5,
- s=100,
- color=COLOR_CYCLE[1],
- label=f"1P API: y = {api_slope:.2f}x + {api_intercept:.2f}",
- )
-
- ax2.scatter(
- ln_share_claude,
- ln_rank_claude,
- alpha=0.5,
- s=100,
- color=COLOR_CYCLE[0],
- label=f"Claude.ai: y = {claude_slope:.2f}x + {claude_intercept:.2f}",
- )
-
- # Add Zipf's law reference line (slope = -1)
- x_range = np.linspace(
- min(ln_share_api.min(), ln_share_claude.min()),
- max(ln_share_api.max(), ln_share_claude.max()),
- 100,
- )
- avg_intercept = (api_intercept + claude_intercept) / 2
- y_line = -1 * x_range + avg_intercept
-
- ax2.plot(
- x_range,
- y_line,
- color="black",
- linestyle="--",
- linewidth=2,
- label=f"Zipf's Law: y = -1.00x + {avg_intercept:.2f}",
- zorder=0,
- )
-
- # Styling for Zipf's law plot
- ax2.set_xlabel("ln(Share of usage)", fontsize=12)
- ax2.set_ylabel("ln(Rank by usage)", fontsize=12)
- ax2.set_title(
- "Task rank versus usage share", fontsize=14, fontweight="bold", pad=20
- )
- ax2.grid(True, alpha=0.3, linestyle="--")
- ax2.set_axisbelow(True)
- ax2.legend(fontsize=11)
- ax2.spines["top"].set_visible(False)
- ax2.spines["right"].set_visible(False)
-
- # Overall title
- fig.suptitle(
- "Lorenz curves and power law analysis across tasks: 1P API vs Claude.ai",
- fontsize=16,
- fontweight="bold",
- y=0.95,
- color="#B86046",
- )
-
- plt.tight_layout()
- plt.subplots_adjust(top=0.85) # More room for suptitle
-
- # Save plot
- output_path = Path(output_dir) / "platform_lorenz_zipf_panel.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def create_collaboration_alluvial(api_df, cai_df, output_dir):
- """
- Create alluvial diagram showing collaboration pattern flows between platforms.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
-
- def get_collaboration_data(df, platform_name):
- # Get collaboration facet data (global level only)
- collab_data = df[
- (df["facet"] == "collaboration")
- & (df["geo_id"] == "GLOBAL")
- & (df["variable"] == "collaboration_pct")
- ].copy()
-
- # Use cluster_name directly as the collaboration pattern
- collab_data["pattern"] = collab_data["cluster_name"]
-
- # Filter out not_classified
- collab_data = collab_data[collab_data["pattern"] != "not_classified"]
-
- # Use the percentage values directly
- result = collab_data[["pattern", "value"]].copy()
- result.columns = ["pattern", "percentage"]
- result["platform"] = platform_name
-
- return result
-
- api_collab = get_collaboration_data(api_df, "1P API")
- claude_collab = get_collaboration_data(cai_df, "Claude.ai")
-
- # Combine collaboration data
- collab_df = pd.concat([claude_collab, api_collab], ignore_index=True)
-
- # Define categories
- augmentation_types = ["learning", "task iteration", "validation"]
- automation_types = ["directive", "feedback loop"]
-
- # Colors matching the original
- pattern_colors = {
- "validation": "#2c3e67",
- "task iteration": "#4f76c7",
- "learning": "#79a7e0",
- "feedback loop": "#614980",
- "directive": "#8e6bb1",
- }
-
- # Extract flows
- flows_claude = {}
- flows_api = {}
-
- for pattern in augmentation_types + automation_types:
- claude_mask = (collab_df["pattern"] == pattern) & (
- collab_df["platform"] == "Claude.ai"
- )
- if claude_mask.any():
- flows_claude[pattern] = collab_df.loc[claude_mask, "percentage"].values[0]
-
- api_mask = (collab_df["pattern"] == pattern) & (
- collab_df["platform"] == "1P API"
- )
- if api_mask.any():
- flows_api[pattern] = collab_df.loc[api_mask, "percentage"].values[0]
-
- # Create figure with subplots
- fig = make_subplots(
- rows=2,
- cols=1,
- row_heights=[0.5, 0.5],
- vertical_spacing=0.15,
- subplot_titles=("Augmentation Patterns", "Automation Patterns"),
- )
-
- # Update subplot title colors and font
- for annotation in fig.layout.annotations:
- annotation.update(font=dict(color="#B86046", size=14, family="Styrene B LC"))
-
- def create_alluvial_traces(patterns, row):
- """Create traces for alluvial diagram"""
- # Sort by size on Claude.ai side
- patterns_sorted = sorted(
- [p for p in patterns if p in flows_claude],
- key=lambda p: flows_claude.get(p, 0),
- reverse=True,
- )
-
- # Calculate total heights first to determine centering
- total_claude = sum(
- flows_claude.get(p, 0) for p in patterns if p in flows_claude
- )
- total_api = sum(flows_api.get(p, 0) for p in patterns if p in flows_api)
- gap_count = max(
- len([p for p in patterns if p in flows_claude and flows_claude[p] > 0]) - 1,
- 0,
- )
- gap_count_api = max(
- len([p for p in patterns if p in flows_api and flows_api[p] > 0]) - 1, 0
- )
-
- total_height_claude = total_claude + (gap_count * 2)
- total_height_api = total_api + (gap_count_api * 2)
-
- # Calculate offset to center the smaller side
- offset_claude = 0
- offset_api = 0
- if total_height_claude < total_height_api:
- offset_claude = (total_height_api - total_height_claude) / 2
- else:
- offset_api = (total_height_claude - total_height_api) / 2
-
- # Calculate positions for Claude.ai (left side)
- y_pos_claude = offset_claude
- claude_positions = {}
- for pattern in patterns_sorted:
- if pattern in flows_claude and flows_claude[pattern] > 0:
- height = flows_claude[pattern]
- claude_positions[pattern] = {
- "bottom": y_pos_claude,
- "top": y_pos_claude + height,
- "center": y_pos_claude + height / 2,
- }
- y_pos_claude += height + 2 # Add gap
-
- # Calculate positions for 1P API (right side)
- patterns_sorted_api = sorted(
- [p for p in patterns if p in flows_api],
- key=lambda p: flows_api.get(p, 0),
- reverse=True,
- )
- y_pos_api = offset_api
- api_positions = {}
- for pattern in patterns_sorted_api:
- if pattern in flows_api and flows_api[pattern] > 0:
- height = flows_api[pattern]
- api_positions[pattern] = {
- "bottom": y_pos_api,
- "top": y_pos_api + height,
- "center": y_pos_api + height / 2,
- }
- y_pos_api += height + 2 # Add gap
-
- # Create shapes for flows
- shapes = []
- for pattern in patterns:
- if pattern in claude_positions and pattern in api_positions:
- # Create a quadrilateral connecting the two sides
- x_left = 0.2
- x_right = 0.8
-
- claude_bottom = claude_positions[pattern]["bottom"]
- claude_top = claude_positions[pattern]["top"]
- api_bottom = api_positions[pattern]["bottom"]
- api_top = api_positions[pattern]["top"]
-
- # Create path for the flow
- path = f"M {x_left} {claude_bottom} L {x_left} {claude_top} L {x_right} {api_top} L {x_right} {api_bottom} Z"
-
- hex_color = pattern_colors[pattern]
- r = int(hex_color[1:3], 16)
- g = int(hex_color[3:5], 16)
- b = int(hex_color[5:7], 16)
-
- shapes.append(
- dict(
- type="path",
- path=path,
- fillcolor=f"rgba({r},{g},{b},0.5)",
- line=dict(color=f"rgba({r},{g},{b},1)", width=1),
- )
- )
-
- # Create text annotations
- annotations = []
-
- # Claude.ai labels
- for pattern in patterns_sorted:
- if pattern in claude_positions:
- annotations.append(
- dict(
- x=x_left - 0.02,
- y=claude_positions[pattern]["center"],
- text=f"{pattern.replace('_', ' ').title()}
{flows_claude[pattern]:.1f}%",
- showarrow=False,
- xanchor="right",
- yanchor="middle",
- font=dict(size=10),
- )
- )
-
- # 1P API labels
- for pattern in patterns_sorted_api:
- if pattern in api_positions:
- annotations.append(
- dict(
- x=x_right + 0.02,
- y=api_positions[pattern]["center"],
- text=f"{pattern.replace('_', ' ').title()}
{flows_api[pattern]:.1f}%",
- showarrow=False,
- xanchor="left",
- yanchor="middle",
- font=dict(size=10),
- )
- )
-
- # Platform labels
- annotations.extend(
- [
- dict(
- x=x_left,
- y=max(y_pos_claude, y_pos_api) + 5,
- text="Claude.ai",
- showarrow=False,
- xanchor="center",
- font=dict(size=14, color="black"),
- ),
- dict(
- x=x_right,
- y=max(y_pos_claude, y_pos_api) + 5,
- text="1P API",
- showarrow=False,
- xanchor="center",
- font=dict(size=14, color="black"),
- ),
- ]
- )
-
- return shapes, annotations, max(y_pos_claude, y_pos_api)
-
- # Create augmentation diagram
- aug_shapes, aug_annotations, aug_height = create_alluvial_traces(
- augmentation_types, 1
- )
-
- # Create automation diagram
- auto_shapes, auto_annotations, auto_height = create_alluvial_traces(
- automation_types, 2
- )
-
- # Add invisible traces to create subplots
- fig.add_trace(
- go.Scatter(x=[0], y=[0], mode="markers", marker=dict(size=0)), row=1, col=1
- )
- fig.add_trace(
- go.Scatter(x=[0], y=[0], mode="markers", marker=dict(size=0)), row=2, col=1
- )
-
- # Update layout with shapes and annotations
- fig.update_layout(
- title=dict(
- text="Collaboration Modes: Claude.ai Conversations vs 1P API Transcripts",
- font=dict(size=16, family="Styrene B LC", color="#B86046"),
- x=0.5,
- xanchor="center",
- ),
- height=800,
- width=1200,
- paper_bgcolor="white",
- plot_bgcolor="white",
- showlegend=False,
- )
-
- # Ensure white background for both subplots
- fig.update_xaxes(showgrid=False, zeroline=False, showticklabels=False, row=1, col=1)
- fig.update_xaxes(showgrid=False, zeroline=False, showticklabels=False, row=2, col=1)
- fig.update_yaxes(showgrid=False, zeroline=False, showticklabels=False, row=1, col=1)
- fig.update_yaxes(showgrid=False, zeroline=False, showticklabels=False, row=2, col=1)
-
- # Add shapes and annotations to each subplot
- for shape in aug_shapes:
- fig.add_shape(shape, row=1, col=1)
- for shape in auto_shapes:
- fig.add_shape(shape, row=2, col=1)
-
- for ann in aug_annotations:
- fig.add_annotation(ann, row=1, col=1)
- for ann in auto_annotations:
- fig.add_annotation(ann, row=2, col=1)
-
- # Set axis ranges and ensure white background
- fig.update_xaxes(
- range=[0, 1],
- showgrid=False,
- zeroline=False,
- showticklabels=False,
- row=1,
- col=1,
- )
- fig.update_xaxes(
- range=[0, 1],
- showgrid=False,
- zeroline=False,
- showticklabels=False,
- row=2,
- col=1,
- )
-
- fig.update_yaxes(
- range=[0, aug_height + 10],
- showgrid=False,
- zeroline=False,
- showticklabels=False,
- row=1,
- col=1,
- )
- fig.update_yaxes(
- range=[0, auto_height + 10],
- showgrid=False,
- zeroline=False,
- showticklabels=False,
- row=2,
- col=1,
- )
-
- # Save plot
- output_path = Path(output_dir) / "collaboration_alluvial.png"
- fig.write_image(str(output_path), width=1200, height=800, scale=2)
- fig.show()
- return str(output_path)
-
-
-def get_collaboration_shares(df):
- """
- Extract collaboration mode shares for each ONET task from intersection data.
-
- Args:
- df: Preprocessed data DataFrame
-
- Returns:
- dict: {task_name: {mode: percentage}}
- """
- # Filter to GLOBAL data only and use pre-calculated percentages
- collab_data = df[
- (df["geo_id"] == "GLOBAL")
- & (df["facet"] == "onet_task::collaboration")
- & (df["variable"] == "onet_task_collaboration_pct")
- ].copy()
-
- # Split the cluster_name into task and collaboration mode
- collab_data[["task", "mode"]] = collab_data["cluster_name"].str.rsplit(
- "::", n=1, expand=True
- )
-
- # Filter out 'none' and 'not_classified' modes
- collab_data = collab_data[~collab_data["mode"].isin(["none", "not_classified"])]
-
- # Use pre-calculated percentages directly
- collaboration_modes = [
- "directive",
- "feedback loop",
- "learning",
- "task iteration",
- "validation",
- ]
- result = {}
-
- for _, row in collab_data.iterrows():
- task = row["task"]
- mode = row["mode"]
-
- if mode in collaboration_modes:
- if task not in result:
- result[task] = {}
- result[task][mode] = float(row["value"])
-
- return result
-
-
-def create_automation_augmentation_panel(api_df, cai_df, output_dir):
- """
- Create combined panel figure showing automation vs augmentation for both platforms.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
- # Create figure with subplots
- fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))
-
- def create_automation_augmentation_subplot(df, ax, title, platform_name):
- """Helper function to create one automation vs augmentation subplot"""
- # Get collaboration shares for each task
- collab_shares = get_collaboration_shares(df)
-
- # Get task usage counts for bubble sizing
- df_global = df[df["geo_id"] == "GLOBAL"]
- task_counts = (
- df_global[
- (df_global["facet"] == "onet_task")
- & (df_global["variable"] == "onet_task_count")
- & (~df_global["cluster_name"].isin(["none", "not_classified"]))
- ]
- .set_index("cluster_name")["value"]
- .to_dict()
- )
-
- # Prepare data for plotting
- tasks = []
- automation_scores = []
- augmentation_scores = []
- bubble_sizes = []
-
- for task_name, shares in collab_shares.items():
- if task_name in task_counts:
- # Calculate automation score (directive + feedback loop)
- automation = shares.get("directive", 0) + shares.get("feedback loop", 0)
-
- # Calculate augmentation score (learning + task iteration + validation)
- augmentation = (
- shares.get("learning", 0)
- + shares.get("task iteration", 0)
- + shares.get("validation", 0)
- )
-
- # Only include tasks with some collaboration data
- if automation + augmentation > 0:
- tasks.append(task_name)
- automation_scores.append(automation)
- augmentation_scores.append(augmentation)
- bubble_sizes.append(task_counts[task_name])
-
- # Convert to numpy arrays for plotting
- automation_scores = np.array(automation_scores)
- augmentation_scores = np.array(augmentation_scores)
- bubble_sizes = np.array(bubble_sizes)
-
- # Scale bubble sizes
- bubble_sizes_scaled = (bubble_sizes / bubble_sizes.max()) * 800 + 40
-
- # Color points based on whether automation or augmentation dominates
- colors = []
- for auto, aug in zip(automation_scores, augmentation_scores, strict=True):
- if auto > aug:
- colors.append("#8e6bb1") # Automation dominant
- else:
- colors.append("#4f76c7") # Augmentation dominant
-
- # Create scatter plot
- ax.scatter(
- automation_scores,
- augmentation_scores,
- s=bubble_sizes_scaled,
- c=colors,
- alpha=0.7,
- edgecolors="black",
- linewidth=0.5,
- )
-
- # Add diagonal line (automation = augmentation)
- max_val = max(automation_scores.max(), augmentation_scores.max())
- ax.plot([0, max_val], [0, max_val], "--", color="gray", alpha=0.5, linewidth=2)
-
- # Labels and formatting (increased font sizes)
- ax.set_xlabel("Automation Share (%)", fontsize=14)
- ax.set_ylabel(
- "Augmentation Score (%)",
- fontsize=14,
- )
- ax.set_title(title, fontsize=14, fontweight="bold", pad=15)
-
- # Calculate percentages for legend
- automation_dominant_count = sum(
- 1
- for auto, aug in zip(automation_scores, augmentation_scores, strict=True)
- if auto > aug
- )
- augmentation_dominant_count = len(automation_scores) - automation_dominant_count
- total_tasks = len(automation_scores)
-
- automation_pct = (automation_dominant_count / total_tasks) * 100
- augmentation_pct = (augmentation_dominant_count / total_tasks) * 100
-
- # Add legend with percentages centered at top
- automation_patch = plt.scatter(
- [],
- [],
- c="#8e6bb1",
- alpha=0.7,
- s=100,
- label=f"Automation dominant ({automation_pct:.1f}% of Tasks)",
- )
- augmentation_patch = plt.scatter(
- [],
- [],
- c="#4f76c7",
- alpha=0.7,
- s=100,
- label=f"Augmentation dominant ({augmentation_pct:.1f}% of Tasks)",
- )
- ax.legend(
- handles=[automation_patch, augmentation_patch],
- loc="upper center",
- bbox_to_anchor=(0.5, 0.95),
- fontsize=12,
- frameon=True,
- facecolor="white",
- )
-
- # Grid and styling
- ax.grid(True, alpha=0.3)
- ax.set_axisbelow(True)
- ax.tick_params(axis="both", which="major", labelsize=12)
-
- return len(tasks), automation_pct, augmentation_pct
-
- # Create API subplot
- create_automation_augmentation_subplot(api_df, ax1, "1P API", "1P API")
-
- # Create Claude.ai subplot
- create_automation_augmentation_subplot(cai_df, ax2, "Claude.ai", "Claude.ai")
-
- # Add overall title
- fig.suptitle(
- "Automation and augmentation dominance across tasks: Claude.ai vs. 1P API",
- fontsize=16,
- fontweight="bold",
- y=0.95,
- color="#B86046",
- )
-
- plt.tight_layout()
- plt.subplots_adjust(top=0.85) # More room for suptitle
-
- # Save plot
- output_path = Path(output_dir) / "automation_vs_augmentation_panel.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def extract_token_metrics_from_intersections(df):
- """
- Extract token metrics from preprocessed intersection data.
-
- Args:
- df: Preprocessed dataframe with intersection facets
-
- Returns:
- DataFrame with token metrics for analysis
- """
- # Extract data using new variable names from mean value intersections
- cost_data = df[
- (df.facet == "onet_task::cost") & (df.variable == "cost_index")
- ].copy()
- cost_data["base_task"] = cost_data["cluster_name"].str.replace("::index", "")
- onet_cost = cost_data.set_index("base_task")["value"].copy()
-
- prompt_data = df[
- (df.facet == "onet_task::prompt_tokens")
- & (df.variable == "prompt_tokens_index")
- ].copy()
- prompt_data["base_task"] = prompt_data["cluster_name"].str.replace("::index", "")
- onet_prompt = prompt_data.set_index("base_task")["value"].copy()
-
- completion_data = df[
- (df.facet == "onet_task::completion_tokens")
- & (df.variable == "completion_tokens_index")
- ].copy()
- completion_data["base_task"] = completion_data["cluster_name"].str.replace(
- "::index", ""
- )
- onet_completion = completion_data.set_index("base_task")["value"].copy()
-
- # Get API call counts for bubble sizing and WLS weights
- api_records_data = df[
- (df.facet == "onet_task::prompt_tokens")
- & (df.variable == "prompt_tokens_count")
- ].copy()
- api_records_data["base_task"] = api_records_data["cluster_name"].str.replace(
- "::count", ""
- )
- onet_api_records = api_records_data.set_index("base_task")["value"].copy()
-
- # Create metrics DataFrame - values are already re-indexed during preprocessing
- metrics = pd.DataFrame(
- {
- "cluster_name": onet_cost.index,
- "cost_per_record": onet_cost, # Already indexed (1.0 = average)
- "avg_prompt_tokens": onet_prompt.reindex(
- onet_cost.index
- ), # Already indexed
- "avg_completion_tokens": onet_completion.reindex(
- onet_cost.index
- ), # Already indexed
- }
- )
-
- # Get task usage percentages
- usage_pct_data = df[
- (df.facet == "onet_task") & (df.variable == "onet_task_pct")
- ].copy()
- usage_pct_data["base_task"] = usage_pct_data["cluster_name"]
- onet_usage_pct = usage_pct_data.set_index("base_task")["value"].copy()
-
- # Add API records and usage percentages
- metrics["api_records"] = onet_api_records.reindex(onet_cost.index)
- metrics["usage_pct"] = onet_usage_pct.reindex(onet_cost.index)
-
- # Calculate derived metrics
- metrics["output_input_ratio"] = (
- metrics["avg_completion_tokens"] / metrics["avg_prompt_tokens"]
- )
- metrics["total_tokens"] = (
- metrics["avg_prompt_tokens"] + metrics["avg_completion_tokens"]
- )
-
- return metrics
-
-
-def add_occupational_categories_to_metrics(
- task_metrics, task_statements, soc_structure
-):
- """
- Add occupational categories to task metrics based on ONET mappings.
-
- Args:
- task_metrics: DataFrame with task metrics
- task_statements: ONET task statements DataFrame
- soc_structure: SOC structure DataFrame
-
- Returns:
- DataFrame with occupational categories added
- """
- # Standardize task descriptions for matching
- task_statements["task_standardized"] = (
- task_statements["Task"].str.strip().str.lower()
- )
- task_metrics["cluster_name_standardized"] = (
- task_metrics["cluster_name"].str.strip().str.lower()
- )
-
- # Create mapping from standardized task to major group
- task_to_major_group = {}
- for _, row in task_statements.iterrows():
- if pd.notna(row["Task"]) and pd.notna(row["soc_major_group"]):
- std_task = row["task_standardized"]
- major_group = str(int(row["soc_major_group"]))
- task_to_major_group[std_task] = major_group
-
- # Map cluster names to major groups
- task_metrics["soc_major"] = task_metrics["cluster_name_standardized"].map(
- task_to_major_group
- )
-
- # Get major occupational groups from SOC structure
- major_groups = soc_structure[soc_structure["Major Group"].notna()].copy()
- major_groups["soc_major"] = major_groups["Major Group"].astype(str).str[:2]
- major_groups["title"] = major_groups["SOC or O*NET-SOC 2019 Title"]
-
- # Create a clean mapping from major group code to title
- major_group_mapping = (
- major_groups[["soc_major", "title"]]
- .drop_duplicates()
- .set_index("soc_major")["title"]
- .to_dict()
- )
-
- # Map major group codes to titles
- task_metrics["occupational_category"] = task_metrics["soc_major"].map(
- major_group_mapping
- )
-
- # Remove unmapped/not classified tasks from analysis
- task_metrics = task_metrics[task_metrics["occupational_category"].notna()].copy()
-
- # Find top 6 categories by usage share (API calls) and group others as "All Other"
- category_usage = (
- task_metrics.groupby("occupational_category")["api_records"]
- .sum()
- .sort_values(ascending=False)
- )
- top_6_categories = list(category_usage.head(6).index)
-
- # Group smaller categories as "All Other"
- task_metrics["occupational_category"] = task_metrics["occupational_category"].apply(
- lambda x: x if x in top_6_categories else "All Other"
- )
-
- return task_metrics
-
-
-def create_token_output_bar_chart(df, output_dir):
- """
- Create bar chart showing average output (completion) tokens by occupational category.
-
- Args:
- df: Preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
- # Load ONET mappings for occupational categories
- task_statements, soc_structure = load_onet_mappings()
-
- # Use preprocessed intersection data
- task_metrics = extract_token_metrics_from_intersections(df)
-
- # Add occupational categories
- task_metrics = add_occupational_categories_to_metrics(
- task_metrics, task_statements, soc_structure
- )
-
- # Calculate average output tokens by occupational category
- category_stats = (
- task_metrics.groupby("occupational_category")
- .agg(
- {
- "avg_completion_tokens": "mean", # Average across tasks
- "api_records": "sum", # Total API calls for ranking
- }
- )
- .reset_index()
- )
-
- # Find top 6 categories by total API calls
- top_6_categories = category_stats.nlargest(6, "api_records")[
- "occupational_category"
- ].tolist()
-
- # Group smaller categories as "All Other"
- def categorize(cat):
- return cat if cat in top_6_categories else "All Other"
-
- task_metrics["category_group"] = task_metrics["occupational_category"].apply(
- categorize
- )
-
- # Recalculate stats with grouped categories
- final_stats = (
- task_metrics.groupby("category_group")
- .agg(
- {
- "avg_completion_tokens": "mean", # Average output tokens across tasks
- "api_records": "sum", # Total usage for reference
- }
- )
- .reset_index()
- )
-
- # Sort by output tokens (descending)
- final_stats = final_stats.sort_values("avg_completion_tokens", ascending=True)
-
- # Create figure
- fig, ax = plt.subplots(figsize=(12, 8))
-
- # Create horizontal bar chart
- y_pos = np.arange(len(final_stats))
- colors = [COLOR_CYCLE[i % len(COLOR_CYCLE)] for i in range(len(final_stats))]
-
- ax.barh(
- y_pos,
- final_stats["avg_completion_tokens"],
- color=colors,
- alpha=0.8,
- edgecolor="#333333",
- linewidth=0.5,
- )
-
- # Add value labels
- for i, (idx, row) in enumerate(final_stats.iterrows()):
- ax.text(
- row["avg_completion_tokens"] + 0.02,
- i,
- f"{row['avg_completion_tokens']:.2f}",
- va="center",
- fontsize=11,
- fontweight="bold",
- )
-
- # Clean up category labels
- labels = []
- for cat in final_stats["category_group"]:
- clean_cat = cat.replace(" Occupations", "").replace(", and ", " & ")
- labels.append(clean_cat)
-
- ax.set_yticks(y_pos)
- ax.set_yticklabels(labels, fontsize=10)
-
- # Formatting
- ax.set_xlabel(
- "Average output token index for observed tasks in a given category",
- fontsize=12,
- )
- ax.set_title(
- "Average output token index across leading occupational categories",
- fontsize=14,
- fontweight="bold",
- pad=20,
- )
-
- # Grid and styling
- ax.grid(True, alpha=0.3, axis="x")
- ax.set_axisbelow(True)
- ax.spines["top"].set_visible(False)
- ax.spines["right"].set_visible(False)
- ax.tick_params(axis="x", which="major", labelsize=11)
-
- plt.tight_layout()
-
- # Save plot
- output_path = Path(output_dir) / "token_output_bar_chart.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def create_completion_vs_input_tokens_scatter(df, output_dir):
- """
- Create scatter plot of ln(completion tokens) vs ln(input tokens) by occupational category.
-
- Args:
- df: Preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
- # Use preprocessed intersection data
- task_metrics = extract_token_metrics_from_intersections(df)
-
- # Create figure
- fig, ax = plt.subplots(figsize=(12, 8))
-
- # Transform to natural log
- ln_input = np.log(task_metrics["avg_prompt_tokens"])
- ln_output = np.log(task_metrics["avg_completion_tokens"])
-
- # Load ONET mappings for occupational categories
- task_statements, soc_structure = load_onet_mappings()
-
- # Add occupational categories
- # Standardize task descriptions for matching
- task_statements["task_standardized"] = (
- task_statements["Task"].str.strip().str.lower()
- )
- task_metrics["cluster_name_standardized"] = (
- task_metrics.index.str.strip().str.lower()
- )
-
- # Create mapping from standardized task to major group
- task_to_major_group = {}
- for _, row in task_statements.iterrows():
- if pd.notna(row["Task"]) and pd.notna(row["soc_major_group"]):
- std_task = row["task_standardized"]
- major_group = str(int(row["soc_major_group"]))[:2]
- task_to_major_group[std_task] = major_group
-
- # Map cluster names to major groups
- task_metrics["soc_major"] = task_metrics["cluster_name_standardized"].map(
- task_to_major_group
- )
-
- # Get major occupational groups from SOC structure
- major_groups = soc_structure[soc_structure["Major Group"].notna()].copy()
- major_groups["soc_major"] = major_groups["Major Group"].astype(str).str[:2]
- major_groups["title"] = major_groups["SOC or O*NET-SOC 2019 Title"]
-
- # Create mapping from major group code to title
- major_group_mapping = (
- major_groups[["soc_major", "title"]]
- .drop_duplicates()
- .set_index("soc_major")["title"]
- .to_dict()
- )
-
- # Map major group codes to titles
- task_metrics["occupational_category"] = task_metrics["soc_major"].map(
- major_group_mapping
- )
-
- # Remove unmapped tasks
- task_metrics = task_metrics[task_metrics["occupational_category"].notna()].copy()
-
- # Find top 6 categories by total API calls and group others as "All Other"
- category_usage = (
- task_metrics.groupby("occupational_category")["api_records"]
- .sum()
- .sort_values(ascending=False)
- )
- top_6_categories = list(category_usage.head(6).index)
-
- # Group smaller categories as "All Other"
- task_metrics["occupational_category"] = task_metrics["occupational_category"].apply(
- lambda x: x if x in top_6_categories else "All Other"
- )
-
- # Transform to natural log
- ln_input = np.log(task_metrics["avg_prompt_tokens"])
- ln_output = np.log(task_metrics["avg_completion_tokens"])
-
- # Create scatter plot with same color scheme as bar chart
- # Use exact same logic as token output bar chart for consistent colors
- category_stats = (
- task_metrics.groupby("occupational_category")
- .agg(
- {
- "avg_completion_tokens": "mean",
- "api_records": "sum",
- }
- )
- .reset_index()
- )
-
- # Find top 6 categories by total API calls
- top_6_categories = category_stats.nlargest(6, "api_records")[
- "occupational_category"
- ].tolist()
-
- # Group smaller categories as "All Other"
- def categorize(cat):
- return cat if cat in top_6_categories else "All Other"
-
- task_metrics["category_group"] = task_metrics["occupational_category"].apply(
- categorize
- )
-
- # Recalculate final stats with grouped categories
- final_stats = (
- task_metrics.groupby("category_group")
- .agg({"avg_completion_tokens": "mean"})
- .reset_index()
- .sort_values("avg_completion_tokens", ascending=True)
- )
-
- # Use exact same color assignment as bar chart
- categories_ordered = final_stats["category_group"].tolist()
- category_colors = {}
- for i, category in enumerate(categories_ordered):
- category_colors[category] = COLOR_CYCLE[i % len(COLOR_CYCLE)]
-
- for category in categories_ordered:
- category_data = task_metrics[task_metrics["category_group"] == category]
- if not category_data.empty:
- ln_input_cat = np.log(category_data["avg_prompt_tokens"])
- ln_output_cat = np.log(category_data["avg_completion_tokens"])
- bubble_sizes_cat = np.sqrt(category_data["api_records"]) * 2
-
- # Clean up category name for legend
- clean_name = category.replace(" Occupations", "").replace(", and ", " & ")
-
- ax.scatter(
- ln_input_cat,
- ln_output_cat,
- s=bubble_sizes_cat,
- alpha=0.8,
- c=category_colors[category],
- edgecolors="black",
- linewidth=0.2,
- )
-
- # Create uniform legend entries
- legend_elements = []
- for category in categories_ordered:
- clean_name = category.replace(" Occupations", "").replace(", and ", " & ")
- # Get count for this category
- category_count = len(task_metrics[task_metrics["category_group"] == category])
- legend_elements.append(
- plt.scatter(
- [],
- [],
- s=100,
- alpha=0.8,
- c=category_colors[category],
- edgecolors="black",
- linewidth=0.2,
- label=f"{clean_name} (N={category_count})",
- )
- )
-
- # Add legend for occupational categories with uniform sizes
- ax.legend(
- bbox_to_anchor=(1.05, 1), loc="upper left", frameon=True, facecolor="white"
- )
-
- # Add line of best fit
- model = sm.OLS(ln_output, sm.add_constant(ln_input)).fit()
- slope = model.params.iloc[1]
- intercept = model.params.iloc[0]
- r_squared = model.rsquared
-
- line_x = np.linspace(ln_input.min(), ln_input.max(), 100)
- line_y = slope * line_x + intercept
- ax.plot(
- line_x,
- line_y,
- "k--",
- alpha=0.7,
- linewidth=2,
- label=f"Best fit (R² = {r_squared:.3f}, $\\beta$ = {slope:.3f})",
- )
- ax.legend()
-
- # Customize plot
- ax.set_xlabel("ln(Input Token Index)", fontsize=12)
- ax.set_ylabel("ln(Output Token Index)", fontsize=12)
- ax.set_title(
- "Output Token Index vs Input Token Index across tasks",
- fontsize=14,
- fontweight="bold",
- pad=20,
- )
- ax.grid(True, alpha=0.3)
-
- plt.tight_layout()
-
- # Save plot
- output_path = Path(output_dir) / "completion_vs_input_tokens_scatter.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def create_occupational_usage_cost_scatter(df, output_dir):
- """
- Create aggregated scatter plot of usage share vs average cost per API call by occupational category.
-
- Args:
- df: Preprocessed data DataFrame
- output_dir: Directory to save the figure
- """
- # Load ONET mappings for occupational categories
- task_statements, soc_structure = load_onet_mappings()
-
- # Use preprocessed intersection data
- task_metrics = extract_token_metrics_from_intersections(df)
-
- # Add occupational categories without grouping into "All Other"
- # Standardize task descriptions for matching
- task_statements["task_standardized"] = (
- task_statements["Task"].str.strip().str.lower()
- )
- task_metrics["cluster_name_standardized"] = (
- task_metrics["cluster_name"].str.strip().str.lower()
- )
-
- # Create mapping from standardized task to major group
- task_to_major_group = {}
- for _, row in task_statements.iterrows():
- if pd.notna(row["Task"]) and pd.notna(row["soc_major_group"]):
- std_task = row["task_standardized"]
- major_group = str(int(row["soc_major_group"]))
- task_to_major_group[std_task] = major_group
-
- # Map cluster names to major groups
- task_metrics["soc_major"] = task_metrics["cluster_name_standardized"].map(
- task_to_major_group
- )
-
- # Get major occupational groups from SOC structure
- major_groups = soc_structure[soc_structure["Major Group"].notna()].copy()
- major_groups["soc_major"] = major_groups["Major Group"].astype(str).str[:2]
- major_groups["title"] = major_groups["SOC or O*NET-SOC 2019 Title"]
-
- # Create a clean mapping from major group code to title
- major_group_mapping = (
- major_groups[["soc_major", "title"]]
- .drop_duplicates()
- .set_index("soc_major")["title"]
- .to_dict()
- )
-
- # Map major group codes to titles
- task_metrics["occupational_category"] = task_metrics["soc_major"].map(
- major_group_mapping
- )
-
- # Remove unmapped/not classified tasks from analysis
- task_metrics = task_metrics[task_metrics["occupational_category"].notna()].copy()
-
- # Aggregate by occupational category using pre-calculated percentages
- category_aggregates = (
- task_metrics.groupby("occupational_category")
- .agg(
- {
- "usage_pct": "sum", # Sum of pre-calculated task percentages within category
- "cost_per_record": "mean", # Average cost per API call for this category
- }
- )
- .reset_index()
- )
-
- # Usage share is already calculated from preprocessing
- category_aggregates["usage_share"] = category_aggregates["usage_pct"]
-
- # Create figure
- fig, ax = plt.subplots(figsize=(12, 8))
-
- # Transform variables to natural log
- ln_cost = np.log(category_aggregates["cost_per_record"])
- ln_usage = np.log(category_aggregates["usage_share"])
-
- # Get colors for each category - use same logic as token output bar chart
- # Sort by a metric to ensure consistent ordering (using usage_share descending)
- category_aggregates_sorted = category_aggregates.sort_values(
- "usage_share", ascending=False
- )
-
- category_colors = {}
- for i, category in enumerate(category_aggregates_sorted["occupational_category"]):
- category_colors[category] = COLOR_CYCLE[i % len(COLOR_CYCLE)]
-
- # Create invisible scatter plot to maintain axis limits
- ax.scatter(
- ln_cost,
- ln_usage,
- s=0, # Invisible markers
- alpha=0,
- )
-
- # Add line of best fit
- model = sm.OLS(ln_usage, sm.add_constant(ln_cost)).fit()
- slope = model.params.iloc[1]
- intercept = model.params.iloc[0]
- r_squared = model.rsquared
-
- # Generate line points
- x_line = np.linspace(ln_cost.min(), ln_cost.max(), 50)
- y_line = slope * x_line + intercept
-
- # Plot the line of best fit
- ax.plot(
- x_line,
- y_line,
- "--",
- color="black",
- linewidth=2,
- alpha=0.8,
- label=f"Best fit (R² = {r_squared:.3f}, $\\beta$ = {slope:.3f})",
- )
-
- # Add legend
- legend = ax.legend(loc="best", frameon=True, facecolor="white")
- legend.get_frame().set_alpha(0.9)
-
- # Add category labels centered at data points with text wrapping
- for i, row in category_aggregates.iterrows():
- # Clean up and wrap category names
- clean_name = (
- row["occupational_category"]
- .replace(" Occupations", "")
- .replace(", and ", " & ")
- )
- # Wrap long category names to multiple lines
- wrapped_name = "\n".join(wrap(clean_name, 20))
-
- ax.text(
- ln_cost.iloc[i],
- ln_usage.iloc[i],
- wrapped_name,
- ha="center",
- va="center",
- fontsize=8,
- alpha=0.9,
- )
-
- # Set labels and title
- ax.set_xlabel("ln(Average API Cost Index across tasks)", fontsize=12)
- ax.set_ylabel("ln(Usage share (%))", fontsize=12)
- ax.set_title(
- "Usage share and average API cost index by occupational category",
- fontsize=14,
- fontweight="bold",
- pad=20,
- )
-
- # Add grid
- ax.grid(True, alpha=0.3)
-
- # Adjust layout and save
- plt.tight_layout()
-
- output_path = Path(output_dir) / "occupational_usage_cost_scatter.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
-
-
-def get_merged_api_claude_task_data(api_df, cai_df):
- """
- Create merged dataset with API cost/usage data and Claude.ai collaboration modes.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
-
- Returns:
- DataFrame with API cost data + Claude.ai collaboration patterns for common tasks
- """
- # Extract API token metrics
- api_metrics = extract_token_metrics_from_intersections(api_df)
-
- # Get Claude.ai collaboration shares
- claude_collab_shares = get_collaboration_shares(cai_df)
-
- # Find common tasks between both platforms
- api_tasks = set(api_metrics.index)
- claude_tasks = set(claude_collab_shares.keys())
- common_tasks = api_tasks.intersection(claude_tasks)
-
- # Create merged dataset
- merged_data = []
-
- for task_name in common_tasks:
- # Get API metrics for this task
- api_row = api_metrics.loc[task_name]
-
- # Get Claude.ai collaboration for this task
- claude_collab = claude_collab_shares[task_name]
-
- # Create merged row
- merged_row = {
- "cluster_name": task_name,
- "cost_per_record": api_row["cost_per_record"],
- "avg_prompt_tokens": api_row["avg_prompt_tokens"],
- "avg_completion_tokens": api_row["avg_completion_tokens"],
- "api_records": api_row["api_records"],
- "output_input_ratio": api_row["output_input_ratio"],
- "total_tokens": api_row["total_tokens"],
- # Claude.ai collaboration modes
- "collab_directive": claude_collab.get("directive", 0),
- "collab_feedback_loop": claude_collab.get("feedback loop", 0),
- "collab_learning": claude_collab.get("learning", 0),
- "collab_task_iteration": claude_collab.get("task iteration", 0),
- "collab_validation": claude_collab.get("validation", 0),
- }
- merged_data.append(merged_row)
-
- merged_df = pd.DataFrame(merged_data)
- merged_df.set_index("cluster_name", inplace=True)
-
- return merged_df
-
-
-def reg_build_df(api_df, cai_df):
- """
- Build complete regression dataset for partial regression and full regression analysis.
- Each row is an ONET task with all variables needed for figures and regression.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
-
- Returns:
- DataFrame with complete regression dataset
- """
- # Load ONET mappings
- task_statements, soc_structure = load_onet_mappings()
-
- # Use merged dataset with API metrics + Claude.ai collaboration
- task_metrics = get_merged_api_claude_task_data(api_df, cai_df)
-
- # Add occupational categories (includes "All Other" grouping)
- task_metrics_with_names = task_metrics.reset_index()
- task_metrics_with_names = add_occupational_categories_to_metrics(
- task_metrics_with_names, task_statements, soc_structure
- )
- task_metrics = task_metrics_with_names.set_index("cluster_name")
-
- # Add collaboration missing dummies
- collaboration_modes = [
- "directive",
- "feedback_loop",
- "learning",
- "task_iteration",
- "validation",
- ]
-
- for mode in collaboration_modes:
- collab_col = f"collab_{mode}"
- missing_col = f"collab_{mode}_missing"
- if collab_col in task_metrics.columns:
- task_metrics[missing_col] = (task_metrics[collab_col] == 0).astype(int)
- else:
- task_metrics[missing_col] = 1
-
- # Calculate usage variables
- total_api_records = task_metrics["api_records"].sum()
- task_metrics["usage_share"] = (
- task_metrics["api_records"] / total_api_records
- ) * 100
- task_metrics["ln_usage_share"] = np.log(task_metrics["usage_share"])
- task_metrics["ln_cost_per_task"] = np.log(task_metrics["cost_per_record"])
-
- # Use all data
- valid_data = task_metrics
-
- # Create occupational category dummies while preserving original column
- valid_data = pd.get_dummies(
- valid_data, columns=["occupational_category"], prefix="occ"
- )
-
- # Restore the original occupational_category column for grouping operations
- # Extract category name from the dummy columns that are 1
- occ_cols = [col for col in valid_data.columns if col.startswith("occ_")]
- valid_data["occupational_category"] = ""
- for col in occ_cols:
- category_name = col.replace("occ_", "")
- mask = valid_data[col] == 1
- valid_data.loc[mask, "occupational_category"] = category_name
-
- return valid_data
-
-
-def create_partial_regression_plot(api_df, cai_df, output_dir):
- """
- Create partial regression scatter plot of usage share vs cost, controlling for occupational categories.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
- output_dir: Directory to save the figure
-
- Returns:
- Tuple of (output_path, regression_results_dict)
- """
- # Use centralized data preparation (includes occupational dummies)
- valid_metrics = reg_build_df(api_df, cai_df)
-
- # Extract occupational dummies and collaboration variables
- occ_cols = [col for col in valid_metrics.columns if col.startswith("occ_")]
- collab_vars = [
- "collab_directive",
- "collab_feedback_loop",
- "collab_learning",
- "collab_task_iteration",
- "collab_validation",
- ]
- collab_missing_vars = [
- "collab_directive_missing",
- "collab_feedback_loop_missing",
- "collab_learning_missing",
- "collab_task_iteration_missing",
- "collab_validation_missing",
- ]
-
- # Control variables (all occupational dummies + collaboration modes)
- control_vars = valid_metrics[occ_cols + collab_vars + collab_missing_vars].astype(
- float
- )
-
- # Ensure dependent variables are float
- y_usage = valid_metrics["ln_usage_share"].astype(float)
- y_cost = valid_metrics["ln_cost_per_task"].astype(float)
-
- # Step 1: Regress ln(usage_share) on controls (no constant)
- usage_model = sm.OLS(y_usage, control_vars).fit()
- usage_residuals = usage_model.resid
-
- # Step 2: Regress ln(cost) on controls (no constant)
- cost_model = sm.OLS(y_cost, control_vars).fit()
- cost_residuals = cost_model.resid
-
- # Find top 6 categories by usage share for coloring
- category_usage = (
- valid_metrics.groupby("occupational_category")["api_records"]
- .sum()
- .sort_values(ascending=False)
- )
- top_6_categories = list(category_usage.head(6).index)
-
- # Create category grouping for coloring
- valid_metrics["category_group"] = valid_metrics["occupational_category"].apply(
- lambda x: x if x in top_6_categories else "All Other"
- )
-
- # Create figure
- fig, ax = plt.subplots(figsize=(14, 10))
-
- # Create color mapping for top 6 + "All Other"
- unique_groups = valid_metrics["category_group"].unique()
- group_colors = {}
- color_idx = 0
-
- # Assign colors to top 6 categories first
- for cat in top_6_categories:
- if cat in unique_groups:
- group_colors[cat] = COLOR_CYCLE[color_idx % len(COLOR_CYCLE)]
- color_idx += 1
-
- # Assign color to "All Other"
- if "All Other" in unique_groups:
- group_colors["All Other"] = "#999999" # Gray for all other
-
- # Create single scatter plot (no color by group)
- ax.scatter(
- cost_residuals,
- usage_residuals,
- s=100,
- alpha=0.8,
- color=COLOR_CYCLE[0],
- edgecolors="black",
- linewidth=0.2,
- )
-
- # Add overall trend line for residuals
- model = sm.OLS(usage_residuals, sm.add_constant(cost_residuals)).fit()
- slope = model.params.iloc[1]
- intercept = model.params.iloc[0]
- r_squared = model.rsquared
-
- line_x = np.linspace(cost_residuals.min(), cost_residuals.max(), 100)
- line_y = slope * line_x + intercept
- ax.plot(
- line_x,
- line_y,
- "k--",
- alpha=0.8,
- linewidth=2,
- label=f"Partial relationship (R² = {r_squared:.3f})",
- )
-
- # Customize plot
- ax.set_xlabel("Residual ln(API Cost Index)")
- ax.set_ylabel("Residual ln(Usage share (%))")
- ax.set_title(
- "Task usage share vs API Cost Index \n(partial regression after controlling for task characteristics)",
- fontsize=16,
- fontweight="bold",
- pad=20,
- )
- ax.grid(True, alpha=0.3)
-
- # Simple legend with just the trend line
- ax.legend(loc="best", frameon=True, facecolor="white", framealpha=0.9, fontsize=11)
-
- plt.tight_layout()
-
- # Save plot
- output_path = Path(output_dir) / "partial_regression_plot.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
-
- # Save regression results
- regression_results = {
- "partial_correlation": np.sqrt(r_squared),
- "partial_r_squared": r_squared,
- "slope": slope,
- "intercept": intercept,
- "n_observations": len(valid_metrics),
- "usage_model_summary": str(usage_model.summary()),
- "cost_model_summary": str(cost_model.summary()),
- }
-
- # Print regression results instead of saving to file
- print("Partial Regression Analysis Results")
- print("=" * 50)
- print(f"Partial correlation: {np.sqrt(r_squared):.4f}")
- print(f"Partial R-squared: {r_squared:.4f}")
- print(f"Slope: {slope:.4f}")
- print(f"Intercept: {intercept:.4f}")
- print(f"Number of observations: {len(valid_metrics)}")
- print("\nUsage Model Summary:")
- print("-" * 30)
- print(usage_model.summary())
- print("\nCost Model Summary:")
- print("-" * 30)
- print(cost_model.summary())
-
- return str(output_path), regression_results
-
-
-def perform_usage_share_regression_unweighted(api_df, cai_df, output_dir):
- """
- Perform unweighted usage share regression analysis using Claude.ai collaboration modes.
-
- Args:
- api_df: API preprocessed data DataFrame
- cai_df: Claude.ai preprocessed data DataFrame
- output_dir: Directory to save regression results
-
- Returns:
- OLS model results
- """
- # Use centralized data preparation (includes all dummies)
- valid_data = reg_build_df(api_df, cai_df)
-
- # Extract all regression variables
- X_cols = ["ln_cost_per_task"]
- X_cols.extend(
- [
- f"collab_{mode}"
- for mode in [
- "directive",
- "feedback_loop",
- "learning",
- "task_iteration",
- "validation",
- ]
- ]
- )
- X_cols.extend(
- [
- f"collab_{mode}_missing"
- for mode in [
- "directive",
- "feedback_loop",
- "learning",
- "task_iteration",
- "validation",
- ]
- ]
- )
- X_cols.extend([col for col in valid_data.columns if col.startswith("occ_")])
-
- # Ensure all columns are numeric
- X = valid_data[X_cols].astype(float)
- y = valid_data["ln_usage_share"].astype(float)
-
- # Run unweighted OLS without constant (to include all occupational dummies)
- model = sm.OLS(y, X).fit()
-
- # Get heteroskedasticity-robust standard errors (HC1)
- model_robust = model.get_robustcov_results(cov_type="HC1")
-
- return model_robust
-
-
-def create_btos_ai_adoption_chart(btos_df, ref_dates_df, output_dir):
- """
- Create BTOS AI adoption time series chart.
-
- Args:
- btos_df: BTOS response estimates DataFrame
- ref_dates_df: Collection and reference dates DataFrame
- output_dir: Directory to save the figure
- """
- # Filter for Question ID 7, Answer ID 1 (Yes response to AI usage)
- btos_filtered = btos_df[(btos_df["Question ID"] == 7) & (btos_df["Answer ID"] == 1)]
-
- # Get date columns (string columns that look like YYYYWW)
- date_columns = [
- col for col in btos_df.columns[4:] if str(col).isdigit() and len(str(col)) == 6
- ]
-
- # Extract time series
- btos_ts = btos_filtered[date_columns].T
- btos_ts.columns = ["percentage"]
-
- # Map to reference end dates
- ref_dates_df["Ref End"] = pd.to_datetime(ref_dates_df["Ref End"])
- btos_ts = btos_ts.reset_index()
- btos_ts["smpdt"] = btos_ts["index"].astype(int)
- btos_ts = btos_ts.merge(
- ref_dates_df[["Smpdt", "Ref End"]],
- left_on="smpdt",
- right_on="Smpdt",
- how="left",
- )
- btos_ts = btos_ts.set_index("Ref End")[["percentage"]]
-
- # Convert percentage strings to numeric
- btos_ts["percentage"] = btos_ts["percentage"].str.rstrip("%").astype(float)
- btos_ts = btos_ts.sort_index().dropna()
-
- # Calculate 3-period moving average
- btos_ts["moving_avg"] = btos_ts["percentage"].rolling(window=3).mean()
-
- # Create figure
- fig, ax = plt.subplots(figsize=(14, 8))
-
- # Plot main line
- ax.plot(
- btos_ts.index,
- btos_ts["percentage"],
- linewidth=3,
- marker="o",
- markersize=6,
- label="AI Adoption Rate Among US Businesses",
- zorder=3,
- )
-
- # Plot moving average
- ax.plot(
- btos_ts.index,
- btos_ts["moving_avg"],
- linewidth=2,
- linestyle="--",
- alpha=0.8,
- label="3-Period Moving Average",
- zorder=2,
- )
-
- # Styling
- ax.set_xlabel("Date", fontsize=14)
- ax.set_ylabel("AI adoption rate (%)", fontsize=14)
- ax.set_title(
- "Census reported AI adoption rates among US businesses from the Business Trends and Outlook Survey",
- fontsize=16,
- fontweight="bold",
- pad=20,
- )
-
- # Format y-axis as percentage
- ax.set_ylim(0, max(btos_ts["percentage"]) * 1.1)
-
- # Rotate x-axis labels
- ax.tick_params(axis="x", rotation=45)
-
- # Grid and styling
- ax.grid(True, alpha=0.3, linestyle="--")
- ax.set_axisbelow(True)
- ax.spines["top"].set_visible(False)
- ax.spines["right"].set_visible(False)
-
- # Legend
- ax.legend(loc="upper left", fontsize=11, frameon=True, facecolor="white")
-
- plt.tight_layout()
-
- # Save plot
- output_path = Path(output_dir) / "btos_ai_adoption_chart.png"
- plt.savefig(output_path, dpi=300, bbox_inches="tight")
- plt.show()
- return str(output_path)
diff --git a/release_2025_09_15/code/aei_analysis_functions_claude_ai.py b/release_2025_09_15/code/aei_analysis_functions_claude_ai.py
deleted file mode 100644
index 8a73aa1f6f6f9eb2bf7fa21fc564ab0253c05ba1..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/aei_analysis_functions_claude_ai.py
+++ /dev/null
@@ -1,2926 +0,0 @@
-#!/usr/bin/env python3
-"""
-Analysis functions for AEI Report v3 Claude.ai chapter
-"""
-
-import textwrap
-
-import geopandas as gpd
-import matplotlib.colors as mcolors
-import matplotlib.patches as mpatches
-import matplotlib.pyplot as plt
-import numpy as np
-import pandas as pd
-import statsmodels.api as sm
-from matplotlib.colors import LinearSegmentedColormap, Normalize, TwoSlopeNorm
-from matplotlib.lines import Line2D
-from matplotlib.patches import FancyBboxPatch, Patch
-from mpl_toolkits.axes_grid1 import make_axes_locatable
-
-# global list of excluded countries (ISO-3 codes)
-EXCLUDED_COUNTRIES = [
- "AFG",
- "BLR",
- "COD",
- "CAF",
- "CHN",
- "CUB",
- "ERI",
- "ETH",
- "HKG",
- "IRN",
- "PRK",
- "LBY",
- "MLI",
- "MMR",
- "MAC",
- "NIC",
- "RUS",
- "SDN",
- "SOM",
- "SSD",
- "SYR",
- "VEN",
- "YEM",
-]
-
-# Minimum observation thresholds
-MIN_OBSERVATIONS_COUNTRY = 200 # Threshold for countries
-MIN_OBSERVATIONS_US_STATE = 100 # Threshold for US states
-
-# Define the tier colors
-TIER_COLORS_LIST = ["#E6DBD0", "#E5C5AB", "#E4AF86", "#E39961", "#D97757"]
-
-# Anthropic brand color for borders
-ANTHROPIC_OAT = "#E3DACC"
-AUGMENTATION_COLOR = "#00A078"
-AUTOMATION_COLOR = "#FF9940"
-
-# Standard tier color mapping used throughout
-TIER_COLORS_DICT = {
- "Minimal": TIER_COLORS_LIST[0], # Lightest
- "Emerging (bottom 25%)": TIER_COLORS_LIST[1],
- "Lower middle (25-50%)": TIER_COLORS_LIST[2],
- "Upper middle (50-75%)": TIER_COLORS_LIST[3],
- "Leading (top 25%)": TIER_COLORS_LIST[4], # Darkest
-}
-
-# Standard tier ordering
-TIER_ORDER = [
- "Leading (top 25%)",
- "Upper middle (50-75%)",
- "Lower middle (25-50%)",
- "Emerging (bottom 25%)",
- "Minimal",
-]
-
-# Numeric tier color mapping (for tier values 0-4)
-TIER_COLORS_NUMERIC = {i: color for i, color in enumerate(TIER_COLORS_LIST)}
-
-# Numeric tier name mapping (for tier values 1-4 in actual data)
-TIER_NAMES_NUMERIC = {
- 1: "Emerging (bottom 25%)",
- 2: "Lower middle (25-50%)",
- 3: "Upper middle (50-75%)",
- 4: "Leading (top 25%)",
-}
-
-# Create a custom colormap that can be used for continuous variables
-CUSTOM_CMAP = LinearSegmentedColormap.from_list("custom_tier", TIER_COLORS_LIST, N=256)
-
-# Map layout constants
-MAP_PADDING_X = 0.25 # Horizontal padding for legend space
-MAP_PADDING_Y = 0.05 # Vertical padding
-ALASKA_INSET_BOUNDS = [0.26, 0.18, 0.15, 0.15] # [left, bottom, width, height]
-HAWAII_INSET_BOUNDS = [0.40, 0.18, 0.11, 0.11] # [left, bottom, width, height]
-
-
-# Figure style and setup
-def setup_plot_style():
- """Configure matplotlib."""
- plt.style.use("default")
- plt.rcParams.update(
- {
- "figure.dpi": 150,
- "savefig.dpi": 150,
- "font.size": 10,
- "axes.labelsize": 11,
- "axes.titlesize": 12,
- "xtick.labelsize": 9,
- "ytick.labelsize": 9,
- "legend.fontsize": 9,
- "figure.facecolor": "white",
- "axes.facecolor": "white",
- "savefig.facecolor": "white",
- "axes.edgecolor": "#333333",
- "axes.linewidth": 0.8,
- "axes.grid": True,
- "grid.alpha": 0.3,
- "grid.linestyle": "-",
- "grid.linewidth": 0.5,
- "axes.axisbelow": True,
- }
- )
-
-
-def create_figure(figsize=(12, 8), tight_layout=True, nrows=1, ncols=1):
- """Create a figure with consistent settings.
-
- Args:
- figsize: Figure size tuple
- tight_layout: Whether to use tight layout
- nrows: Number of subplot rows
- ncols: Number of subplot columns
-
- Returns:
- fig, ax or fig, axes depending on subplot configuration
- """
- fig, ax = plt.subplots(nrows, ncols, figsize=figsize)
- if tight_layout:
- fig.tight_layout()
- else:
- # Explicitly disable the layout engine to prevent warnings
- fig.set_layout_engine(layout="none")
- return fig, ax
-
-
-def format_axis(
- ax,
- xlabel=None,
- ylabel=None,
- title=None,
- xlabel_size=11,
- ylabel_size=11,
- title_size=13,
- grid=True,
- grid_alpha=0.3,
-):
- """Apply consistent axis formatting."""
- if xlabel:
- ax.set_xlabel(xlabel, fontsize=xlabel_size)
- if ylabel:
- ax.set_ylabel(ylabel, fontsize=ylabel_size)
- if title:
- ax.set_title(title, fontsize=title_size, fontweight="bold", pad=15)
- if grid:
- ax.grid(True, alpha=grid_alpha)
- return ax
-
-
-def get_color_normalizer(values, center_at_one=False, vmin=None, vmax=None):
- """Create appropriate color normalizer for data."""
- if center_at_one:
- # Use TwoSlopeNorm for diverging around 1.0
- if vmin is None:
- vmin = min(values.min(), 0.1)
- if vmax is None:
- vmax = max(values.max(), 2.0)
- return TwoSlopeNorm(vmin=vmin, vcenter=1.0, vmax=vmax)
- else:
- # Use regular normalization
- if vmin is None:
- vmin = values.min()
- if vmax is None:
- vmax = values.max()
- return Normalize(vmin=vmin, vmax=vmax)
-
-
-def create_tier_legend(
- ax,
- tier_colors,
- tiers_in_data,
- excluded_countries=False,
- no_data=False,
- loc="lower left",
- title="Anthropic AI Usage Index tier",
-):
- """Create a consistent tier legend for maps."""
- legend_elements = []
- for tier in TIER_ORDER:
- if tier in tiers_in_data:
- legend_elements.append(
- mpatches.Patch(
- facecolor=tier_colors[tier], edgecolor="none", label=tier
- )
- )
-
- if excluded_countries:
- legend_elements.append(
- mpatches.Patch(
- facecolor="#c0c0c0", edgecolor="white", label="Claude not available"
- )
- )
-
- if no_data:
- legend_elements.append(
- mpatches.Patch(facecolor="#f0f0f0", edgecolor="white", label="No data")
- )
-
- if legend_elements:
- ax.legend(
- handles=legend_elements,
- loc=loc,
- fontsize=10,
- bbox_to_anchor=(0, 0) if loc == "lower left" else None,
- title=title,
- title_fontsize=11,
- frameon=True,
- fancybox=True,
- shadow=True,
- )
-
- return ax
-
-
-# Data wrangling helpers
-
-
-def filter_df(df, **kwargs):
- """Universal filter helper for dataframes.
-
- Args:
- df: DataFrame to filter
- **kwargs: Column-value pairs to filter on
- Lists are handled with .isin()
-
- Returns:
- Filtered DataFrame
- """
- mask = pd.Series([True] * len(df), index=df.index)
-
- for key, value in kwargs.items():
- if value is None:
- continue # Skip None values
- if key in df.columns:
- if isinstance(value, list):
- mask = mask & df[key].isin(value)
- else:
- mask = mask & (df[key] == value)
-
- return df[mask]
-
-
-def get_filtered_geographies(df, min_obs_country=None, min_obs_state=None):
- """
- Get lists of countries and states that meet MIN_OBSERVATIONS thresholds.
-
- This function does NOT filter the dataframe - it only identifies which
- geographies meet the thresholds. The full dataframe is preserved
- so we can still report statistics for all geographies.
-
- Args:
- df: Input dataframe
- min_obs_country: Minimum observations for countries (default: MIN_OBSERVATIONS_COUNTRY)
- min_obs_state: Minimum observations for states (default: MIN_OBSERVATIONS_US_STATE)
-
- Returns:
- Tuple of (filtered_countries list, filtered_states list)
- """
- # Use defaults if not specified
- if min_obs_country is None:
- min_obs_country = MIN_OBSERVATIONS_COUNTRY
- if min_obs_state is None:
- min_obs_state = MIN_OBSERVATIONS_US_STATE
-
- # Get country usage counts
- country_usage = filter_df(df, facet="country", variable="usage_count").set_index(
- "geo_id"
- )["value"]
-
- # Get state usage counts
- state_usage = filter_df(df, facet="state_us", variable="usage_count").set_index(
- "geo_id"
- )["value"]
-
- # Get countries that meet threshold (excluding not_classified)
- filtered_countries = country_usage[country_usage >= min_obs_country].index.tolist()
- filtered_countries = [c for c in filtered_countries if c != "not_classified"]
-
- # Get states that meet threshold (excluding not_classified)
- filtered_states = state_usage[state_usage >= min_obs_state].index.tolist()
- filtered_states = [s for s in filtered_states if s != "not_classified"]
-
- return filtered_countries, filtered_states
-
-
-def filter_requests_by_threshold(df, geography, geo_id, level=1, threshold=1.0):
- """
- Filter requests to only include requests at a specific level that meet threshold requirements.
-
- Args:
- df: Long format dataframe with request data
- geography: Current geography level ('country' or 'state_us')
- geo_id: Current geography ID (e.g., 'USA', 'CA')
- level: Request level to filter (default=1 for middle aggregated)
- threshold: Minimum percentage threshold (default=1.0%)
-
- Returns:
- List of valid cluster_names that:
- 1. Are at the specified level (default level 1)
- 2. Have >= threshold % in the current geography
- 3. Have >= threshold % in the parent geography (USA for states, GLOBAL for countries)
- """
- # Determine parent geography
- if geography == "state_us":
- parent_geo = "USA"
- parent_geography = "country"
- elif geography == "country":
- parent_geo = "GLOBAL"
- parent_geography = "global"
- else: # global
- # For global, no parent filtering needed
- df_local = filter_df(
- df,
- geography=geography,
- geo_id=geo_id,
- facet="request",
- level=level,
- variable="request_pct",
- )
- return df_local[df_local["value"] >= threshold]["cluster_name"].tolist()
-
- # Get local request percentages at specified level
- df_local = filter_df(
- df,
- geography=geography,
- geo_id=geo_id,
- facet="request",
- level=level,
- variable="request_pct",
- )
-
- # Get parent request percentages at same level
- df_parent = filter_df(
- df,
- geography=parent_geography,
- geo_id=parent_geo,
- facet="request",
- level=level,
- variable="request_pct",
- )
-
- # Filter by local threshold
- local_valid = set(df_local[df_local["value"] >= threshold]["cluster_name"])
-
- # Filter by parent threshold
- parent_valid = set(df_parent[df_parent["value"] >= threshold]["cluster_name"])
-
- # Return intersection (must meet both thresholds)
- return list(local_valid & parent_valid)
-
-
-# Data loading
-
-
-def load_world_shapefile():
- """Load and prepare world shapefile for mapping."""
- url = "https://naciscdn.org/naturalearth/10m/cultural/ne_10m_admin_0_countries_iso.zip"
- world = gpd.read_file(url)
-
- # Remove Antarctica from the dataset entirely
- world = world[world["ISO_A3_EH"] != "ATA"]
-
- # Use Robinson projection for better world map appearance
- world = world.to_crs("+proj=robin")
-
- # Mark excluded countries using global EXCLUDED_COUNTRIES
- world["is_excluded"] = world["ISO_A3_EH"].isin(EXCLUDED_COUNTRIES)
-
- return world
-
-
-def load_us_states_shapefile():
- """Load and prepare US states shapefile for mapping."""
- import ssl
-
- # Create unverified SSL context to handle Census Bureau cert issues
- ssl._create_default_https_context = ssl._create_unverified_context
-
- states_url = (
- "https://www2.census.gov/geo/tiger/GENZ2018/shp/cb_2018_us_state_20m.zip"
- )
- states = gpd.read_file(states_url)
-
- # Filter out territories but keep all 50 states and DC
- states = states[~states["STUSPS"].isin(["PR", "VI", "MP", "GU", "AS"])]
-
- return states
-
-
-def merge_geo_data(shapefile, df_data, geo_column, columns_to_merge, is_tier=False):
- """Merge data with geographic shapefile.
-
- Args:
- shapefile: GeoDataFrame (world or states)
- df_data: DataFrame with data to merge
- geo_column: Column in shapefile to join on (e.g., 'ISO_A3_EH', 'STUSPS')
- columns_to_merge: List of columns to merge from df_data
- is_tier: Whether this is tier data (includes cluster_name)
-
- Returns:
- Merged GeoDataFrame
- """
- if is_tier and "cluster_name" not in columns_to_merge:
- columns_to_merge = columns_to_merge + ["cluster_name"]
-
- return shapefile.merge(
- df_data[columns_to_merge], left_on=geo_column, right_on="geo_id", how="left"
- )
-
-
-def prepare_map_data(
- geo_df,
- value_column="value",
- center_at_one=False,
- excluded_mask=None,
-):
- """Prepare data and normalization for map plotting.
-
- Args:
- geo_df: GeoDataFrame with geographic data and values to plot
- value_column: Name of column containing values to plot (default: "value")
- center_at_one: If True, center color scale at 1.0 for diverging colormap (default: False)
- excluded_mask: Boolean Series indicating which rows to exclude from normalization
- (e.g., countries where service isn't available). If None, no exclusions.
-
- Returns:
- tuple: (plot_column_name, norm) where norm is the matplotlib Normalize object
- """
- if excluded_mask is None:
- excluded_mask = pd.Series([False] * len(geo_df), index=geo_df.index)
-
- valid_data = geo_df[geo_df[value_column].notna() & ~excluded_mask][value_column]
-
- vmin = valid_data.min() if len(valid_data) > 0 else 0
- vmax = valid_data.max() if len(valid_data) > 0 else 1
- norm = get_color_normalizer(
- valid_data, center_at_one=center_at_one, vmin=vmin, vmax=vmax
- )
-
- return value_column, norm
-
-
-# Main visualization functions
-
-
-def plot_world_map(
- ax, world, data_column="value", tier_colors=None, cmap=None, norm=None
-):
- """Plot world map with data.
-
- Args:
- ax: matplotlib axis
- world: GeoDataFrame with world data (already merged with values)
- data_column: column name containing data to plot
- tier_colors: dict mapping tier names to colors (for categorical)
- cmap: colormap (for continuous)
- norm: normalization (for continuous)
- """
- if tier_colors:
- # Plot each tier with its color
- for tier, color in tier_colors.items():
- tier_countries = world[
- (world["cluster_name"] == tier) & (~world["is_excluded"])
- ]
- tier_countries.plot(ax=ax, color=color, edgecolor="white", linewidth=0.5)
- else:
- # Plot continuous data
- world_with_data = world[
- world[data_column].notna() & (world["is_excluded"] == False)
- ]
- world_with_data.plot(
- column=data_column, ax=ax, cmap=cmap, norm=norm, legend=False
- )
-
- # Plot excluded countries
- excluded = world[world["is_excluded"] == True]
- if not excluded.empty:
- excluded.plot(ax=ax, color="#c0c0c0", edgecolor="white", linewidth=0.5)
-
- # Plot no-data countries
- no_data = world[
- (world[data_column if not tier_colors else "cluster_name"].isna())
- & (~world["is_excluded"])
- ]
- if not no_data.empty:
- no_data.plot(ax=ax, color="#f0f0f0", edgecolor="white", linewidth=0.5)
-
- # Set appropriate bounds for Robinson projection
- ax.set_xlim(-17000000, 17000000)
- ax.set_ylim(-8500000, 8500000)
-
-
-def plot_us_states_map(
- fig, ax, states, data_column="value", tier_colors=None, cmap=None, norm=None
-):
- """Plot US states map with Alaska and Hawaii insets.
-
- Args:
- fig: matplotlib figure
- ax: main axis for continental US
- states: GeoDataFrame with state data (already merged with values)
- data_column: column name containing data to plot
- tier_colors: dict mapping tier names to colors (for categorical)
- cmap: colormap (for continuous)
- norm: normalization (for continuous)
- """
- # Project to EPSG:2163 for US Albers Equal Area
- states = states.to_crs("EPSG:2163")
-
- # Plot continental US (everything except AK and HI)
- continental = states[~states["STUSPS"].isin(["AK", "HI"])]
-
- # First plot all continental states as no-data background
- continental.plot(ax=ax, color="#f0f0f0", edgecolor="white", linewidth=0.5)
-
- # Plot continental states with data
- if tier_colors:
- # Plot each tier with its color
- for tier, color in tier_colors.items():
- tier_states = continental[continental["cluster_name"] == tier]
- if not tier_states.empty:
- tier_states.plot(ax=ax, color=color, edgecolor="white", linewidth=0.5)
- else:
- # Plot continuous data
- continental_with_data = continental[continental[data_column].notna()]
- if not continental_with_data.empty:
- continental_with_data.plot(
- column=data_column, ax=ax, cmap=cmap, norm=norm, legend=False
- )
-
- # Set axis limits with padding for legend
- xlim = ax.get_xlim()
- ylim = ax.get_ylim()
- x_padding = (xlim[1] - xlim[0]) * MAP_PADDING_X
- y_padding = (ylim[1] - ylim[0]) * MAP_PADDING_Y
- ax.set_xlim(xlim[0] - x_padding, xlim[1] + x_padding)
- ax.set_ylim(ylim[0] - y_padding, ylim[1] + y_padding)
-
- # Add Alaska inset
- akax = fig.add_axes(ALASKA_INSET_BOUNDS)
- akax.axis("off")
-
- alaska = states[states["STUSPS"] == "AK"]
- if not alaska.empty:
- alaska.plot(ax=akax, color="#f0f0f0", edgecolor="white", linewidth=0.5)
-
- if tier_colors and alaska["cluster_name"].notna().any():
- tier_name = alaska["cluster_name"].iloc[0]
- if tier_name in tier_colors:
- alaska.plot(
- ax=akax,
- color=tier_colors[tier_name],
- edgecolor="white",
- linewidth=0.5,
- )
- elif not tier_colors and alaska[data_column].notna().any():
- alaska.plot(column=data_column, ax=akax, cmap=cmap, norm=norm, legend=False)
-
- # Add Hawaii inset
- hiax = fig.add_axes(HAWAII_INSET_BOUNDS)
- hiax.axis("off")
-
- hawaii = states[states["STUSPS"] == "HI"]
- if not hawaii.empty:
- hawaii.plot(ax=hiax, color="#f0f0f0", edgecolor="white", linewidth=0.5)
-
- if tier_colors and hawaii["cluster_name"].notna().any():
- tier_name = hawaii["cluster_name"].iloc[0]
- if tier_name in tier_colors:
- hawaii.plot(
- ax=hiax,
- color=tier_colors[tier_name],
- edgecolor="white",
- linewidth=0.5,
- )
- elif not tier_colors and hawaii[data_column].notna().any():
- hawaii.plot(column=data_column, ax=hiax, cmap=cmap, norm=norm, legend=False)
-
-
-def plot_usage_index_bars(
- df,
- geography="country",
- top_n=None,
- figsize=(12, 8),
- title=None,
- filtered_entities=None,
- show_usage_counts=True,
- cmap=CUSTOM_CMAP,
-):
- """
- Create horizontal bar chart of Anthropic AI Usage Index.
-
- Args:
- df: Long format dataframe
- geography: 'country' or 'state_us'
- top_n: Number of top entities to show (None for all)
- figsize: Figure size
- title: Chart title
- filtered_entities: List of geo_id values to include (if None, include all)
- show_usage_counts: If True, show usage counts in labels (default: True)
- """
- # Get data
- df_metric = filter_df(
- df, geography=geography, facet=geography, variable="usage_per_capita_index"
- )
-
- # Apply entity filtering if provided
- if filtered_entities is not None:
- df_metric = df_metric[df_metric["geo_id"].isin(filtered_entities)]
-
- # Get usage counts for display if requested
- if show_usage_counts:
- df_usage = filter_df(
- df, geography=geography, facet=geography, variable="usage_count"
- )
- # Merge to get usage counts
- df_metric = df_metric.merge(
- df_usage[["geo_id", "value"]],
- on="geo_id",
- suffixes=("", "_usage"),
- how="left",
- )
-
- # Select entities to display
- if top_n is None or top_n >= len(df_metric):
- # Show all entities, sorted by lowest value first (will appear at bottom of chart)
- df_top = df_metric.sort_values("value", ascending=True)
- # Adjust figure height for many entities
- if len(df_top) > 20:
- figsize = (figsize[0], max(10, len(df_top) * 0.3))
- else:
- # Select top N entities, then sort ascending so highest values appear at top
- df_top = df_metric.nlargest(top_n, "value")
- df_top = df_top.sort_values("value", ascending=True)
-
- # Create figure
- fig, ax = create_figure(figsize=figsize)
-
- # Get colormap and create diverging colors centered at 1
- values = df_top["value"].values
- min_val = values.min()
- max_val = values.max()
-
- # Determine the range for symmetric color scaling around 1
- max_distance = max(abs(min_val - 1), abs(max_val - 1))
-
- # Normalize values for color mapping
- if max_distance > 0:
- # Normalize to 0-1 centered at 0.5 for value 1
- normalized = 0.5 + (values - 1) / (2 * max_distance)
- # Truncate colormap to avoid too light colors
- truncate_low = 0.2
- truncate_high = 0.8
- normalized = truncate_low + normalized * (truncate_high - truncate_low)
- normalized = np.clip(normalized, truncate_low, truncate_high)
- else:
- normalized = np.ones_like(values) * 0.5
-
- colors = cmap(normalized)
-
- # Create horizontal bars
- y_positions = range(len(df_top))
- bars = ax.barh(y_positions, values, color=colors, height=0.7)
-
- # Set y-tick labels
- ax.set_yticks(y_positions)
- ax.set_yticklabels(df_top["geo_name"].values)
-
- # Set y-axis limits to reduce white space
- ax.set_ylim(-0.5, len(df_top) - 0.5)
-
- # Add baseline reference line at 1.0
- ax.axvline(x=1.0, color="black", linestyle="--", alpha=0.5, linewidth=1)
-
- # Calculate and set x-axis limits with extra space for labels
- if max_val > 2:
- ax.set_xlim(0, max_val * 1.25)
- else:
- ax.set_xlim(0, max_val * 1.2)
-
- # Add value labels and usage counts
- for i, bar in enumerate(bars):
- width = bar.get_width()
- # Always use 2 decimal places for consistency
- label = f"{width:.2f}"
-
- # Get usage count
- usage_count = df_top.iloc[i]["value_usage"]
- if usage_count >= 1000:
- usage_str = f"{usage_count / 1000:.1f}k"
- else:
- usage_str = f"{int(usage_count)}"
-
- # For top_n > 20, combine label with usage count to avoid overlap
- if not top_n or top_n > 20:
- combined_label = f"{label} (N={usage_str})"
- ax.text(
- width + 0.03,
- bar.get_y() + bar.get_height() / 2.0,
- combined_label,
- ha="left",
- va="center",
- fontsize=8,
- )
- else:
- # Add value label to the right of the bar
- ax.text(
- width + 0.03,
- bar.get_y() + bar.get_height() / 2.0,
- label,
- ha="left",
- va="center",
- fontsize=9,
- )
-
- # Add usage count inside the bar
- usage_str_full = f"N = {usage_str}"
- ax.text(
- 0.05,
- bar.get_y() + bar.get_height() / 2.0,
- usage_str_full,
- ha="left",
- va="center",
- fontsize=8,
- color="white",
- )
-
- # Set labels and title
- if top_n:
- default_title = f"Top {top_n} {'countries' if geography == 'country' else 'US states'} by Anthropic AI Usage Index"
- else:
- default_title = f"Anthropic AI Usage Index by {'country' if geography == 'country' else 'US state'}"
-
- format_axis(
- ax,
- xlabel="Anthropic AI Usage Index (usage % / working-age population %)",
- title=title or default_title,
- grid=True,
- grid_alpha=0.3,
- )
-
- return fig
-
-
-def plot_variable_bars(
- df,
- variable,
- facet,
- geography="country",
- geo_id=None,
- top_n=None,
- figsize=(12, 8),
- title=None,
- xlabel=None,
- filtered_entities=None,
- cmap=CUSTOM_CMAP,
- normalize=False,
- exclude_not_classified=False,
-):
- """
- Create horizontal bar chart for any variable.
-
- Args:
- df: Long format dataframe
- variable: Variable name to plot (e.g., 'soc_pct', 'gdp_per_capita')
- facet: Facet to use
- geography: 'country' or 'state_us'
- geo_id: Optional specific geo_id to filter (e.g., 'USA' for SOC data)
- top_n: Number of top entities to show (None for all)
- figsize: Figure size
- title: Chart title
- xlabel: x-axis label
- filtered_entities: List of cluster_name or geo_id values to include
- cmap: Colormap to use
- normalize: If True, rescale values to sum to 100% (useful for percentages)
- exclude_not_classified: If True, exclude 'not_classified' entries before normalizing
- """
- # Get data
- df_metric = filter_df(
- df, geography=geography, facet=facet, variable=variable, geo_id=geo_id
- )
-
- # Exclude not_classified if requested (before normalization)
- if exclude_not_classified:
- # Check both cluster_name and geo_id columns
- if "cluster_name" in df_metric.columns:
- df_metric = df_metric[
- ~df_metric["cluster_name"].isin(["not_classified", "none"])
- ]
- if "geo_id" in df_metric.columns:
- df_metric = df_metric[~df_metric["geo_id"].isin(["not_classified", "none"])]
-
- # Normalize if requested (after filtering not_classified)
- if normalize:
- total_sum = df_metric["value"].sum()
- if total_sum > 0:
- df_metric["value"] = (df_metric["value"] / total_sum) * 100
-
- # Apply entity filtering if provided
- if filtered_entities is not None:
- # Check if we're filtering by cluster_name or geo_id
- if "cluster_name" in df_metric.columns:
- df_metric = df_metric[df_metric["cluster_name"].isin(filtered_entities)]
- else:
- df_metric = df_metric[df_metric["geo_id"].isin(filtered_entities)]
-
- # Select entities to display
- if top_n is None or top_n >= len(df_metric):
- # Show all entities, sorted by lowest value first
- df_top = df_metric.sort_values("value", ascending=True)
- # Adjust figure height for many entities
- if len(df_top) > 20:
- figsize = (figsize[0], max(10, len(df_top) * 0.3))
- else:
- # Select top N entities
- df_top = df_metric.nlargest(top_n, "value")
- df_top = df_top.sort_values("value", ascending=True)
-
- # Create figure
- fig, ax = create_figure(figsize=figsize)
-
- # Get colormap and colors
- values = df_top["value"].values
- min_val = values.min()
- max_val = values.max()
-
- # Linear color mapping
- if max_val > min_val:
- normalized = (values - min_val) / (max_val - min_val)
- # Truncate to avoid extremes
- normalized = 0.2 + normalized * 0.6
- else:
- normalized = np.ones_like(values) * 0.5
-
- colors = cmap(normalized)
-
- # Create horizontal bars
- y_positions = range(len(df_top))
- bars = ax.barh(y_positions, values, color=colors, height=0.7)
-
- # Set y-tick labels
- ax.set_yticks(y_positions)
- # Use cluster_name or geo_name depending on what's available
- if "cluster_name" in df_top.columns:
- labels = df_top["cluster_name"].values
- elif "geo_name" in df_top.columns:
- labels = df_top["geo_name"].values
- else:
- labels = df_top["geo_id"].values
- ax.set_yticklabels(labels)
-
- # Set y-axis limits to reduce white space
- ax.set_ylim(-0.5, len(df_top) - 0.5)
-
- # Calculate and set x-axis limits
- x_range = max_val - min_val
- if min_val < 0:
- # Include negative values with some padding
- ax.set_xlim(min_val - x_range * 0.1, max_val + x_range * 0.2)
- else:
- # Positive values only
- ax.set_xlim(0, max_val * 1.2)
-
- # Add value labels
- for _, bar in enumerate(bars):
- width = bar.get_width()
- # Format based on value magnitude
- if abs(width) >= 1000:
- label = f"{width:.0f}"
- elif abs(width) >= 10:
- label = f"{width:.1f}"
- else:
- label = f"{width:.2f}"
-
- # Position label
- if width < 0:
- ha = "right"
- x_offset = -0.01 * (max_val - min_val)
- else:
- ha = "left"
- x_offset = 0.01 * (max_val - min_val)
-
- ax.text(
- width + x_offset,
- bar.get_y() + bar.get_height() / 2.0,
- label,
- ha=ha,
- va="center",
- fontsize=8 if len(df_top) > 20 else 9,
- )
-
- # Set labels and title
- if not title:
- if top_n:
- title = f"Top {top_n} by {variable}"
- else:
- title = f"{variable} distribution"
-
- format_axis(
- ax,
- xlabel=xlabel or variable,
- title=title,
- grid=True,
- grid_alpha=0.3,
- )
-
- return fig
-
-
-def plot_usage_share_bars(
- df,
- geography="country",
- top_n=20,
- figsize=(12, 8),
- title=None,
- filtered_entities=None,
- cmap=CUSTOM_CMAP,
-):
- """
- Create bar chart showing share of global usage.
-
- Args:
- df: Long format dataframe
- geography: Geographic level
- top_n: Number of top entities
- figsize: Figure size
- title: Chart title
- filtered_entities: List of geo_id values to include (if None, include all)
-
- """
- # Get data
- df_metric = filter_df(
- df, geography=geography, facet=geography, variable="usage_pct"
- )
-
- # Exclude "not_classified" from the data
- df_metric = df_metric[df_metric["geo_id"] != "not_classified"]
-
- # Apply entity filtering if provided
- if filtered_entities is not None:
- df_metric = df_metric[df_metric["geo_id"].isin(filtered_entities)]
-
- # Get top n
- df_top = df_metric.nlargest(top_n, "value")
-
- # Create figure
- fig, ax = create_figure(figsize=figsize)
-
- # Create bars
- positions = range(len(df_top))
- values = df_top["value"].values
- names = df_top["geo_name"].values
-
- # Use custom colormap
- norm = get_color_normalizer(values, center_at_one=False)
- colors = [cmap(norm(val)) for val in values]
-
- bars = ax.bar(positions, values, color=colors, alpha=0.8)
-
- # Customize
- ax.set_xticks(positions)
- ax.set_xticklabels(names, rotation=45, ha="right")
- # Reduce horizontal margins to bring bars closer to plot borders
- ax.margins(x=0.01)
-
- default_title = f"Top {top_n} {'countries' if geography == 'country' else 'US states'} by share of global Claude usage"
- format_axis(
- ax, ylabel="Share of global usage (%)", title=title or default_title, grid=False
- )
-
- # Add value labels
- for bar, value in zip(bars, values, strict=True):
- label = f"{value:.1f}%"
-
- # Add value label above the bar
- ax.text(
- bar.get_x() + bar.get_width() / 2,
- value + 0.1,
- label,
- ha="center",
- fontsize=8,
- )
-
- # Grid
- ax.grid(True, axis="y", alpha=0.3)
-
- return fig
-
-
-def plot_usage_index_histogram(
- df, geography="country", bins=30, figsize=(10, 6), title=None, cmap=CUSTOM_CMAP
-):
- """
- Create histogram of Anthropic AI Usage Index distribution.
-
- Args:
- df: Long format dataframe
- geography: Geographic level
- bins: Number of histogram bins
- figsize: Figure size
- title: Chart title
- """
- # Get data
- df_metric = filter_df(
- df, geography=geography, facet=geography, variable="usage_per_capita_index"
- )
-
- # Create figure
- fig, ax = create_figure(figsize=figsize)
-
- # Create histogram
- values = df_metric["value"].values
- _, bins_edges, patches = ax.hist(
- values, bins=bins, edgecolor="white", linewidth=0.5
- )
-
- # Color bars with custom gradient based on value
- norm = get_color_normalizer(
- values,
- center_at_one=False,
- vmin=min(bins_edges[0], 0),
- vmax=max(bins_edges[-1], 2),
- )
-
- for patch, left_edge, right_edge in zip(
- patches, bins_edges[:-1], bins_edges[1:], strict=True
- ):
- # Use the midpoint of the bin for color
- mid_val = (left_edge + right_edge) / 2
- color = cmap(norm(mid_val))
- patch.set_facecolor(color)
-
- # Add vertical line at 1.0 (where usage and population shares match)
- ax.axvline(x=1.0, color="black", linestyle="--", alpha=0.5, linewidth=1)
-
- # Add statistics
- mean_val = values.mean()
- median_val = np.median(values)
-
- stats_text = f"Mean: {mean_val:.2f}\nMedian: {median_val:.2f}\nN = {len(values)}"
- ax.text(
- 0.98,
- 0.97,
- stats_text,
- transform=ax.transAxes,
- ha="right",
- va="top",
- fontsize=9,
- bbox=dict(boxstyle="round", facecolor="white", alpha=0.8),
- )
-
- # Customize
- geo_label = "countries" if geography == "country" else "US states"
- default_title = f"Distribution of Anthropic AI Usage Index ({geo_label})"
-
- format_axis(
- ax,
- xlabel="Anthropic AI Usage Index (usage % / working-age population %)",
- ylabel=f"Number of {geo_label}",
- title=title or default_title,
- )
-
- return fig
-
-
-def plot_gdp_scatter(
- df,
- geography="country",
- figsize=(10, 8),
- title=None,
- cmap=CUSTOM_CMAP,
- filtered_entities=None,
-):
- """
- Create log-log scatter plot of GDP vs Anthropic AI Usage Index.
-
- Args:
- df: Long format dataframe
- geography: Geographic level
- figsize: Figure size
- title: Chart title
- cmap: Colormap to use
- filtered_entities: List of geo_id values that meet MIN_OBSERVATIONS threshold (optional)
- """
- # Get usage data
- df_usage = filter_df(
- df, geography=geography, facet=geography, variable="usage_per_capita_index"
- )
-
- # Apply filtering if provided
- if filtered_entities is not None:
- df_usage = df_usage[df_usage["geo_id"].isin(filtered_entities)]
-
- df_usage = df_usage[["geo_id", "cluster_name", "value"]].rename(
- columns={"value": "usage_index"}
- )
-
- # Get GDP data
- df_gdp = filter_df(
- df, geography=geography, facet=geography, variable="gdp_per_working_age_capita"
- )
-
- # Apply same filtering to GDP data
- if filtered_entities is not None:
- df_gdp = df_gdp[df_gdp["geo_id"].isin(filtered_entities)]
-
- df_gdp = df_gdp[["geo_id", "value"]].rename(columns={"value": "gdp_per_capita"})
-
- # Merge
- df_plot = df_usage.merge(df_gdp, on="geo_id", how="inner")
-
- # Filter out zeros and negative values for log scale
- # Explicitly check both GDP and usage are positive (will be true for filtered geos)
- mask = (df_plot["gdp_per_capita"] > 0) & (df_plot["usage_index"] > 0)
- df_plot = df_plot[mask]
-
- # Create figure
- fig, ax = create_figure(figsize=figsize)
-
- # Create scatter plot with geo_id values as labels
- x = df_plot["gdp_per_capita"].values
- y = df_plot["usage_index"].values
-
- # Transform to log space for plotting
- log_x = np.log(x)
- log_y = np.log(y)
-
- # Create norm for colorbar (using natural log)
- norm = plt.Normalize(vmin=log_y.min(), vmax=log_y.max())
-
- # First, plot invisible points to ensure matplotlib's autoscaling includes all data points
- ax.scatter(log_x, log_y, s=0, alpha=0) # Size 0, invisible points for autoscaling
-
- # Plot the geo_id values as text at the exact data points in log space
- for ln_x, ln_y, geo_id in zip(log_x, log_y, df_plot["geo_id"].values, strict=True):
- # Get color from colormap based on ln(usage_index)
- color_val = norm(ln_y)
- text_color = cmap(color_val)
-
- ax.text(
- ln_x,
- ln_y,
- geo_id,
- fontsize=7,
- ha="center",
- va="center",
- color=text_color,
- alpha=0.9,
- weight="bold",
- )
-
- # Add constant for intercept
- X_with_const = sm.add_constant(log_x)
-
- # Fit OLS regression in log space
- model = sm.OLS(log_y, X_with_const)
- results = model.fit()
-
- # Extract statistics
- intercept = results.params[0]
- slope = results.params[1]
- r_squared = results.rsquared
- p_value = results.pvalues[1] # p-value for slope
-
- # Create fit line (we're already in log space)
- x_fit = np.linspace(log_x.min(), log_x.max(), 100)
- y_fit = intercept + slope * x_fit
- ax.plot(
- x_fit,
- y_fit,
- "gray",
- linestyle="--",
- alpha=0.7,
- linewidth=2,
- label=f"Power law: AUI ~ GDP^{slope:.2f}",
- )
-
- # Add regression statistics
- # Format p-value display
- if p_value < 0.001:
- p_str = "p < 0.001"
- else:
- p_str = f"p = {p_value:.3f}"
-
- ax.text(
- 0.05,
- 0.95,
- f"$\\beta = {slope:.3f}\\ ({p_str})$\n$R^2 = {r_squared:.3f}$",
- transform=ax.transAxes,
- fontsize=10,
- bbox=dict(boxstyle="round", facecolor="white", alpha=0.8),
- verticalalignment="top",
- )
-
- # Customize labels for log-transformed values
- xlabel = "ln(GDP per working-age capita in USD)"
- ylabel = "ln(Anthropic AI Usage Index)"
- default_title = f"Income and Anthropic AI Usage Index by {'country' if geography == 'country' else 'US state'}"
-
- format_axis(
- ax, xlabel=xlabel, ylabel=ylabel, title=title or default_title, grid=False
- )
-
- # Grid for log scale
- ax.grid(True, alpha=0.3, which="both", linestyle="-", linewidth=0.5)
-
- # Add legend
- ax.legend(loc="best")
-
- # Create colorbar using ScalarMappable
- scalar_mappable = plt.cm.ScalarMappable(cmap=cmap, norm=norm)
- scalar_mappable.set_array([])
- cbar = plt.colorbar(scalar_mappable, ax=ax)
- cbar.set_label(
- "ln(Anthropic AI Usage Index)", fontsize=9, rotation=270, labelpad=15
- )
-
- return fig
-
-
-def plot_request_comparison_cards(
- df,
- geo_ids,
- title,
- geography,
- top_n=5,
- figsize=(10, 6),
- exclude_not_classified=True,
- request_level=1,
- request_threshold=1.0,
-):
- """
- Create a condensed card visualization showing top overrepresented request categories
- for multiple geographies (countries or states).
-
- Args:
- df: Long format dataframe
- geo_ids: List of geography IDs to compare (e.g., ['USA', 'BRA', 'VNM', 'IND'])
- title: Title for the figure (required)
- geography: Geographic level ('country' or 'state_us')
- top_n: Number of top requests to show per geography (default 5)
- figsize: Figure size as tuple
- exclude_not_classified: Whether to exclude "not_classified" entries
- request_level: Request hierarchy level to use (default 1)
- request_threshold: Minimum percentage threshold for requests (default 1.0%)
- """
- # Get data for specified geography
- data_subset = filter_df(df, facet="request", geo_id=geo_ids, geography=geography)
-
- # Filter for request_pct_index variable and specified level
- data_subset = filter_df(
- data_subset, variable="request_pct_index", level=request_level
- )
-
- # Exclude not_classified if requested
- if exclude_not_classified:
- data_subset = data_subset[
- ~data_subset["cluster_name"].str.contains("not_classified", na=False)
- ]
-
- # Get tier and geo_name information
- geo_info = filter_df(
- df, geography=geography, variable="usage_tier", geo_id=geo_ids
- )[["geo_id", "geo_name", "value"]].drop_duplicates()
- tier_map = dict(zip(geo_info["geo_id"], geo_info["value"], strict=True))
- name_map = dict(zip(geo_info["geo_id"], geo_info["geo_name"], strict=True))
-
- # Set up figure with 2x2 grid for 4 geographies
- n_rows, n_cols = 2, 2
- fig, axes = create_figure(figsize=figsize, nrows=n_rows, ncols=n_cols)
- axes = axes.flatten()
-
- # Use global tier colors
- tier_colors = TIER_COLORS_NUMERIC
-
- # Process each geography
- for idx, geo_id in enumerate(geo_ids):
- ax = axes[idx]
-
- # Apply request threshold filtering to get valid requests for this geography
- valid_requests = filter_requests_by_threshold(
- df, geography, geo_id, level=request_level, threshold=request_threshold
- )
-
- # Get data for this geography, filtered by valid requests
- geo_data = data_subset[
- (data_subset["geo_id"] == geo_id)
- & (data_subset["cluster_name"].isin(valid_requests))
- & (data_subset["value"] > 1.0) # Only show overrepresented requests
- ].copy()
-
- # Get top n from the filtered requests
- geo_data = geo_data.nlargest(top_n, "value")
-
- # Get tier color
- tier = tier_map[geo_id]
- base_color = tier_colors[tier]
-
- # Create a lighter version of the tier color for the card background
- rgb = mcolors.to_rgb(base_color)
- # Mix with white (85% white, 15% color for very subtle background)
- pastel_rgb = tuple(0.85 + 0.15 * c for c in rgb)
- card_bg_color = mcolors.to_hex(pastel_rgb)
-
- # Fill entire axis with background color
- ax.set_facecolor(card_bg_color)
-
- # Create card with requests
- card_height = 0.9 # Fixed height for all cards
- card_bottom = 0.965 - card_height # Consistent positioning
-
- card_rect = FancyBboxPatch(
- (0.10, card_bottom),
- 0.80,
- card_height,
- transform=ax.transAxes,
- boxstyle="round,pad=0.02,rounding_size=0.035",
- facecolor=card_bg_color,
- edgecolor="none",
- linewidth=2,
- clip_on=False,
- )
- ax.add_patch(card_rect)
-
- # Header bar
- header_top = 0.965 - 0.10
- header_rect = FancyBboxPatch(
- (0.14, header_top),
- 0.72,
- 0.08,
- transform=ax.transAxes,
- boxstyle="round,pad=0.01,rounding_size=0.03",
- facecolor=base_color,
- edgecolor="none",
- alpha=0.7,
- clip_on=False,
- )
- ax.add_patch(header_rect)
-
- # Add geography name
- geo_name = name_map[geo_id]
-
- ax.text(
- 0.5,
- header_top + 0.04,
- geo_name,
- transform=ax.transAxes,
- ha="center",
- va="center",
- fontsize=12,
- fontweight="bold",
- color="#1C1C1C",
- )
-
- # Adjust start position below header upwards
- y_pos = header_top - 0.05
-
- for _, row in geo_data.iterrows():
- request = row["cluster_name"]
- value = row["value"]
-
- # Format ratio
- if value >= 10:
- ratio_str = f"{value:.0f}x"
- elif value >= 2:
- ratio_str = f"{value:.1f}x"
- else:
- ratio_str = f"{value:.2f}x"
-
- # Wrap text
- wrapped_text = textwrap.fill(request, width=46, break_long_words=False)
- lines = wrapped_text.split("\n")
-
- # Display text lines with sufficient line spacing
- line_spacing = 0.045
- for j, line in enumerate(lines):
- ax.text(
- 0.13, # Adjust text position for wider card
- y_pos - j * line_spacing,
- line,
- transform=ax.transAxes,
- ha="left",
- va="top",
- fontsize=9,
- color="#1C1C1C",
- rasterized=False,
- )
-
- # Position ratio with adjusted margin for wide card
- text_height = len(lines) * line_spacing
- ax.text(
- 0.85,
- y_pos - (text_height - line_spacing) / 2,
- ratio_str,
- transform=ax.transAxes,
- ha="right",
- va="center",
- fontsize=10,
- fontweight="bold",
- color="#B85450",
- rasterized=False,
- )
-
- # Add space between different requests
- y_pos -= text_height + 0.05
-
- # Remove axes
- ax.axis("off")
-
- # Add title
- fig.suptitle(title, fontsize=14, fontweight="bold", y=0.98)
-
- plt.tight_layout()
- plt.subplots_adjust(
- top=0.92, bottom=0.02, left=0.01, right=0.99, hspace=0.02, wspace=0.02
- )
-
- return fig
-
-
-def plot_dc_task_request_cards(
- df,
- title,
- figsize=(10, 5),
-):
- """
- Create professional card visualizations showing top overrepresented O*NET tasks and requests for Washington, DC.
-
- Args:
- df: Long format dataframe
- figsize: Figure size as tuple
- title: Optional title for the figure
- """
- # Fixed parameters for DC
- geo_id = "DC"
- geography = "state_us"
- top_n = 5
-
- # Get tier for color
- tier_data = filter_df(
- df, geography=geography, variable="usage_tier", geo_id=[geo_id]
- )
- tier = tier_data["value"].iloc[0]
-
- # Use tier color
- tier_colors = TIER_COLORS_NUMERIC
- base_color = tier_colors[tier]
-
- # Create lighter version for card background
- rgb = mcolors.to_rgb(base_color)
- pastel_rgb = tuple(0.85 + 0.15 * c for c in rgb)
- card_bg_color = mcolors.to_hex(pastel_rgb)
-
- # Create figure with 2 subplots (cards)
- fig, axes = create_figure(figsize=figsize, ncols=2)
-
- # Card 1: Top O*NET Tasks
- ax1 = axes[0]
- ax1.set_facecolor(card_bg_color)
-
- # Get O*NET task data
- df_tasks = filter_df(
- df,
- geography=geography,
- geo_id=[geo_id],
- facet="onet_task",
- variable="onet_task_pct_index",
- )
-
- # Exclude not_classified and none
- df_tasks = df_tasks[~df_tasks["cluster_name"].isin(["not_classified", "none"])]
-
- # Get top n overrepresented tasks
- df_tasks = df_tasks[df_tasks["value"] > 1.0].nlargest(top_n, "value")
-
- # Use fixed card heights
- card_height_tasks = 0.955
- card_bottom_tasks = 0.965 - card_height_tasks
-
- # Draw card for O*NET tasks
- card_rect1 = FancyBboxPatch(
- (0.10, card_bottom_tasks),
- 0.80,
- card_height_tasks,
- transform=ax1.transAxes,
- boxstyle="round,pad=0.02,rounding_size=0.035",
- facecolor=card_bg_color,
- edgecolor="none",
- linewidth=2,
- clip_on=False,
- )
- ax1.add_patch(card_rect1)
-
- # Header for O*NET tasks
- header_top = 0.965 - 0.10
- header_rect1 = FancyBboxPatch(
- (0.12, header_top),
- 0.76,
- 0.08,
- transform=ax1.transAxes,
- boxstyle="round,pad=0.01,rounding_size=0.03",
- facecolor=base_color,
- edgecolor="none",
- alpha=0.7,
- clip_on=False,
- )
- ax1.add_patch(header_rect1)
-
- ax1.text(
- 0.5,
- header_top + 0.04,
- "Top 5 overrepresented O*NET tasks in DC",
- transform=ax1.transAxes,
- ha="center",
- va="center",
- fontsize=11,
- fontweight="bold",
- color="#1C1C1C",
- )
-
- # Add task items
- y_pos = header_top - 0.05
-
- for _, row in df_tasks.iterrows():
- task = row["cluster_name"]
- value = row["value"]
-
- # Convert to sentence case and remove trailing period
- task = task[0].upper() + task[1:].lower() if task else task
- task = task.rstrip(".") # Remove trailing period
-
- # Format ratio - always with 2 decimal places
- ratio_str = f"{value:.2f}x"
-
- # Wrap text
- wrapped_text = textwrap.fill(task, width=46, break_long_words=False)
- lines = wrapped_text.split("\n")
-
- # Display text lines
- line_spacing = 0.045
- for j, line in enumerate(lines):
- ax1.text(
- 0.13,
- y_pos - j * line_spacing,
- line,
- transform=ax1.transAxes,
- ha="left",
- va="top",
- fontsize=9,
- color="#1C1C1C",
- rasterized=False,
- )
-
- # Add ratio at the right with consistent color
- ax1.text(
- 0.87,
- y_pos - (len(lines) - 1) * line_spacing / 2,
- ratio_str,
- transform=ax1.transAxes,
- ha="right",
- va="center",
- fontsize=10,
- color="#B85450",
- fontweight="bold",
- )
-
- # Move to next item position
- y_pos -= len(lines) * line_spacing + 0.025
-
- ax1.axis("off")
-
- # Card 2: Top Requests
- ax2 = axes[1]
- ax2.set_facecolor(card_bg_color)
-
- # Get valid requests using threshold
- valid_requests = filter_requests_by_threshold(
- df, geography, geo_id, level=1, threshold=1.0
- )
-
- # Get request data
- df_requests = filter_df(
- df,
- geography=geography,
- geo_id=[geo_id],
- facet="request",
- variable="request_pct_index",
- level=1,
- )
-
- # Filter by valid requests and overrepresented
- df_requests = df_requests[
- (df_requests["cluster_name"].isin(valid_requests))
- & (df_requests["value"] > 1.0)
- & (~df_requests["cluster_name"].str.contains("not_classified", na=False))
- ]
-
- # Get top n
- df_requests = df_requests.nlargest(top_n, "value")
-
- # Draw card for requests with fixed height
- card_height_requests = 0.72
- card_bottom_requests = 0.965 - card_height_requests
-
- card_rect2 = FancyBboxPatch(
- (0.10, card_bottom_requests),
- 0.80,
- card_height_requests,
- transform=ax2.transAxes,
- boxstyle="round,pad=0.02,rounding_size=0.035",
- facecolor=card_bg_color,
- edgecolor="none",
- linewidth=2,
- clip_on=False,
- )
- ax2.add_patch(card_rect2)
-
- # Header for requests
- header_rect2 = FancyBboxPatch(
- (0.12, header_top),
- 0.76,
- 0.08,
- transform=ax2.transAxes,
- boxstyle="round,pad=0.01,rounding_size=0.03",
- facecolor=base_color,
- edgecolor="none",
- alpha=0.7,
- clip_on=False,
- )
- ax2.add_patch(header_rect2)
-
- ax2.text(
- 0.5,
- header_top + 0.04,
- "Top 5 overrepresented request clusters in DC",
- transform=ax2.transAxes,
- ha="center",
- va="center",
- fontsize=11,
- fontweight="bold",
- color="#1C1C1C",
- )
-
- # Add request items
- y_pos = header_top - 0.05
-
- for _, row in df_requests.iterrows():
- request = row["cluster_name"]
- value = row["value"]
-
- # Format ratio always with 2 decimal places
- ratio_str = f"{value:.2f}x"
-
- # Wrap text
- wrapped_text = textwrap.fill(request, width=46, break_long_words=False)
- lines = wrapped_text.split("\n")
-
- # Display text lines
- line_spacing = 0.045
- for j, line in enumerate(lines):
- ax2.text(
- 0.13,
- y_pos - j * line_spacing,
- line,
- transform=ax2.transAxes,
- ha="left",
- va="top",
- fontsize=9,
- color="#1C1C1C",
- rasterized=False,
- )
-
- # Add ratio at the right with consistent color
- ax2.text(
- 0.87,
- y_pos - (len(lines) - 1) * line_spacing / 2,
- ratio_str,
- transform=ax2.transAxes,
- ha="right",
- va="center",
- fontsize=10,
- color="#B85450",
- fontweight="bold",
- )
-
- # Move to next item position
- y_pos -= len(lines) * line_spacing + 0.025
-
- ax2.axis("off")
-
- # Add subtle title if provided
- fig.suptitle(title, fontsize=13, fontweight="bold", y=0.98)
-
- plt.tight_layout()
- return fig
-
-
-# Summary statistics function
-def plot_tier_summary_table(df, geography="country", figsize=(12, 6)):
- """
- Create a visual table showing entities per tier and example members.
-
- Args:
- df: Long format dataframe
- geography: 'country' or 'state_us'
- figsize: Figure size
- """
- # Get tier data
- df_tier = filter_df(df, geography=geography, variable="usage_tier")
-
- # Exclude US territories that appear as countries (may be confusing to readers)
- if geography == "country":
- us_territories_as_countries = [
- "PRI",
- "VIR",
- "GUM",
- "ASM",
- "MNP",
- ] # Puerto Rico, Virgin Islands, Guam, American Samoa, Northern Mariana Islands
- df_tier = df_tier[~df_tier["geo_id"].isin(us_territories_as_countries)]
-
- # Get usage per capita index for sorting entities within tiers
- df_usage_index = filter_df(
- df, geography=geography, variable="usage_per_capita_index"
- )
-
- # Apply same territory filter to usage index data
- if geography == "country":
- df_usage_index = df_usage_index[
- ~df_usage_index["geo_id"].isin(us_territories_as_countries)
- ]
-
- # Merge tier with usage index
- df_tier_full = df_tier[["geo_id", "geo_name", "cluster_name"]].merge(
- df_usage_index[["geo_id", "value"]],
- on="geo_id",
- how="left",
- suffixes=("", "_index"),
- )
-
- # Use global tier colors
- tier_colors = TIER_COLORS_DICT
-
- # Calculate appropriate figure height based on number of tiers
- n_tiers = sum(
- 1 for tier in TIER_ORDER if tier in df_tier_full["cluster_name"].values
- )
- # Adjust height: minimal padding for compact display
- fig_height = 0.5 + n_tiers * 0.3 # Much more compact
-
- # Create figure with calculated size
- fig, ax = create_figure(figsize=(figsize[0], fig_height))
- ax.axis("tight")
- ax.axis("off")
-
- # Make background transparent
- fig.patch.set_alpha(0.0)
- ax.patch.set_alpha(0.0)
-
- # Prepare table data
- table_data = []
- entity_type = "countries" if geography == "country" else "states"
- col_labels = [
- "Tier",
- "AUI range",
- f"# of {entity_type}",
- f"Example {entity_type}",
- ]
-
- for tier in TIER_ORDER:
- if tier in df_tier_full["cluster_name"].values:
- # Get entities in this tier
- tier_entities = filter_df(df_tier_full, cluster_name=tier)
- count = len(tier_entities)
-
- # Calculate usage index range for this tier
- min_index = tier_entities["value"].min()
- max_index = tier_entities["value"].max()
- index_range = f"{min_index:.2f} - {max_index:.2f}"
-
- # For Minimal tier where all have 0 index, pick shortest names
- if tier == "Minimal" and tier_entities["value"].max() == 0:
- tier_entities = tier_entities.copy()
- tier_entities["name_length"] = tier_entities["geo_name"].str.len()
- top_entities = tier_entities.nsmallest(5, "name_length")[
- "geo_name"
- ].tolist()
- else:
- # Get top 5 entities by usage index in this tier
- top_entities = tier_entities.nlargest(5, "value")["geo_name"].tolist()
-
- # Format the example entities as a comma-separated string
- examples = ", ".join(top_entities[:5])
-
- table_data.append([tier, index_range, str(count), examples])
-
- # Create table with better column widths
- table = ax.table(
- cellText=table_data,
- colLabels=col_labels,
- cellLoc="left",
- loc="center",
- colWidths=[0.20, 0.18, 0.12, 0.50],
- colColours=[ANTHROPIC_OAT] * 4,
- )
-
- # Style the table
- table.auto_set_font_size(False)
- table.set_fontsize(11)
- table.scale(1, 2.2)
-
- # Set all cell edges to Anthropic oat color
- for _, cell in table.get_celld().items():
- cell.set_edgecolor(ANTHROPIC_OAT)
- cell.set_linewidth(1.5)
-
- # Color code the rows with consistent black text
- for i, row_data in enumerate(table_data):
- tier_name = row_data[0]
- if tier_name in tier_colors:
- # Color the tier name cell with full opacity
- table[(i + 1, 0)].set_facecolor(tier_colors[tier_name])
- table[(i + 1, 0)].set_text_props(color="black", weight="bold")
-
- # Light background for usage index range column
- table[(i + 1, 1)].set_facecolor(tier_colors[tier_name])
- table[(i + 1, 1)].set_alpha(0.3)
- table[(i + 1, 1)].set_text_props(ha="center", color="black")
-
- # Light background for count column
- table[(i + 1, 2)].set_facecolor(tier_colors[tier_name])
- table[(i + 1, 2)].set_alpha(0.2)
- table[(i + 1, 2)].set_text_props(ha="center", color="black")
-
- # Even lighter background for examples column
- table[(i + 1, 3)].set_facecolor(tier_colors[tier_name])
- table[(i + 1, 3)].set_alpha(0.1)
- table[(i + 1, 3)].set_text_props(color="black")
-
- # Style header row with Anthropic oat and black text
- for j in range(4):
- table[(0, j)].set_facecolor(ANTHROPIC_OAT)
- table[(0, j)].set_text_props(color="black", weight="bold")
-
- # Center the count column
- for i in range(len(table_data)):
- table[(i + 1, 1)].set_text_props(ha="center")
-
- return fig
-
-
-def plot_tier_map(
- df,
- title,
- geography,
- figsize=(16, 10),
- show_labels=True,
-):
- """
- Create a map showing per Anthropic AI Usage Tiers.
-
- Args:
- df: Long format dataframe with usage_tier variable
- geography: 'country' or 'state_us'
- figsize: Figure size
- title: Map title
- show_labels: whether to show title and legend (False for clean export)
- """
- # Filter for tier data
- df_tier = filter_df(df, geography=geography, variable="usage_tier").copy()
-
- # Use global tier colors definition
- tier_colors = TIER_COLORS_DICT
-
- # Map tiers to colors
- df_tier["color"] = df_tier["cluster_name"].map(tier_colors)
-
- # Set up figure
- # Create figure with tight_layout disabled
- fig, ax = create_figure(figsize=figsize, tight_layout=False)
-
- if geography == "country":
- # Load world shapefile function
- world = load_world_shapefile()
-
- # Merge with world data using geo_id (which contains ISO-3 codes)
- # Use ISO_A3_EH for merging as it's complete (ISO_A3 has -99 for France)
- world = merge_geo_data(
- world,
- df_tier,
- "ISO_A3_EH",
- ["geo_id", "color", "cluster_name"],
- is_tier=True,
- )
-
- # Plot world map
- plot_world_map(ax, world, data_column="cluster_name", tier_colors=tier_colors)
-
- else: # state_us
- # Load US states shapefile function
- states = load_us_states_shapefile()
-
- # Merge with tier data BEFORE projection
- states = merge_geo_data(
- states, df_tier, "STUSPS", ["geo_id", "color", "cluster_name"], is_tier=True
- )
-
- # Pot states with insets
- plot_us_states_map(
- fig, ax, states, data_column="cluster_name", tier_colors=tier_colors
- )
-
- # Remove axes
- ax.set_axis_off()
-
- # Add title only if show_labels=True
- if show_labels:
- format_axis(ax, title=title, title_size=14, grid=False)
-
- # Check which tiers actually appear in the data
- tiers_in_data = df_tier["cluster_name"].unique()
-
- # Add legend only if show_labels=True
- if show_labels:
- # Check for excluded countries and no data
- excluded = False
- no_data = False
- if geography == "country":
- if "world" in locals() and "is_excluded" in world.columns:
- excluded = world["is_excluded"].any()
- if "world" in locals():
- no_data = world["cluster_name"].isna().any()
- else: # state_us
- if "states" in locals():
- no_data = states["cluster_name"].isna().any()
-
- create_tier_legend(
- ax, tier_colors, tiers_in_data, excluded_countries=excluded, no_data=no_data
- )
-
- return fig
-
-
-def plot_variable_map(
- df,
- variable,
- geography="country",
- figsize=(16, 10),
- title=None,
- cmap=CUSTOM_CMAP,
- center_at_one=None,
-):
- """
- Create static map for any variable.
-
- Args:
- df: Long format dataframe
- variable: Variable to plot (e.g., 'usage_pct')
- geography: 'country' or 'state_us'
- figsize: Figure size (width, height) in inches
- title: Map title
- cmap: Matplotlib colormap or name (default uses custom colormap)
- center_at_one: Whether to center the color scale at 1.0 (default True for usage_per_capita_index)
- """
- # Get data for the specified variable
- df_data = filter_df(df, geography=geography, facet=geography, variable=variable)
-
- # Create figure
- fig = plt.figure(figsize=figsize, dpi=150)
- fig.set_layout_engine(layout="none") # Disable layout engine for custom axes
- ax = fig.add_subplot(111)
-
- if geography == "country":
- # Load world shapefile function (automatically marks excluded countries)
- world = load_world_shapefile()
-
- # Merge using geo_id (which contains ISO-3 codes)
- world = merge_geo_data(
- world, df_data, "ISO_A3_EH", ["geo_id", "value"], is_tier=False
- )
-
- # Prepare data and normalization
- plot_column, norm = prepare_map_data(
- world, "value", center_at_one, world["is_excluded"]
- )
-
- # Plot world map
- plot_world_map(ax, world, data_column=plot_column, cmap=cmap, norm=norm)
-
- else: # state_us
- # Load US states shapefile function
- states = load_us_states_shapefile()
-
- # Merge our data with the states shapefile
- states = merge_geo_data(
- states, df_data, "STUSPS", ["geo_id", "value"], is_tier=False
- )
-
- # Prepare data and normalization
- plot_column, norm = prepare_map_data(states, "value", center_at_one)
-
- # Plot states with insets
- plot_us_states_map(
- fig, ax, states, data_column=plot_column, cmap=cmap, norm=norm
- )
-
- # Remove axes
- ax.set_axis_off()
-
- # Add colorbar with proper size and positioning
- divider = make_axes_locatable(ax)
- cax = divider.append_axes("right", size="3%", pad=0.1)
-
- # Create colorbar
- scalar_mappable = plt.cm.ScalarMappable(cmap=cmap, norm=norm)
- scalar_mappable.set_array([])
- cbar = plt.colorbar(scalar_mappable, cax=cax)
-
- # Set colorbar label based on variable
- if variable == "usage_pct":
- cbar.set_label("Usage share (%)", fontsize=10, rotation=270, labelpad=15)
- elif variable == "usage_per_capita_index":
- cbar.set_label(
- "Anthropic AI Usage Index", fontsize=10, rotation=270, labelpad=15
- )
- else:
- cbar.set_label(variable, fontsize=10, rotation=270, labelpad=15)
-
- # Set title
- if variable == "usage_pct":
- default_title = "Share of Claude usage by " + (
- "country" if geography == "country" else "US state"
- )
- else:
- default_title = f"{variable} by " + (
- "country" if geography == "country" else "US state"
- )
-
- format_axis(ax, title=title or default_title, title_size=14, grid=False)
-
- # Add legend for excluded countries and no data
- legend_elements = []
-
- # Check if we have excluded countries or no data regions
- if geography == "country":
- # Check for excluded countries (world['is_excluded'] == True)
- if "is_excluded" in world.columns:
- excluded_countries = world[world["is_excluded"] == True]
- if not excluded_countries.empty:
- legend_elements.append(
- Patch(
- facecolor="#c0c0c0",
- edgecolor="white",
- label="Claude not available",
- )
- )
-
- # Check for countries with no data
- no_data_countries = world[
- (world["value"].isna()) & (world["is_excluded"] != True)
- ]
- if not no_data_countries.empty:
- legend_elements.append(
- Patch(facecolor="#f0f0f0", edgecolor="white", label="No data")
- )
-
- if legend_elements:
- ax.legend(
- handles=legend_elements,
- loc="lower left",
- fontsize=9,
- frameon=True,
- fancybox=True,
- shadow=True,
- bbox_to_anchor=(0, 0),
- )
-
- return fig
-
-
-def plot_soc_usage_scatter(
- df,
- geography,
- filtered_entities=None,
-):
- """
- Create faceted scatterplot of SOC percentages vs Anthropic AI Usage Index.
- Always creates a 2x2 grid of square subplots showing the top 4 SOC groups.
-
- Args:
- df: Long format dataframe with enriched data
- geography: 'country' or 'state_us'
- filtered_entities: List of geo_id values that meet MIN_OBSERVATIONS threshold
- """
- # Fixed configuration for 2x2 grid
- n_cols = 2
- n_rows = 2
- n_top_groups = 4
-
- # Apply MIN_OBSERVATIONS filtering if not provided
- if filtered_entities is None:
- filtered_countries, filtered_states = get_filtered_geographies(df)
- filtered_entities = (
- filtered_countries if geography == "country" else filtered_states
- )
-
- # Get Anthropic AI Usage Index data
- df_usage_index = filter_df(
- df,
- geography=geography,
- variable="usage_per_capita_index",
- geo_id=filtered_entities,
- )[["geo_id", "value"]].rename(columns={"value": "ai_usage_index"})
-
- # Get usage counts for bubble sizes
- df_usage = filter_df(
- df, geography=geography, variable="usage_count", geo_id=filtered_entities
- )[["geo_id", "value"]].rename(columns={"value": "usage_count"})
-
- # Get tier data for colors
- df_tier = filter_df(
- df, geography=geography, variable="usage_tier", geo_id=filtered_entities
- )[["geo_id", "cluster_name", "value"]].rename(
- columns={"cluster_name": "tier_name", "value": "tier_value"}
- )
-
- # Get SOC percentages
- df_soc = filter_df(
- df,
- geography=geography,
- facet="soc_occupation",
- variable="soc_pct",
- geo_id=filtered_entities,
- )[["geo_id", "cluster_name", "value"]].rename(
- columns={"cluster_name": "soc_group", "value": "soc_pct"}
- )
-
- # Merge all data
- df_plot = df_soc.merge(
- df_usage_index, on="geo_id", how="inner"
- ) # inner join because some geographies don't have data for all SOC groups
- df_plot = df_plot.merge(df_usage, on="geo_id", how="left")
- df_plot = df_plot.merge(
- df_tier[["geo_id", "tier_name", "tier_value"]], on="geo_id", how="left"
- )
-
- # Use parent geography reference for consistent SOC selection
- if geography == "country":
- # Use global reference for countries
- reference_soc = filter_df(
- df,
- geography="global",
- geo_id="GLOBAL",
- facet="soc_occupation",
- variable="soc_pct",
- )
- else: # state_us
- # Use US reference for states
- reference_soc = filter_df(
- df,
- geography="country",
- geo_id="USA",
- facet="soc_occupation",
- variable="soc_pct",
- )
-
- # Get top SOC groups from reference (excluding not_classified)
- reference_filtered = reference_soc[
- ~reference_soc["cluster_name"].str.contains("not_classified", na=False)
- ]
- plot_soc_groups = reference_filtered.nlargest(n_top_groups, "value")[
- "cluster_name"
- ].tolist()
-
- # Filter to selected SOC groups
- df_plot = df_plot[df_plot["soc_group"].isin(plot_soc_groups)]
-
- tier_colors = TIER_COLORS_DICT
-
- # Fixed square subplot size for 2x2 grid
- subplot_size = 6 # Each subplot is 6x6 inches
- figsize = (subplot_size * n_cols, subplot_size * n_rows)
-
- # Create figure
- fig, axes = create_figure(figsize=figsize, nrows=n_rows, ncols=n_cols)
- fig.suptitle(
- "Occupation group shares vs Anthropic AI Usage Index",
- fontsize=16,
- fontweight="bold",
- y=0.98,
- )
-
- # Flatten axes for easier iteration (always 2x2 grid)
- axes_flat = axes.flatten()
-
- # Plot each SOC group
- for idx, soc_group in enumerate(plot_soc_groups):
- ax = axes_flat[idx]
-
- # Get data for this SOC group
- soc_data = filter_df(df_plot, soc_group=soc_group)
-
- # Create scatter plot for each tier
- for tier_name in tier_colors.keys():
- tier_data = filter_df(soc_data, tier_name=tier_name)
-
- # Scale bubble sizes using sqrt for better visibility
- sizes = np.sqrt(tier_data["usage_count"]) * 2
-
- ax.scatter(
- tier_data["ai_usage_index"],
- tier_data["soc_pct"],
- s=sizes,
- c=tier_colors[tier_name],
- alpha=0.6,
- edgecolors="black",
- linewidth=0.5,
- label=tier_name,
- )
-
- # Add trend line and regression statistics
- X = sm.add_constant(soc_data["ai_usage_index"].values)
- y = soc_data["soc_pct"].values
-
- model = sm.OLS(y, X)
- results = model.fit()
-
- intercept = results.params[0]
- slope = results.params[1]
- r_squared = results.rsquared
- p_value = results.pvalues[1] # p-value for slope
-
- # Plot trend line
- x_line = np.linspace(
- soc_data["ai_usage_index"].min(), soc_data["ai_usage_index"].max(), 100
- )
- y_line = intercept + slope * x_line
- ax.plot(x_line, y_line, "--", color="gray", alpha=0.5, linewidth=1)
-
- # Format p-value display
- if p_value < 0.001:
- p_str = "p < 0.001"
- else:
- p_str = f"p = {p_value:.3f}"
-
- # Add regression statistics
- ax.text(
- 0.95,
- 0.95,
- f"$\\beta = {slope:.3f}\\ ({p_str})$\n$R^2 = {r_squared:.3f}$",
- transform=ax.transAxes,
- ha="right",
- va="top",
- fontsize=9,
- bbox=dict(boxstyle="round", facecolor="white", alpha=0.8),
- )
-
- # Format axes
- format_axis(
- ax,
- xlabel="Anthropic AI Usage Index (usage % / working-age population %)",
- ylabel="Occupation group share (%)",
- title=soc_group,
- xlabel_size=10,
- ylabel_size=10,
- grid=False,
- )
- ax.grid(True, alpha=0.3)
-
- # Add legend
- handles, labels = axes_flat[0].get_legend_handles_labels()
- if handles:
- # Create new handles with consistent size for legend only
- # This doesn't modify the actual plot markers
- legend_handles = []
- for handle in handles:
- # Get the color from the original handle
- color = (
- handle.get_facecolor()[0]
- if hasattr(handle, "get_facecolor")
- else "gray"
- )
- # Create a Line2D object with circle marker for legend
- new_handle = Line2D(
- [0],
- [0],
- marker="o",
- color="w",
- markerfacecolor=color,
- markersize=8,
- markeredgecolor="black",
- markeredgewidth=0.5,
- alpha=0.6,
- )
- legend_handles.append(new_handle)
-
- # Position tier legend centered under the left column with vertical layout
- fig.legend(
- legend_handles,
- labels,
- title="Anthropic AI Usage Index tier",
- loc="upper center",
- bbox_to_anchor=(0.25, -0.03),
- frameon=True,
- fancybox=True,
- shadow=True,
- ncol=2,
- borderpad=0.6,
- )
-
- # Add size legend using actual scatter points for perfect matching
- reference_counts = [100, 1000, 10000]
-
- # Create invisible scatter points with the exact same size formula as the plot
- size_legend_elements = []
- for count in reference_counts:
- # Use exact same formula as in the plot
- size = np.sqrt(count) * 2
- # Create scatter on first axis (will be invisible) just for legend
- scatter = axes_flat[0].scatter(
- [],
- [], # Empty data
- s=size,
- c="gray",
- alpha=0.6,
- edgecolors="black",
- linewidth=0.5,
- label=f"{count:,}",
- )
- size_legend_elements.append(scatter)
-
- # Add size legend centered under the right column with vertical layout
- fig.legend(
- handles=size_legend_elements,
- title="Claude usage count",
- loc="upper center",
- bbox_to_anchor=(0.75, -0.03),
- frameon=True,
- fancybox=True,
- shadow=True,
- ncol=1,
- borderpad=0.6,
- )
-
- plt.tight_layout(rect=[0, -0.03, 1, 0.98])
- return fig
-
-
-def collaboration_task_regression(df, geography="country"):
- """
- Analyze automation vs augmentation patterns controlling for task mix for
- geographies that meet the minimum observation threshold.
-
- Uses global task weights to calculate expected automation for each geography,
- then compares actual vs expected automation.
-
- Note: Includes "none" tasks in calculations since they have automation/augmentation
- patterns in the data. Excludes "not_classified" tasks which lack collaboration data.
-
- Args:
- df: Input dataframe
- geography: "country" or "state_us"
- """
- # Filter to geographies that meet min observation threshold
- filtered_countries, filtered_states = get_filtered_geographies(df)
- filtered_geos = filtered_countries if geography == "country" else filtered_states
-
- # Get collaboration automation data
- df_automation = filter_df(
- df,
- facet="collaboration_automation_augmentation",
- geography=geography,
- variable="automation_pct",
- geo_id=filtered_geos,
- )[["geo_id", "value"]].rename(columns={"value": "automation_pct"})
-
- # Get Anthropic AI Usage Index data
- df_usage = filter_df(
- df,
- geography=geography,
- facet=geography,
- variable="usage_per_capita_index",
- geo_id=filtered_geos,
- )[["geo_id", "geo_name", "value"]].copy()
- df_usage.rename(columns={"value": "usage_per_capita_index"}, inplace=True)
-
- # Get geography-specific task weights (percentages)
- df_geo_tasks = filter_df(
- df,
- facet="onet_task",
- geography=geography,
- variable="onet_task_pct",
- geo_id=filtered_geos,
- ).copy()
-
- # Exclude not_classified and none tasks
- df_geo_tasks = df_geo_tasks[
- ~df_geo_tasks["cluster_name"].isin(["not_classified", "none"])
- ]
-
- # Get global task-specific collaboration patterns (only available at global level)
- df_task_collab = filter_df(
- df,
- facet="onet_task::collaboration",
- geography="global",
- geo_id="GLOBAL",
- variable="onet_task_collaboration_pct",
- ).copy()
-
- # Parse task name and collaboration type from cluster_name
- df_task_collab["task_name"] = df_task_collab["cluster_name"].str.split("::").str[0]
- df_task_collab["collab_type"] = (
- df_task_collab["cluster_name"].str.split("::").str[1]
- )
-
- # Map collaboration types to automation/augmentation
- # Automation: directive, feedback loop
- # Augmentation: validation, task iteration, learning
- # Excluded: none, not_classified
- def is_automation(collab_type):
- if collab_type in ["directive", "feedback loop"]:
- return True
- elif collab_type in [
- "validation",
- "task iteration",
- "learning",
- ]:
- return False
- else: # none, not_classified
- return None
-
- df_task_collab["is_automation"] = df_task_collab["collab_type"].apply(is_automation)
-
- # Exclude not_classified tasks upfront
- df_task_collab_valid = df_task_collab[
- df_task_collab["task_name"] != "not_classified"
- ]
-
- # Calculate automation percentage for each task
- task_automation_rates = {}
- for task_name in df_task_collab_valid["task_name"].unique():
- task_data = df_task_collab_valid[
- (df_task_collab_valid["task_name"] == task_name)
- & (df_task_collab_valid["is_automation"].notna())
- ]
-
- # Skip tasks that only have "not_classified" collaboration types
- if task_data.empty or task_data["value"].sum() == 0:
- continue
-
- automation_sum = task_data[task_data["is_automation"]]["value"].sum()
- total_sum = task_data["value"].sum()
- task_automation_rates[task_name] = (automation_sum / total_sum) * 100
-
- # Calculate expected automation for each country using its own task weights
- expected_automation = []
- geo_ids = []
-
- for geo_id in filtered_geos:
- # Get this geography's task distribution (excluding not_classified)
- geo_tasks = df_geo_tasks[
- (df_geo_tasks["geo_id"] == geo_id)
- & (df_geo_tasks["cluster_name"] != "not_classified")
- ]
-
- # Skip geographies with no task data
- if geo_tasks.empty:
- continue
-
- # Calculate weighted automation using geography's task weights
- weighted_auto = 0.0
- total_weight = 0.0
-
- for _, row in geo_tasks.iterrows():
- task = row["cluster_name"]
- weight = row["value"] # Already in percentage
-
- # Get automation rate for this task (from global data)
- if task in task_automation_rates:
- auto_rate = task_automation_rates[task]
- weighted_auto += weight * auto_rate
- total_weight += weight
-
- # Calculate expected automation
- expected_auto = weighted_auto / total_weight
- expected_automation.append(expected_auto)
- geo_ids.append(geo_id)
-
- # Create dataframe with expected automation
- df_expected = pd.DataFrame(
- {"geo_id": geo_ids, "expected_automation_pct": expected_automation}
- )
-
- # Merge all data
- df_regression = df_automation.merge(df_expected, on="geo_id", how="inner")
- df_regression = df_regression.merge(df_usage, on="geo_id", how="inner")
-
- # Count unique tasks for reporting
- n_tasks = len(task_automation_rates)
-
- # Calculate residuals from regressions for proper partial correlation
- # For automation, regress actual on expected to get residuals
- X_expected = sm.add_constant(df_regression["expected_automation_pct"])
- model_automation = sm.OLS(df_regression["automation_pct"], X_expected)
- results_automation = model_automation.fit()
- df_regression["automation_residuals"] = results_automation.resid
-
- # For usage, regress on expected automation to get residuals
- model_usage = sm.OLS(df_regression["usage_per_capita_index"], X_expected)
- results_usage = model_usage.fit()
- df_regression["usage_residuals"] = results_usage.resid
-
- # Partial regression is regression of residuals
- # We want usage (X) to explain automation (Y)
- X_partial = sm.add_constant(df_regression["usage_residuals"])
- model_partial = sm.OLS(df_regression["automation_residuals"], X_partial)
- results_partial = model_partial.fit()
- partial_slope = results_partial.params.iloc[1]
- partial_r2 = results_partial.rsquared
- partial_p = results_partial.pvalues.iloc[1]
-
- # Create visualization - only show partial correlation
- fig, ax = create_figure(figsize=(10, 8))
-
- # Define colormap for automation residuals
- colors_automation = [AUGMENTATION_COLOR, AUTOMATION_COLOR]
- cmap_automation = LinearSegmentedColormap.from_list(
- "automation", colors_automation, N=100
- )
-
- # Plot partial correlation
- # Create colormap normalization for automation residuals
- norm = plt.Normalize(
- vmin=df_regression["automation_residuals"].min(),
- vmax=df_regression["automation_residuals"].max(),
- )
-
- # Plot invisible points to ensure matplotlib's autoscaling includes all data points
- ax.scatter(
- df_regression["usage_residuals"],
- df_regression["automation_residuals"],
- s=0, # invisible points for autoscaling
- alpha=0,
- )
-
- # Plot country geo_id values as text instead of scatter points
- for _, row in df_regression.iterrows():
- color_val = norm(row["automation_residuals"])
- text_color = cmap_automation(color_val)
-
- ax.text(
- row["usage_residuals"],
- row["automation_residuals"],
- row["geo_id"],
- fontsize=7,
- ha="center",
- va="center",
- color=text_color,
- alpha=0.9,
- weight="bold",
- )
-
- # Create a ScalarMappable for the colorbar
- scalar_mappable = plt.cm.ScalarMappable(cmap=cmap_automation, norm=norm)
- scalar_mappable.set_array([])
-
- # Add regression line using actual regression results
- # OLS model: automation_residuals = intercept + slope * usage_residuals
- x_resid_line = np.linspace(
- df_regression["usage_residuals"].min(),
- df_regression["usage_residuals"].max(),
- 100,
- )
- intercept = results_partial.params.iloc[0]
- y_resid_line = intercept + partial_slope * x_resid_line
- ax.plot(
- x_resid_line,
- y_resid_line,
- "grey",
- linestyle="--",
- linewidth=2,
- alpha=0.7,
- )
-
- # Set axis labels and title
- format_axis(
- ax,
- xlabel="Anthropic AI Usage Index residuals\n(per capita usage not explained by task mix)",
- ylabel="Automation % residuals\n(automation not explained by task mix)",
- title="Relationship between Anthropic AI Usage Index and automation",
- grid=False,
- )
-
- # Add correlation info inside the plot
- if partial_p < 0.001:
- p_str = "p < 0.001"
- else:
- p_str = f"p = {partial_p:.3f}"
-
- ax.text(
- 0.08,
- 0.975,
- f"Partial regression (controlling for task mix): $\\beta = {partial_slope:.3f}, R^2 = {partial_r2:.3f}\\ ({p_str})$",
- transform=ax.transAxes,
- fontsize=10,
- bbox=dict(boxstyle="round", facecolor="white", alpha=0.8),
- verticalalignment="top",
- )
-
- ax.axhline(y=0, color="gray", linestyle=":", linewidth=1, alpha=0.3)
- ax.axvline(x=0, color="gray", linestyle=":", linewidth=1, alpha=0.3)
- ax.grid(True, alpha=0.3, linestyle="--")
-
- # Add colorbar
- fig.subplots_adjust(right=0.92)
- cbar_ax = fig.add_axes([0.94, 0.2, 0.02, 0.6])
- cbar = plt.colorbar(scalar_mappable, cax=cbar_ax)
- cbar.set_label("Automation % residuals", fontsize=10, rotation=270, labelpad=15)
-
- # Adjust plot to make room for titles and ensure all data is visible
- plt.subplots_adjust(top=0.92, right=0.92, left=0.12, bottom=0.12)
-
- # Return results
- return {
- "figure": fig,
- "partial_slope": partial_slope,
- "partial_r2": partial_r2,
- "partial_pvalue": partial_p,
- "n_countries": len(df_regression),
- "n_tasks": n_tasks,
- "df_residuals": df_regression,
- }
-
-
-def plot_automation_preference_residuals(df, geography="country", figsize=(14, 12)):
- """Plot automation vs augmentation preference after controlling for task mix.
-
- For geographies meeting minimum observation threshold only.
-
- Args:
- df: Input dataframe
- geography: "country" or "state_us"
- figsize: Figure size
- """
- # First run the collaboration analysis to get residuals
- results = collaboration_task_regression(df, geography=geography)
-
- # Suppress figure created by collaboration_task_regression
- plt.close(results["figure"])
-
- # Get the dataframe with residuals
- df_residuals = results["df_residuals"]
-
- # Sort by automation residuals (most augmentation to most automation)
- df_plot = df_residuals.sort_values("automation_residuals", ascending=True)
-
- # Adjust figure size based on number of geographies
- n_geos = len(df_plot)
- fig_height = max(8, n_geos * 0.25)
- fig, ax = create_figure(figsize=(figsize[0], fig_height))
-
- # Create color map
- colors = [
- AUGMENTATION_COLOR if x < 0 else AUTOMATION_COLOR
- for x in df_plot["automation_residuals"]
- ]
-
- # Create horizontal bar chart
- ax.barh(
- range(len(df_plot)),
- df_plot["automation_residuals"].values,
- color=colors,
- alpha=0.8,
- )
-
- # Set y-axis labels with geography names only
- y_labels = [row["geo_name"] for _, row in df_plot.iterrows()]
- ax.set_yticks(range(len(df_plot)))
- ax.set_yticklabels(y_labels, fontsize=7)
-
- # Reduce white space at top and bottom
- ax.set_ylim(-0.5, len(df_plot) - 0.5)
-
- # Add vertical line at zero
- ax.axvline(x=0, color="black", linestyle="-", linewidth=1, alpha=0.7)
-
- # Labels and title
- geo_label = "Countries'" if geography == "country" else "States'"
- format_axis(
- ax,
- xlabel="Automation % residual (after controlling for task mix)",
- ylabel="",
- title=f"{geo_label} automation vs augmentation preference\n(after controlling for task composition)",
- grid=False,
- )
-
- # Add grid
- ax.grid(True, axis="x", alpha=0.3, linestyle="--")
-
- # Add value labels on the bars
- for i, (_, row) in enumerate(df_plot.iterrows()):
- value = row["automation_residuals"]
- x_offset = 0.2 if abs(value) < 5 else 0.3
- x_pos = value + (x_offset if value > 0 else -x_offset)
- ax.text(
- x_pos,
- i,
- f"{value:.1f}",
- ha="left" if value > 0 else "right",
- va="center",
- fontsize=8,
- )
-
- # Add annotations
- y_range = ax.get_ylim()
- annotation_y = y_range[1] * 0.85
-
- # Left annotation for augmentation
- ax.text(
- ax.get_xlim()[0] * 0.7,
- annotation_y,
- "Prefer augmentation",
- fontsize=9,
- color=AUGMENTATION_COLOR,
- fontweight="bold",
- ha="left",
- va="center",
- )
-
- # Right annotation for automation
- ax.text(
- ax.get_xlim()[1] * 0.7,
- annotation_y,
- "Prefer automation",
- fontsize=9,
- color=AUTOMATION_COLOR,
- fontweight="bold",
- ha="right",
- va="center",
- )
-
- plt.tight_layout()
-
- return fig
-
-
-def plot_soc_distribution(
- df, geo_list, geography, figsize=(14, 10), title=None, exclude_not_classified=True
-):
- """
- Plot SOC occupation distribution for multiple geographies (countries or states) with horizontal bars, colored by tier.
-
- Args:
- df: Long format dataframe
- geo_list: List of geo_id values to compare (e.g., ['USA', 'BRA'] for countries or ['CA', 'TX'] for states)
- geography: Geographic level ('country' or 'state_us')
- figsize: Figure size
- title: Chart title
- exclude_not_classified: If True, excludes 'not_classified' from the chart
- """
- # Use global tier colors and names
- tier_colors = TIER_COLORS_NUMERIC
- tier_names = TIER_NAMES_NUMERIC
-
- # Get usage tier and geo_name for each geography
- tier_data = filter_df(
- df, geography=geography, variable="usage_tier", facet=geography, geo_id=geo_list
- )[["geo_id", "geo_name", "value"]].rename(columns={"value": "tier"})
-
- # Collect SOC data for all geographies first to determine consistent ordering
- all_soc_data = []
- for geo_id in geo_list:
- geo_soc = filter_df(
- df,
- geography=geography,
- geo_id=geo_id,
- facet="soc_occupation",
- variable="soc_pct",
- ).copy()
-
- if not geo_soc.empty:
- # Optionally filter out not_classified
- if exclude_not_classified:
- geo_soc = geo_soc[geo_soc["cluster_name"] != "not_classified"].copy()
-
- geo_soc["geo"] = geo_id
- all_soc_data.append(geo_soc)
-
- combined_data = pd.concat(all_soc_data)
-
- # Use global SOC distribution for countries, USA distribution for states
- if geography == "country":
- reference_data = filter_df(
- df,
- geography="global",
- geo_id="GLOBAL",
- facet="soc_occupation",
- variable="soc_pct",
- )
- else: # state_us
- reference_data = filter_df(
- df,
- geography="country",
- geo_id="USA",
- facet="soc_occupation",
- variable="soc_pct",
- )
-
- # Filter out not_classified from reference data if needed
- if exclude_not_classified:
- reference_data = reference_data[
- reference_data["cluster_name"] != "not_classified"
- ]
-
- # Sort by reference values ascending so highest appears at top when plotted
- soc_order = reference_data.sort_values("value", ascending=True)[
- "cluster_name"
- ].tolist()
-
- # Create figure
- fig, ax = create_figure(figsize=figsize)
-
- # Width of bars and positions
- n_geos = len(geo_list)
- bar_width = 0.95 / n_geos # Wider bars, less spacing within groups
- y_positions = (
- np.arange(len(soc_order)) * 1.05
- ) # Reduce spacing between SOC groups to 5%
-
- # Sort geo_list to ensure highest tier appears at top within each group
- # Reverse the order so tier 4 is plotted first and appears on top
- geo_tier_map = dict(zip(tier_data["geo_id"], tier_data["tier"], strict=True))
- geo_list_sorted = sorted(geo_list, key=lambda x: geo_tier_map[x])
-
- # Plot bars for each geography
- for i, geo_id in enumerate(geo_list_sorted):
- geo_data = filter_df(combined_data, geo=geo_id)
- geo_name = filter_df(tier_data, geo_id=geo_id)["geo_name"].iloc[0]
- geo_tier = filter_df(tier_data, geo_id=geo_id)["tier"].iloc[0]
-
- # Get values in the right order
- values = []
- for soc in soc_order:
- val_data = filter_df(geo_data, cluster_name=soc)["value"]
- # Use NaN for missing data
- values.append(val_data.iloc[0] if not val_data.empty else float("nan"))
-
- # Determine color based on tier
- color = tier_colors[int(geo_tier)]
-
- # Create bars with offset for multiple geographies
- # Reverse the offset calculation so first geo (lowest tier) goes to bottom
- offset = ((n_geos - 1 - i) - n_geos / 2 + 0.5) * bar_width
-
- # Get tier name for label
- tier_label = tier_names[int(geo_tier)]
- label_text = f"{geo_name} ({tier_label})"
-
- bars = ax.barh(
- y_positions + offset,
- values,
- bar_width,
- label=label_text,
- color=color,
- alpha=0.8,
- )
-
- # Add value labels for bars with data
- for bar, value in zip(bars, values, strict=True):
- if not pd.isna(value):
- ax.text(
- value + 0.1,
- bar.get_y() + bar.get_height() / 2,
- f"{value:.1f}%",
- va="center",
- fontsize=5,
- )
-
- # Set y-axis labels - position them at the center of each SOC group
- ax.set_yticks(y_positions)
- ax.set_yticklabels(soc_order, fontsize=9, va="center")
-
- # Reduce white space at top and bottom
- ax.set_ylim(y_positions[0] - 0.5, y_positions[-1] + 0.5)
-
- # Customize plot
- format_axis(
- ax,
- xlabel="Share of Claude task usage (%)",
- ylabel="Standard Occupation Classification group",
- grid=False,
- )
-
- if title is None:
- title = "Claude task usage by occupation: Comparison by AI usage tier"
- format_axis(ax, title=title, title_size=14, grid=False)
-
- # Add legend
- ax.legend(loc="lower right", fontsize=10, framealpha=0.95)
-
- # Grid
- ax.grid(True, axis="x", alpha=0.3, linestyle="--")
- ax.set_xlim(0, max(combined_data["value"]) * 1.15)
-
- plt.tight_layout()
- return fig
diff --git a/release_2025_09_15/code/aei_report_v3_analysis_1p_api.ipynb b/release_2025_09_15/code/aei_report_v3_analysis_1p_api.ipynb
deleted file mode 100644
index b7b6273d97b5a5d6d325a9917a7afd8128957c86..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/aei_report_v3_analysis_1p_api.ipynb
+++ /dev/null
@@ -1,315 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# AEI Report v3 API Analysis\n",
- "This notebook produces the streamlined analysis for the AEI report API chapter"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "from pathlib import Path\n",
- "import pandas as pd"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Import the analysis functions\n",
- "from aei_analysis_functions_1p_api import (\n",
- " setup_plot_style,\n",
- " load_preprocessed_data,\n",
- " create_top_requests_bar_chart,\n",
- " create_platform_occupational_comparison,\n",
- " create_platform_lorenz_curves,\n",
- " create_collaboration_alluvial,\n",
- " create_automation_augmentation_panel,\n",
- " create_token_output_bar_chart,\n",
- " create_completion_vs_input_tokens_scatter,\n",
- " create_occupational_usage_cost_scatter,\n",
- " create_partial_regression_plot,\n",
- " perform_usage_share_regression_unweighted,\n",
- " create_btos_ai_adoption_chart,\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Set matplotlib to use the correct backend and style\n",
- "setup_plot_style()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Set up output directory for saving figures\n",
- "output_dir = Path(\"../data/output/figures/\")\n",
- "btos_data_path = Path(\"../data/input/BTOS_National.xlsx\")\n",
- "api_data_path = Path(\"../data/intermediate/aei_raw_1p_api_2025-08-04_to_2025-08-11.csv\")\n",
- "cai_data_path = Path(\n",
- " \"../data/intermediate/aei_raw_claude_ai_2025-08-04_to_2025-08-11.csv\"\n",
- ")\n",
- "\n",
- "# Create output directory\n",
- "output_dir.mkdir(parents=True, exist_ok=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Load BTOS Data\n",
- "print(\"Loading BTOS data...\")\n",
- "btos_df = pd.read_excel(btos_data_path, sheet_name=\"Response Estimates\")\n",
- "btos_df_ref_dates_df = pd.read_excel(\n",
- " btos_data_path, sheet_name=\"Collection and Reference Dates\"\n",
- ")\n",
- "\n",
- "# Load the API data\n",
- "print(\"Loading API data...\")\n",
- "api_df = load_preprocessed_data(api_data_path)\n",
- "\n",
- "# Load the Claude.ai data\n",
- "print(\"Loading Claude.ai data...\")\n",
- "cai_df = load_preprocessed_data(cai_data_path)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "create_btos_ai_adoption_chart(btos_df, btos_df_ref_dates_df, output_dir)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the top requests bar chart\n",
- "print(\"Creating top requests bar chart...\")\n",
- "top_requests_chart = create_top_requests_bar_chart(api_df, output_dir)\n",
- "print(f\"Chart saved to: {top_requests_chart}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the platform occupational comparison chart\n",
- "print(\"Creating platform occupational comparison chart...\")\n",
- "occupational_comparison_chart = create_platform_occupational_comparison(\n",
- " api_df, cai_df, output_dir\n",
- ")\n",
- "print(f\"Chart saved to: {occupational_comparison_chart}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the platform Lorenz curves\n",
- "print(\"Creating platform Lorenz curves...\")\n",
- "lorenz_curves_chart = create_platform_lorenz_curves(api_df, cai_df, output_dir)\n",
- "print(f\"Chart saved to: {lorenz_curves_chart}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the collaboration alluvial diagram\n",
- "print(\"Creating collaboration alluvial diagram...\")\n",
- "alluvial_chart = create_collaboration_alluvial(api_df, cai_df, output_dir)\n",
- "print(f\"Chart saved to: {alluvial_chart}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the automation vs augmentation panel\n",
- "print(\"Creating automation vs augmentation panel...\")\n",
- "automation_panel_chart = create_automation_augmentation_panel(\n",
- " api_df, cai_df, output_dir\n",
- ")\n",
- "print(f\"Chart saved to: {automation_panel_chart}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the token output bar chart\n",
- "print(\"Creating token output bar chart...\")\n",
- "token_output_chart = create_token_output_bar_chart(api_df, output_dir)\n",
- "print(f\"Chart saved to: {token_output_chart}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the completion vs input tokens scatter plot\n",
- "print(\"Creating completion vs input tokens scatter plot...\")\n",
- "completion_input_scatter = create_completion_vs_input_tokens_scatter(api_df, output_dir)\n",
- "print(f\"Chart saved to: {completion_input_scatter}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the occupational usage vs cost scatter plot\n",
- "print(\"Creating occupational usage vs cost scatter plot...\")\n",
- "usage_cost_scatter = create_occupational_usage_cost_scatter(api_df, output_dir)\n",
- "print(f\"Chart saved to: {usage_cost_scatter}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create the partial regression plot\n",
- "print(\"Creating partial regression plot...\")\n",
- "partial_plot, regression_results = create_partial_regression_plot(\n",
- " api_df, cai_df, output_dir\n",
- ")\n",
- "print(f\"Chart saved to: {partial_plot}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Perform the unweighted usage share regression analysis\n",
- "print(\"Performing unweighted usage share regression analysis...\")\n",
- "regression_model = perform_usage_share_regression_unweighted(api_df, cai_df, output_dir)\n",
- "regression_model.summary()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Coconut",
- "language": "coconut",
- "name": "coconut"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "python",
- "version": 3
- },
- "file_extension": ".coco",
- "mimetype": "text/x-python3",
- "name": "coconut",
- "pygments_lexer": "coconut",
- "version": "3.0.2"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/release_2025_09_15/code/aei_report_v3_analysis_claude_ai.ipynb b/release_2025_09_15/code/aei_report_v3_analysis_claude_ai.ipynb
deleted file mode 100644
index e038a5e8d829f8721d3ec27cde691d20f10af3fa..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/aei_report_v3_analysis_claude_ai.ipynb
+++ /dev/null
@@ -1,868 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# AEI Report v3 Claude.ai Analysis\n",
- "\n",
- "This notebook performs statistical analysis and creates visualizations from enriched Clio data.\n",
- "It works directly with long format data from the preprocessing pipeline.\n",
- "\n",
- "**Input**: `aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv`\n",
- "\n",
- "**Output**: Visualizations"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 1. Setup and Data Loading"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "from pathlib import Path\n",
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "# Import all analysis functions\n",
- "from aei_analysis_functions_claude_ai import (\n",
- " setup_plot_style,\n",
- " get_filtered_geographies,\n",
- " plot_usage_index_bars,\n",
- " plot_tier_map,\n",
- " plot_usage_share_bars,\n",
- " plot_tier_summary_table,\n",
- " plot_gdp_scatter,\n",
- " plot_request_comparison_cards,\n",
- " plot_soc_usage_scatter,\n",
- " plot_dc_task_request_cards,\n",
- " collaboration_task_regression,\n",
- " plot_usage_index_histogram,\n",
- " plot_variable_map,\n",
- " plot_soc_distribution,\n",
- " plot_automation_preference_residuals,\n",
- " plot_variable_bars,\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Set matplotlib to use the correct backend and style\n",
- "setup_plot_style()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Set up output directory for saving figures\n",
- "output_dir = Path(\"../data/output/figures/\")\n",
- "output_dir.mkdir(parents=True, exist_ok=True)\n",
- "output_dir_app = Path(\"../data/output/figures/appendix/\")\n",
- "output_dir_app.mkdir(parents=True, exist_ok=True)\n",
- "\n",
- "# Load enriched data\n",
- "data_path = \"../data/output/aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv\"\n",
- "\n",
- "# Load the data - use keep_default_na=False to preserve \"NA\" (Namibia) as string\n",
- "df = pd.read_csv(data_path, keep_default_na=False, na_values=[\"\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Filter countries to those with at least 200 observations\n",
- "# Filter US states to those with at least 100 observations\n",
- "filtered_countries, filtered_states = get_filtered_geographies(df)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 2.2 Global"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Top countries by share of global usage\n",
- "plot_usage_share_bars(\n",
- " df,\n",
- " geography=\"country\",\n",
- " top_n=30,\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir / \"usage_pct_bar_country_top30.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create world map showing usage tiers\n",
- "plot_tier_map(\n",
- " df,\n",
- " geography=\"country\",\n",
- " title=\"Anthropic AI Usage Index tiers by country\",\n",
- " figsize=(16, 10),\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir / \"ai_usage_index_tier_map_country_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create tier summary table for countries\n",
- "plot_tier_summary_table(df, geography=\"country\")\n",
- "plt.savefig(\n",
- " output_dir / \"tier_summary_table_country.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- " transparent=True,\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Top countries by usage per capita\n",
- "plot_usage_index_bars(\n",
- " df, geography=\"country\", top_n=20, filtered_entities=filtered_countries\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir / \"ai_usage_index_bar_country_top20.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# GDP vs usage regression for countries\n",
- "plot_gdp_scatter(df, geography=\"country\", filtered_entities=filtered_countries)\n",
- "plt.savefig(\n",
- " output_dir / \"ai_usage_index_gdp_reg_country_min_obs.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# GDP vs usage regression for countries\n",
- "plot_gdp_scatter(\n",
- " df, geography=\"country\", filtered_entities=filtered_countries, figsize=(13.2, 8.25)\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir / \"ai_usage_index_gdp_reg_country_min_obs_wide.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create SOC diffusion scatter plot with top 4 classified SOC groups (2x2 grid)\n",
- "plot_soc_usage_scatter(df, geography=\"country\")\n",
- "plt.savefig(\n",
- " output_dir / \"soc_usage_scatter_top4_country_min.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Find the highest usage country in each tier (1-4)\n",
- "\n",
- "# Get usage tier and usage count data for all countries\n",
- "tier_data = df[\n",
- " (df[\"geography\"] == \"country\")\n",
- " & (df[\"variable\"] == \"usage_tier\")\n",
- " & (df[\"facet\"] == \"country\")\n",
- "][[\"geo_id\", \"value\"]].rename(columns={\"value\": \"tier\"})\n",
- "\n",
- "usage_data = df[\n",
- " (df[\"geography\"] == \"country\")\n",
- " & (df[\"variable\"] == \"usage_count\")\n",
- " & (df[\"facet\"] == \"country\")\n",
- "][[\"geo_id\", \"geo_name\", \"value\"]].rename(columns={\"value\": \"usage_count\"})\n",
- "\n",
- "# Merge tier and usage data\n",
- "country_data = usage_data.merge(tier_data, on=\"geo_id\")\n",
- "\n",
- "selected_countries = [\n",
- " country_data[country_data[\"tier\"] == tier]\n",
- " .sort_values(\"usage_count\", ascending=False)\n",
- " .iloc[0][\"geo_id\"]\n",
- " for tier in [4, 3, 2, 1]\n",
- "]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Compare top overrepresented requests for 4 highest usage countries in each tier\n",
- "plot_request_comparison_cards(\n",
- " df,\n",
- " geo_ids=selected_countries,\n",
- " top_n=5,\n",
- " title=\"Top overrepresented requests for the United States, Brazil, Vietnam and India\",\n",
- " geography=\"country\",\n",
- ")\n",
- "\n",
- "plt.savefig(\n",
- " output_dir / \"request_comparison_cards_by_tier_country_selected4.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3. United States"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# State tier map\n",
- "plot_tier_map(\n",
- " df, geography=\"state_us\", title=\"Anthropic AI Usage Index tier by US state\"\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir / \"ai_usage_index_tier_map_state_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Top 20 US states\n",
- "plot_usage_index_bars(\n",
- " df,\n",
- " geography=\"state_us\",\n",
- " top_n=20,\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir / \"ai_usage_index_bar_state_top20.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create tier summary table for US states\n",
- "plot_tier_summary_table(df, geography=\"state_us\")\n",
- "plt.savefig(\n",
- " output_dir / \"tier_summary_table_state.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- " transparent=True,\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Find the highest usage US state in each tier (1-4)\n",
- "\n",
- "# Get usage tier and usage count data for US states\n",
- "tier_data_states = df[\n",
- " (df[\"geography\"] == \"state_us\")\n",
- " & (df[\"variable\"] == \"usage_tier\")\n",
- " & (df[\"facet\"] == \"state_us\")\n",
- "][[\"geo_id\", \"value\"]].rename(columns={\"value\": \"tier\"})\n",
- "\n",
- "usage_data_states = df[\n",
- " (df[\"geography\"] == \"state_us\")\n",
- " & (df[\"variable\"] == \"usage_count\")\n",
- " & (df[\"facet\"] == \"state_us\")\n",
- "][[\"geo_id\", \"geo_name\", \"value\"]].rename(columns={\"value\": \"usage_count\"})\n",
- "\n",
- "# Merge tier and usage data\n",
- "state_data = usage_data_states.merge(tier_data_states, on=\"geo_id\")\n",
- "\n",
- "# Find the highest usage state in each tier\n",
- "selected_states = [\n",
- " state_data[state_data[\"tier\"] == tier]\n",
- " .sort_values(\"usage_count\", ascending=False)\n",
- " .iloc[0][\"geo_id\"]\n",
- " for tier in [4, 3, 2, 1]\n",
- "]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Compare top overrepresented requests for US states representing each tier\n",
- "# CA (Tier 4), TX (Tier 3), FL (Tier 2), SC (Tier 1)\n",
- "states_to_compare = [\"CA\", \"TX\", \"FL\", \"SC\"]\n",
- "\n",
- "plot_request_comparison_cards(\n",
- " df,\n",
- " geo_ids=states_to_compare,\n",
- " top_n=5,\n",
- " title=\"Top overrepresented high-level requests for California, Texas, Florida and South Carolina\",\n",
- " geography=\"state_us\",\n",
- ")\n",
- "\n",
- "plt.savefig(\n",
- " output_dir / \"request_comparison_cards_by_tier_state_selected4.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create card-style visualization for Washington DC\n",
- "# Shows top O*NET tasks and top request categories\n",
- "plot_dc_task_request_cards(\n",
- " df, title=\"Washington, DC: Highest Anthropic AI Usage Index in the US\"\n",
- ")\n",
- "\n",
- "plt.savefig(\n",
- " output_dir / \"task_request_comparison_state_dc.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Collaboration pattern analysis with task mix control\n",
- "# This analysis determines whether the relationship between AUI\n",
- "# and automation preference persists after controlling for task composition\n",
- "collaboration_task_regression(df, geography=\"country\")\n",
- "plt.savefig(\n",
- " output_dir / \"collaboration_task_control_partial_corr_country.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Appendix"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Global"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Distribution histogram\n",
- "plot_usage_index_histogram(\n",
- " df, geography=\"country\", title=\"Distribution of Anthropic AI Usage Index\"\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_histogram_country_all.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create map showing share of usage\n",
- "plot_variable_map(\n",
- " df,\n",
- " variable=\"usage_pct\",\n",
- " geography=\"country\",\n",
- " title=\"Share of global Claude usage by country\",\n",
- " figsize=(14, 8),\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"usage_pct_map_country_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create world map showing usage per capita\n",
- "plot_variable_map(\n",
- " df,\n",
- " variable=\"usage_per_capita_index\",\n",
- " geography=\"country\",\n",
- " title=\"Anthropic AI Usage Index by country\",\n",
- " center_at_one=True,\n",
- " figsize=(14, 8),\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_map_country_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# AUI for all countries\n",
- "plot_usage_index_bars(\n",
- " df,\n",
- " geography=\"country\",\n",
- " filtered_entities=filtered_countries,\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_country_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# SOC distribution comparison for countries by usage tier\n",
- "plot_soc_distribution(\n",
- " df,\n",
- " selected_countries,\n",
- " \"country\",\n",
- " title=\"Occupation groups by Claude task usage in the United States, Brazil, Vietnam and India\",\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"soc_distribution_by_tier_country_selected4.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Plot automation preference residuals after controlling for task mix\n",
- "# This shows which countries prefer more automation vs augmentation\n",
- "# than would be expected given their task composition\n",
- "plot_automation_preference_residuals(df)\n",
- "plt.savefig(\n",
- " output_dir_app / \"automation_preference_residuals.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## United States"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Top countries by share of global usage\n",
- "plot_usage_share_bars(\n",
- " df,\n",
- " geography=\"state_us\",\n",
- " top_n=30,\n",
- " title=\"Top 30 US states by share of US Claude usage\",\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"usage_pct_bar_state_top30.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Distribution histogram\n",
- "plot_usage_index_histogram(\n",
- " df, geography=\"state_us\", title=\"Distribution of Anthropic AI Usage Index\"\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_histogram_state_all.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create map showing share of usage\n",
- "plot_variable_map(\n",
- " df,\n",
- " variable=\"usage_pct\",\n",
- " geography=\"state_us\",\n",
- " title=\"Share of global Claude usage by US state\",\n",
- " figsize=(14, 8),\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"usage_pct_map_state_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create map showing per capita usage\n",
- "plot_variable_map(\n",
- " df,\n",
- " variable=\"usage_per_capita_index\",\n",
- " geography=\"state_us\",\n",
- " title=\"Anthropic AI Usage Index by US state\",\n",
- " center_at_one=True,\n",
- " figsize=(14, 8),\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_map_state_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "plot_usage_index_bars(\n",
- " df,\n",
- " geography=\"state_us\",\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_bar_state_all.png\", dpi=300, bbox_inches=\"tight\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# GDP vs usage regression for US states\n",
- "plot_gdp_scatter(df, geography=\"state_us\", filtered_entities=filtered_states)\n",
- "plt.savefig(\n",
- " output_dir_app / \"ai_usage_index_gdp_reg_state_min_obs.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# SOC distribution comparison for US states by usage tier\n",
- "plot_soc_distribution(\n",
- " df,\n",
- " selected_states,\n",
- " \"state_us\",\n",
- " title=\"Occupation groups by Claude task usage in California, Texas, Florida and South Carolina\",\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"soc_distribution_by_tier_state_selected4.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Top SOC chart\n",
- "plot_variable_bars(\n",
- " df,\n",
- " variable=\"soc_pct\",\n",
- " geography=\"country\",\n",
- " facet=\"soc_occupation\",\n",
- " geo_id=\"USA\",\n",
- " title=\"Occupation groups in the US by Claude use for associated tasks\",\n",
- " xlabel=\"Share of total usage (%)\",\n",
- " exclude_not_classified=True,\n",
- ")\n",
- "\n",
- "# Save the figure\n",
- "plt.savefig(output_dir_app / \"soc_bar_country_us.png\", dpi=300, bbox_inches=\"tight\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "vscode": {
- "languageId": "python"
- }
- },
- "outputs": [],
- "source": [
- "# Create SOC diffusion scatter plot with top 4 classified SOC groups\n",
- "plot_soc_usage_scatter(\n",
- " df,\n",
- " geography=\"state_us\",\n",
- ")\n",
- "plt.savefig(\n",
- " output_dir_app / \"soc_usage_scatter_top4_state_min.png\",\n",
- " dpi=300,\n",
- " bbox_inches=\"tight\",\n",
- ")"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Coconut",
- "language": "coconut",
- "name": "coconut"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "python",
- "version": 3
- },
- "file_extension": ".coco",
- "mimetype": "text/x-python3",
- "name": "coconut",
- "pygments_lexer": "coconut",
- "version": "3.0.2"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/release_2025_09_15/code/aei_report_v3_change_over_time_claude_ai.py b/release_2025_09_15/code/aei_report_v3_change_over_time_claude_ai.py
deleted file mode 100644
index 1289c1594958a39ef767e89d63e5a88442a11cb6..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/aei_report_v3_change_over_time_claude_ai.py
+++ /dev/null
@@ -1,564 +0,0 @@
-#!/usr/bin/env python3
-"""
-Clean Economic Analysis Figure Generator
-======================================
-Generates three key figures for V1→V2→V3 economic analysis:
-1. Usage Share Trends Across Economic Index Reports
-2. Notable Task Changes (Growing/Declining Tasks)
-3. Automation vs Augmentation Evolution
-
-ASSUMPTIONS:
-- V1/V2/V3 use same task taxonomy
-- GLOBAL geo_id is representative
-- Missing values = 0% usage
-- Percentages don't need renormalization
-"""
-
-import os
-import warnings
-from pathlib import Path
-
-import matplotlib.pyplot as plt
-import numpy as np
-import pandas as pd
-import seaborn as sns
-
-# Use default matplotlib styling
-plt.style.use("default")
-
-# Configuration
-FILES = {
- "v1_tasks": "../data/input/task_pct_v1.csv",
- "v2_tasks": "../data/input/task_pct_v2.csv",
- "v3_data": "../data/intermediate/aei_raw_claude_ai_2025-08-04_to_2025-08-11.csv",
- "v1_auto": "../data/input/automation_vs_augmentation_v1.csv",
- "v2_auto": "../data/input/automation_vs_augmentation_v2.csv",
- "onet": "../data/intermediate/onet_task_statements.csv",
- "soc": "../data/intermediate/soc_structure.csv",
-}
-
-AUTOMATION_TYPES = ["directive", "feedback_loop"]
-AUGMENTATION_TYPES = ["validation", "task_iteration", "learning"]
-MIN_THRESHOLD = 1.0
-COLORS = {
- "increase": "#2E8B57",
- "decrease": "#CD5C5C",
- "automation": "#FF6B6B",
- "augmentation": "#4ECDC4",
-}
-
-# ============================================================================
-# DATA LOADING
-# ============================================================================
-
-
-def load_task_data(filepath, version_name):
- """Load and validate task percentage data for any version."""
- if not Path(filepath).exists():
- raise FileNotFoundError(f"Missing {version_name} data: {filepath}")
-
- df = pd.read_csv(filepath)
-
- if version_name == "V3":
- # Filter V3 data for global onet tasks
- df = df[
- (df["geo_id"] == "GLOBAL")
- & (df["facet"] == "onet_task")
- & (df["variable"] == "onet_task_pct")
- ].copy()
- df = df.rename(columns={"cluster_name": "task_name", "value": "pct"})
-
- # Remove "not_classified" from V3 for fair comparison with V1/V2
- # Keep "none" as it represents legitimate unclassifiable tasks across all versions
- not_classified_pct = df[df["task_name"] == "not_classified"]["pct"].sum()
- df = df[df["task_name"] != "not_classified"].copy()
-
- # Renormalize V3 to 100% after removing not_classified
- if not_classified_pct > 0:
- remaining_total = df["pct"].sum()
- normalization_factor = 100 / remaining_total
- df["pct"] = df["pct"] * normalization_factor
- print(
- f" → Removed {not_classified_pct:.1f}% not_classified, renormalized by {normalization_factor:.3f}x"
- )
-
- # Validate structure
- if "task_name" not in df.columns or "pct" not in df.columns:
- raise ValueError(f"{version_name} data missing required columns")
-
- # Normalize task names and validate totals
- df["task_name"] = df["task_name"].str.lower().str.strip()
- total = df["pct"].sum()
-
- if not (80 <= total <= 120):
- warnings.warn(
- f"{version_name} percentages sum to {total:.1f}% (expected ~100%)",
- stacklevel=2,
- )
-
- print(f"✓ {version_name}: {len(df)} tasks, {total:.1f}% coverage")
- return df[["task_name", "pct"]]
-
-
-def load_automation_data():
- """Load automation/collaboration data for all versions."""
- result = {}
-
- # V1 and V2 - always renormalize to 100%
- for version in ["v1", "v2"]:
- df = pd.read_csv(FILES[f"{version}_auto"])
-
- # Always renormalize to 100%
- total = df["pct"].sum()
- normalization_factor = 100 / total
- df["pct"] = df["pct"] * normalization_factor
- print(
- f" → {version.upper()} automation: renormalized from {total:.1f}% to 100.0%"
- )
-
- result[version] = df
-
- # V3 from processed data
- df = pd.read_csv(FILES["v3_data"])
- v3_collab = df[
- (df["geo_id"] == "GLOBAL")
- & (df["facet"] == "collaboration")
- & (df["level"] == 0)
- & (df["variable"] == "collaboration_pct")
- ].copy()
- v3_collab = v3_collab.rename(
- columns={"cluster_name": "interaction_type", "value": "pct"}
- )
-
- # Remove "not_classified" from V3 collaboration data for fair comparison
- not_classified_pct = v3_collab[v3_collab["interaction_type"] == "not_classified"][
- "pct"
- ].sum()
- v3_collab = v3_collab[v3_collab["interaction_type"] != "not_classified"].copy()
-
- # Renormalize V3 collaboration to 100% after removing not_classified
- if not_classified_pct > 0:
- remaining_total = v3_collab["pct"].sum()
- normalization_factor = 100 / remaining_total
- v3_collab["pct"] = v3_collab["pct"] * normalization_factor
- print(
- f" → V3 collaboration: removed {not_classified_pct:.1f}% not_classified, renormalized by {normalization_factor:.3f}x"
- )
-
- result["v3"] = v3_collab[["interaction_type", "pct"]]
-
- print(f"✓ Automation data loaded for all versions")
- return result
-
-
-def load_occupational_mapping():
- """Load O*NET to SOC mapping data."""
- onet_df = pd.read_csv(FILES["onet"])
- soc_df = pd.read_csv(FILES["soc"]).dropna(subset=["Major Group"])
-
- onet_df["soc_major_group"] = onet_df["O*NET-SOC Code"].str[:2]
- soc_df["soc_major_group"] = soc_df["Major Group"].str[:2]
-
- merged = onet_df.merge(
- soc_df[["soc_major_group", "SOC or O*NET-SOC 2019 Title"]], on="soc_major_group"
- )
- merged["task_normalized"] = merged["Task"].str.lower().str.strip()
-
- print(f"✓ Occupational mapping: {merged['soc_major_group'].nunique()} SOC groups")
- return merged
-
-
-# ============================================================================
-# ANALYSIS
-# ============================================================================
-
-
-def analyze_occupational_trends(task_data, onet_soc_data):
- """Analyze occupational category trends across versions."""
-
- def aggregate_by_occupation(df):
- merged = df.merge(
- onet_soc_data[
- ["task_normalized", "SOC or O*NET-SOC 2019 Title"]
- ].drop_duplicates(),
- left_on="task_name",
- right_on="task_normalized",
- how="left",
- )
-
- unmapped = merged[merged["SOC or O*NET-SOC 2019 Title"].isna()]
- # Only warn if there are real unmapped tasks (not just "none" and "not_classified")
- real_unmapped = unmapped[
- ~unmapped["task_name"].isin(["none", "not_classified"])
- ]
- if len(real_unmapped) > 0:
- real_unmapped_pct = real_unmapped["pct"].sum()
- warnings.warn(
- f"{real_unmapped_pct:.1f}% of tasks unmapped to occupational categories",
- stacklevel=2,
- )
-
- return merged.groupby("SOC or O*NET-SOC 2019 Title")["pct"].sum()
-
- # Aggregate all versions
- comparison_df = pd.DataFrame(
- {
- "v1": aggregate_by_occupation(task_data["v1"]),
- "v2": aggregate_by_occupation(task_data["v2"]),
- "v3": aggregate_by_occupation(task_data["v3"]),
- }
- ).fillna(0)
-
- # Calculate changes and filter economically significant categories
- comparison_df["v3_v1_diff"] = comparison_df["v3"] - comparison_df["v1"]
- significant = comparison_df[
- (comparison_df[["v1", "v2", "v3"]] >= MIN_THRESHOLD).any(axis=1)
- ]
-
- print(
- f"✓ Occupational analysis: {len(significant)} economically significant categories"
- )
- return significant.sort_values("v1", ascending=False)
-
-
-def analyze_task_changes(task_data, onet_soc_data, top_n=12):
- """Identify most notable task changes V1→V3."""
- v1, v3 = task_data["v1"], task_data["v3"]
-
- # Compare changes
- comparison = (
- v1[["task_name", "pct"]]
- .rename(columns={"pct": "v1_pct"})
- .merge(
- v3[["task_name", "pct"]].rename(columns={"pct": "v3_pct"}),
- on="task_name",
- how="outer",
- )
- .fillna(0)
- )
-
- comparison["change"] = comparison["v3_pct"] - comparison["v1_pct"]
- comparison["rel_change"] = np.where(
- comparison["v1_pct"] > 0,
- (comparison["v3_pct"] - comparison["v1_pct"]) / comparison["v1_pct"] * 100,
- np.inf,
- )
-
- # Add SOC context
- with_context = comparison.merge(
- onet_soc_data[
- ["task_normalized", "SOC or O*NET-SOC 2019 Title"]
- ].drop_duplicates(),
- left_on="task_name",
- right_on="task_normalized",
- how="left",
- )
-
- # Get all tasks with economically significant changes (>= 0.2pp)
- significant_changes = with_context[abs(with_context["change"]) >= 0.2].copy()
-
- # Create category column with formatted relative percentage change
- def format_rel_change(row):
- if row["v1_pct"] > 0:
- rel_change = (row["v3_pct"] - row["v1_pct"]) / row["v1_pct"] * 100
- return f"{rel_change:+.0f}%"
- else:
- return "new"
-
- significant_changes["category"] = significant_changes.apply(
- format_rel_change, axis=1
- )
-
- # Rename column and sort by change descending
- significant_changes = significant_changes.rename(
- columns={"SOC or O*NET-SOC 2019 Title": "soc_group"}
- )
- significant_changes = significant_changes.sort_values("change", ascending=False)
-
- # Round to 3 decimals
- significant_changes[["v1_pct", "v3_pct", "change"]] = significant_changes[
- ["v1_pct", "v3_pct", "change"]
- ].round(3)
-
- print(f"✓ Task changes: {len(significant_changes)} notable changes identified")
- return significant_changes
-
-
-def analyze_automation_trends(automation_data):
- """Analyze automation vs augmentation trends across versions."""
- # Standardize interaction names
- for df in automation_data.values():
- df["interaction_type"] = df["interaction_type"].replace(
- {"task iteration": "task_iteration", "feedback loop": "feedback_loop"}
- )
-
- results = {}
- for version, data in automation_data.items():
- auto_total = data[data["interaction_type"].isin(AUTOMATION_TYPES)]["pct"].sum()
- aug_total = data[data["interaction_type"].isin(AUGMENTATION_TYPES)]["pct"].sum()
-
- interaction_dict = dict(zip(data["interaction_type"], data["pct"], strict=True))
- results[version] = {
- "automation_total": auto_total,
- "augmentation_total": aug_total,
- "directive": interaction_dict["directive"],
- "feedback_loop": interaction_dict["feedback_loop"],
- "validation": interaction_dict["validation"],
- "task_iteration": interaction_dict["task_iteration"],
- "learning": interaction_dict["learning"],
- }
-
- print("✓ Automation trends analysis complete")
- return results
-
-
-# ============================================================================
-# VISUALIZATION
-# ============================================================================
-
-
-def setup_plot_style():
- """Configure consistent plot styling."""
- plt.rcParams.update({"font.size": 12, "axes.titlesize": 16, "axes.labelsize": 14})
- sns.set_context("notebook", font_scale=1.1)
-
-
-def create_usage_trends_figure(comparison_df):
- """Create Usage Share Trends subplot figure."""
- setup_plot_style()
-
- # Get top categories
- top_cats = comparison_df[
- (comparison_df[["v1", "v2", "v3"]] >= MIN_THRESHOLD).any(axis=1)
- ].head(8)
- top_cats.index = top_cats.index.str.replace(" Occupations", "")
-
- fig, axes = plt.subplots(2, 4, figsize=(20, 15))
- axes = axes.flatten()
-
- line_color = "#FF8E53"
- fill_color = "#DEB887"
-
- # Simplified date labels (actual periods: Dec 2024-Jan 2025, Feb-Mar 2025, Aug 2025)
- versions, version_labels = [1, 2, 3], ["Jan 2025", "Mar 2025", "Aug 2025"]
-
- for i, (category, data) in enumerate(top_cats.iterrows()):
- if i >= len(axes):
- break
- ax = axes[i]
- values = [data["v1"], data["v2"], data["v3"]]
-
- ax.plot(
- versions,
- values,
- "o-",
- color=line_color,
- linewidth=3,
- markersize=8,
- markerfacecolor=line_color,
- markeredgecolor="white",
- markeredgewidth=2,
- )
- ax.fill_between(versions, values, alpha=0.3, color=fill_color)
-
- # Add value labels
- for x, y in zip(versions, values, strict=True):
- ax.text(
- x,
- y + max(values) * 0.02,
- f"{y:.1f}%",
- ha="center",
- va="bottom",
- fontsize=12,
- fontweight="bold",
- )
-
- ax.set_title(category, fontsize=14, fontweight="bold", pad=10)
- ax.set_xticks(versions)
- ax.set_xticklabels(version_labels)
- ax.set_ylabel("Percentage", fontsize=12)
- ax.set_ylim(0, max(values) * 1.15)
- ax.grid(True, alpha=0.3)
- ax.spines["top"].set_visible(False)
- ax.spines["right"].set_visible(False)
-
- fig.suptitle(
- "Usage share trends across economic index reports (V1 to V3)",
- fontsize=18,
- fontweight="bold",
- y=0.98,
- )
- plt.tight_layout()
- plt.subplots_adjust(top=0.88)
- return fig
-
-
-def create_automation_figure(trends):
- """Create Automation vs Augmentation Evolution figure."""
- setup_plot_style()
-
- fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))
-
- # Simplified date labels (actual periods: Dec 2024-Jan 2025, Feb-Mar 2025, Aug 2025)
- version_labels = ["Jan 2025", "Mar 2025", "Aug 2025"]
- x_pos = [1, 2, 3]
-
- # Left: Overall trends (no fill)
- auto_vals = [trends[v]["automation_total"] for v in ["v1", "v2", "v3"]]
- aug_vals = [trends[v]["augmentation_total"] for v in ["v1", "v2", "v3"]]
-
- ax1.plot(
- x_pos,
- auto_vals,
- "o-",
- color=COLORS["automation"],
- linewidth=3,
- markersize=8,
- label="Automation",
- markeredgecolor="white",
- markeredgewidth=2,
- )
- ax1.plot(
- x_pos,
- aug_vals,
- "o-",
- color=COLORS["augmentation"],
- linewidth=3,
- markersize=8,
- label="Augmentation",
- markeredgecolor="white",
- markeredgewidth=2,
- )
-
- # Value labels with automation above and augmentation below dots
- y_max = max(max(auto_vals), max(aug_vals))
- for i, (auto, aug) in enumerate(zip(auto_vals, aug_vals, strict=True)):
- # Red (automation) always above the dot
- ax1.text(
- x_pos[i],
- auto + 1.2,
- f"{auto:.1f}%",
- ha="center",
- va="bottom",
- fontweight="bold",
- color=COLORS["automation"],
- )
- # Blue (augmentation) always below the dot
- ax1.text(
- x_pos[i],
- aug - 1.5,
- f"{aug:.1f}%",
- ha="center",
- va="top",
- fontweight="bold",
- color=COLORS["augmentation"],
- )
-
- ax1.set_xticks(x_pos)
- ax1.set_xticklabels(version_labels)
- ax1.set_ylabel("Percentage")
- ax1.set_title("Automation vs augmentation trends")
- ax1.legend()
- ax1.grid(True, alpha=0.3)
- ax1.spines[["top", "right"]].set_visible(False)
- ax1.set_ylim(0, y_max * 1.15)
-
- # Right: Individual interaction types with color-coded groups
- interactions = [
- "directive",
- "feedback_loop",
- "validation",
- "task_iteration",
- "learning",
- ]
- # Automation = red shades, Augmentation = cool shades
- colors_individual = ["#DC143C", "#FF6B6B", "#4682B4", "#5F9EA0", "#4169E1"]
-
- for interaction, color in zip(interactions, colors_individual, strict=True):
- values = [trends[v][interaction] for v in ["v1", "v2", "v3"]]
- ax2.plot(
- x_pos,
- values,
- "o-",
- color=color,
- linewidth=2.5,
- markersize=6,
- label=interaction.replace("_", " ").title(),
- alpha=0.8,
- )
-
- ax2.set_xticks(x_pos)
- ax2.set_xticklabels(version_labels)
- ax2.set_ylabel("Percentage")
- ax2.set_title("Individual interaction types")
- ax2.legend(bbox_to_anchor=(1.05, 1), loc="upper left")
- ax2.grid(True, alpha=0.3)
- ax2.spines[["top", "right"]].set_visible(False)
-
- plt.suptitle(
- "Automation vs augmentation evolution (V1 to V3)",
- fontsize=16,
- fontweight="bold",
- )
- plt.tight_layout()
- return fig
-
-
-# ============================================================================
-# MAIN
-# ============================================================================
-
-
-def main():
- """Generate all three economic analysis figures."""
- print("=" * 80)
- print("ECONOMIC ANALYSIS FIGURE GENERATION")
- print("=" * 80)
-
- # Use consistent output directory for all economic research scripts
- output_dir = "../data/output/figures"
- os.makedirs(output_dir, exist_ok=True)
-
- # Load all data
- print("\nLoading data...")
- task_data = {
- "v1": load_task_data(FILES["v1_tasks"], "V1"),
- "v2": load_task_data(FILES["v2_tasks"], "V2"),
- "v3": load_task_data(FILES["v3_data"], "V3"),
- }
- automation_data = load_automation_data()
- onet_soc_data = load_occupational_mapping()
-
- # Analysis
- print("\nAnalyzing trends...")
- occupational_trends = analyze_occupational_trends(task_data, onet_soc_data)
- task_changes = analyze_task_changes(task_data, onet_soc_data)
- automation_trends = analyze_automation_trends(automation_data)
-
- # Generate figures
- print("\nGenerating figures...")
-
- fig1 = create_usage_trends_figure(occupational_trends)
- fig1.savefig(
- f"{output_dir}/main_occupational_categories.png",
- dpi=300,
- bbox_inches="tight",
- facecolor="white",
- )
- print("✓ Saved: main_occupational_categories.png")
-
- fig3 = create_automation_figure(automation_trends)
- fig3.savefig(
- f"{output_dir}/automation_trends_v1_v2_v3.png",
- dpi=300,
- bbox_inches="tight",
- facecolor="white",
- )
- print("✓ Saved: automation_trends_v1_v2_v3.png")
-
- print(f"\n✅ All figures generated successfully!")
- return occupational_trends, task_changes, automation_trends
-
-
-if __name__ == "__main__":
- results = main()
diff --git a/release_2025_09_15/code/aei_report_v3_preprocessing_claude_ai.ipynb b/release_2025_09_15/code/aei_report_v3_preprocessing_claude_ai.ipynb
deleted file mode 100644
index b69e942ded3f4ca09cb53d50728f5dcef7565e6e..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/aei_report_v3_preprocessing_claude_ai.ipynb
+++ /dev/null
@@ -1,1840 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# AEI Report v3 Claude.ai Preprocessing\n",
- "\n",
- "This notebook takes processed Clio data and enriches it with external sources:\n",
- "1. Merges with population data for per capita calculations\n",
- "2. Merges with GDP data for economic analysis\n",
- "3. Merges with SOC/O*NET data for occupational analysis\n",
- "4. Applies MIN_OBSERVATIONS filtering\n",
- "5. Calculates derived metrics (per capita, indices, tiers)\n",
- "6. Categorizes collaboration patterns\n",
- "\n",
- "**Input**: `aei_raw_claude_ai_2025-08-04_to_2025-08-11.csv`\n",
- "\n",
- "**Output**: `aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv`"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Configuration and Setup"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "from pathlib import Path\n",
- "\n",
- "import numpy as np\n",
- "import pandas as pd"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Year for external data\n",
- "YEAR = 2024\n",
- "\n",
- "# Data paths - using local directories\n",
- "DATA_INPUT_DIR = \"../data/input\" # Raw external data\n",
- "DATA_INTERMEDIATE_DIR = (\n",
- " \"../data/intermediate\" # Processed external data and Clio output\n",
- ")\n",
- "DATA_OUTPUT_DIR = \"../data/output\" # Final enriched data\n",
- "\n",
- "# Minimum observation thresholds\n",
- "MIN_OBSERVATIONS_COUNTRY = 200 # Threshold for countries\n",
- "MIN_OBSERVATIONS_US_STATE = 100 # Threshold for US states"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Countries where Claude doesn't operate (23 countries)\n",
- "EXCLUDED_COUNTRIES = [\n",
- " \"AF\", # Afghanistan\n",
- " \"BY\", # Belarus\n",
- " \"CD\", # Democratic Republic of the Congo\n",
- " \"CF\", # Central African Republic\n",
- " \"CN\", # China\n",
- " \"CU\", # Cuba\n",
- " \"ER\", # Eritrea\n",
- " \"ET\", # Ethiopia\n",
- " \"HK\", # Hong Kong\n",
- " \"IR\", # Iran\n",
- " \"KP\", # North Korea\n",
- " \"LY\", # Libya\n",
- " \"ML\", # Mali\n",
- " \"MM\", # Myanmar\n",
- " \"MO\", # Macau\n",
- " \"NI\", # Nicaragua\n",
- " \"RU\", # Russia\n",
- " \"SD\", # Sudan\n",
- " \"SO\", # Somalia\n",
- " \"SS\", # South Sudan\n",
- " \"SY\", # Syria\n",
- " \"VE\", # Venezuela\n",
- " \"YE\", # Yemen\n",
- "]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Data Loading Functions"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def load_population_data():\n",
- " \"\"\"\n",
- " Load population data for countries and US states.\n",
- "\n",
- " Args:\n",
- " verbose: Whether to print progress\n",
- "\n",
- " Returns:\n",
- " Dict with country and state_us population dataframes\n",
- " \"\"\"\n",
- " pop_country_path = (\n",
- " Path(DATA_INTERMEDIATE_DIR) / f\"working_age_pop_{YEAR}_country.csv\"\n",
- " )\n",
- " pop_state_path = (\n",
- " Path(DATA_INTERMEDIATE_DIR) / f\"working_age_pop_{YEAR}_us_state.csv\"\n",
- " )\n",
- "\n",
- " if not pop_country_path.exists() or not pop_state_path.exists():\n",
- " raise FileNotFoundError(\n",
- " f\"Population data is required but not found.\\n\"\n",
- " f\" Expected files:\\n\"\n",
- " f\" - {pop_country_path}\\n\"\n",
- " f\" - {pop_state_path}\\n\"\n",
- " f\" Run preprocess_population.py first to generate these files.\"\n",
- " )\n",
- "\n",
- " # Use keep_default_na=False to preserve any \"NA\" values as strings\n",
- " df_pop_country = pd.read_csv(\n",
- " pop_country_path, keep_default_na=False, na_values=[\"\"]\n",
- " )\n",
- " df_pop_state = pd.read_csv(pop_state_path, keep_default_na=False, na_values=[\"\"])\n",
- "\n",
- " return {\"country\": df_pop_country, \"state_us\": df_pop_state}\n",
- "\n",
- "\n",
- "def load_gdp_data():\n",
- " \"\"\"\n",
- " Load GDP data for countries and US states.\n",
- "\n",
- " Returns:\n",
- " Dict with country and state_us GDP dataframes\n",
- " \"\"\"\n",
- " gdp_country_path = Path(DATA_INTERMEDIATE_DIR) / f\"gdp_{YEAR}_country.csv\"\n",
- " gdp_state_path = Path(DATA_INTERMEDIATE_DIR) / f\"gdp_{YEAR}_us_state.csv\"\n",
- "\n",
- " if not gdp_country_path.exists() or not gdp_state_path.exists():\n",
- " raise FileNotFoundError(\n",
- " f\"GDP data is required but not found.\\n\"\n",
- " f\" Expected files:\\n\"\n",
- " f\" - {gdp_country_path}\\n\"\n",
- " f\" - {gdp_state_path}\\n\"\n",
- " f\" Run preprocess_gdp.py first to generate these files.\"\n",
- " )\n",
- "\n",
- " # Use keep_default_na=False to preserve any \"NA\" values as strings\n",
- " df_gdp_country = pd.read_csv(\n",
- " gdp_country_path, keep_default_na=False, na_values=[\"\"]\n",
- " )\n",
- " df_gdp_state = pd.read_csv(gdp_state_path, keep_default_na=False, na_values=[\"\"])\n",
- "\n",
- " return {\"country\": df_gdp_country, \"state_us\": df_gdp_state}\n",
- "\n",
- "\n",
- "def load_task_data():\n",
- " \"\"\"\n",
- " Load O*NET task statements with SOC codes.\n",
- "\n",
- " Returns:\n",
- " DataFrame with O*NET tasks and SOC major groups\n",
- " \"\"\"\n",
- " onet_path = Path(DATA_INTERMEDIATE_DIR) / \"onet_task_statements.csv\"\n",
- "\n",
- " if not onet_path.exists():\n",
- " raise FileNotFoundError(\n",
- " f\"O*NET data is required but not found.\\n\"\n",
- " f\" Expected file:\\n\"\n",
- " f\" - {onet_path}\\n\"\n",
- " f\" Run preprocess_onet.py first to generate this file.\"\n",
- " )\n",
- "\n",
- " # Use keep_default_na=False to preserve any \"NA\" values as strings\n",
- " df_onet = pd.read_csv(onet_path, keep_default_na=False, na_values=[\"\"])\n",
- "\n",
- " # Normalize task names for matching with Clio data\n",
- " df_onet[\"task_normalized\"] = df_onet[\"Task\"].str.lower().str.strip()\n",
- "\n",
- " return df_onet\n",
- "\n",
- "\n",
- "def load_soc_data():\n",
- " \"\"\"\n",
- " Load SOC structure data for occupation names.\n",
- "\n",
- " Returns:\n",
- " DataFrame with SOC major groups and their titles\n",
- " \"\"\"\n",
- " soc_path = Path(DATA_INTERMEDIATE_DIR) / \"soc_structure.csv\"\n",
- "\n",
- " if not soc_path.exists():\n",
- " raise FileNotFoundError(\n",
- " f\"SOC structure data is required but not found.\\n\"\n",
- " f\" Expected file:\\n\"\n",
- " f\" - {soc_path}\\n\"\n",
- " f\" Run preprocess_onet.py first to generate this file.\"\n",
- " )\n",
- "\n",
- " # Use keep_default_na=False to preserve any \"NA\" values as strings\n",
- " df_soc = pd.read_csv(soc_path, keep_default_na=False, na_values=[\"\"])\n",
- "\n",
- " # Get unique major groups with their titles for SOC name mapping\n",
- " df_major_groups = df_soc[df_soc[\"soc_major_group\"].notna()][\n",
- " [\"soc_major_group\", \"SOC or O*NET-SOC 2019 Title\"]\n",
- " ].drop_duplicates(subset=[\"soc_major_group\"])\n",
- "\n",
- " return df_major_groups\n",
- "\n",
- "\n",
- "def load_external_data():\n",
- " \"\"\"\n",
- " Load all external data sources from local files.\n",
- "\n",
- " Returns:\n",
- " Dict with population, gdp, task_statements, and soc_structure dataframes\n",
- " \"\"\"\n",
- "\n",
- " external_data = {}\n",
- "\n",
- " # Load each data source with its specific function\n",
- " external_data[\"population\"] = load_population_data()\n",
- " external_data[\"gdp\"] = load_gdp_data()\n",
- " external_data[\"task_statements\"] = load_task_data()\n",
- " external_data[\"soc_structure\"] = load_soc_data()\n",
- "\n",
- " return external_data"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Filtering Functions"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def get_filtered_geographies(df):\n",
- " \"\"\"\n",
- " Get lists of countries and states that meet MIN_OBSERVATIONS thresholds.\n",
- "\n",
- " This function does NOT filter the dataframe - it only identifies which\n",
- " geographies meet the thresholds. The full dataframe is preserved\n",
- " so we can still report statistics for all geographies.\n",
- "\n",
- " Args:\n",
- " df: Input dataframe\n",
- "\n",
- " Returns:\n",
- " Tuple of (filtered_countries list, filtered_states list)\n",
- " \"\"\"\n",
- " # Get country usage counts\n",
- " country_usage = df[\n",
- " (df[\"facet\"] == \"country\") & (df[\"variable\"] == \"usage_count\")\n",
- " ].set_index(\"geo_id\")[\"value\"]\n",
- "\n",
- " # Get state usage counts\n",
- " state_usage = df[\n",
- " (df[\"facet\"] == \"state_us\") & (df[\"variable\"] == \"usage_count\")\n",
- " ].set_index(\"geo_id\")[\"value\"]\n",
- "\n",
- " # Get countries that meet MIN_OBSERVATIONS threshold\n",
- " filtered_countries = country_usage[\n",
- " country_usage >= MIN_OBSERVATIONS_COUNTRY\n",
- " ].index.tolist()\n",
- "\n",
- " # Get states that meet MIN_OBSERVATIONS threshold\n",
- " filtered_states = state_usage[\n",
- " state_usage >= MIN_OBSERVATIONS_US_STATE\n",
- " ].index.tolist()\n",
- "\n",
- " return filtered_countries, filtered_states"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Data Merge Functions"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def merge_population_data(df, population_data):\n",
- " \"\"\"\n",
- " Merge population data in long format.\n",
- "\n",
- " This function:\n",
- " 1. Adds countries/states that have population but no usage (with 0 usage values)\n",
- " 2. Adds population as new rows with variable=\"working_age_pop\"\n",
- "\n",
- " Args:\n",
- " df: Input dataframe in long format\n",
- " population_data: Dict with country and state_us population dataframes\n",
- "\n",
- " Returns:\n",
- " Dataframe with all geographies and population added as rows\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- " new_rows = []\n",
- "\n",
- " # Get unique date/platform combinations to replicate for new data\n",
- " date_platform_combos = df_result[\n",
- " [\"date_start\", \"date_end\", \"platform_and_product\"]\n",
- " ].drop_duplicates()\n",
- "\n",
- " # Process countries\n",
- " if \"country\" in population_data and not population_data[\"country\"].empty:\n",
- " pop_country = population_data[\"country\"]\n",
- "\n",
- " # Get existing countries in our data\n",
- " existing_countries = df_result[\n",
- " (df_result[\"geography\"] == \"country\")\n",
- " & (df_result[\"variable\"] == \"usage_count\")\n",
- " ][\"geo_id\"].unique()\n",
- "\n",
- " # Add missing countries with 0 usage (excluding excluded countries)\n",
- " missing_countries = (\n",
- " set(pop_country[\"country_code\"])\n",
- " - set(existing_countries)\n",
- " - set(EXCLUDED_COUNTRIES)\n",
- " )\n",
- "\n",
- " for _, combo in date_platform_combos.iterrows():\n",
- " # Add missing countries with 0 usage (both count and percentage)\n",
- " for country_code in missing_countries:\n",
- " # Add usage_count = 0\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": country_code,\n",
- " \"geography\": \"country\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"country\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"usage_count\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": 0.0,\n",
- " }\n",
- " )\n",
- " # Add usage_pct = 0\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": country_code,\n",
- " \"geography\": \"country\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"country\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"usage_pct\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": 0.0,\n",
- " }\n",
- " )\n",
- "\n",
- " # Add population data for all countries (that are not excluded)\n",
- " for _, pop_row in pop_country.iterrows():\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": pop_row[\"country_code\"],\n",
- " \"geography\": \"country\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"country\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"working_age_pop\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": float(pop_row[\"working_age_pop\"]),\n",
- " }\n",
- " )\n",
- "\n",
- " # Process US states\n",
- " if \"state_us\" in population_data and not population_data[\"state_us\"].empty:\n",
- " pop_state = population_data[\"state_us\"]\n",
- "\n",
- " # Get existing states in our data\n",
- " existing_states = df_result[\n",
- " (df_result[\"geography\"] == \"state_us\")\n",
- " & (df_result[\"variable\"] == \"usage_count\")\n",
- " ][\"geo_id\"].unique()\n",
- "\n",
- " # Add missing states with 0 usage\n",
- " missing_states = set(pop_state[\"state_code\"]) - set(existing_states)\n",
- "\n",
- " for _, combo in date_platform_combos.iterrows():\n",
- " # Add missing states with 0 usage (both count and percentage)\n",
- " for state_code in missing_states:\n",
- " # Add usage_count = 0\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": state_code,\n",
- " \"geography\": \"state_us\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"state_us\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"usage_count\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": 0.0,\n",
- " }\n",
- " )\n",
- " # Add usage_pct = 0\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": state_code,\n",
- " \"geography\": \"state_us\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"state_us\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"usage_pct\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": 0.0,\n",
- " }\n",
- " )\n",
- "\n",
- " # Add population data for all states\n",
- " for _, pop_row in pop_state.iterrows():\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": pop_row[\"state_code\"],\n",
- " \"geography\": \"state_us\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"state_us\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"working_age_pop\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": float(pop_row[\"working_age_pop\"]),\n",
- " }\n",
- " )\n",
- "\n",
- " # Add all new rows to the dataframe\n",
- " if new_rows:\n",
- " df_new = pd.DataFrame(new_rows)\n",
- " df_result = pd.concat([df_result, df_new], ignore_index=True)\n",
- "\n",
- " return df_result\n",
- "\n",
- "\n",
- "def merge_gdp_data(df, gdp_data, population_data):\n",
- " \"\"\"\n",
- " Merge GDP data and calculate GDP per working age capita.\n",
- "\n",
- " Since we have total GDP in actual dollars, we divide by population to get per capita.\n",
- "\n",
- " Args:\n",
- " df: Input dataframe in long format\n",
- " gdp_data: Dict with country and state_us GDP dataframes (total GDP in dollars)\n",
- " population_data: Dict with country and state_us population dataframes\n",
- "\n",
- " Returns:\n",
- " Dataframe with GDP per capita data added as rows\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- " new_rows = []\n",
- "\n",
- " # Get unique date/platform combinations\n",
- " date_platform_combos = df_result[\n",
- " [\"date_start\", \"date_end\", \"platform_and_product\"]\n",
- " ].drop_duplicates()\n",
- "\n",
- " # Process country GDP\n",
- " if \"country\" in gdp_data and \"country\" in population_data:\n",
- " gdp_country = gdp_data[\"country\"]\n",
- " pop_country = population_data[\"country\"]\n",
- "\n",
- " # Merge GDP with population to calculate per capita\n",
- " gdp_pop = gdp_country.merge(pop_country, on=\"iso_alpha_3\", how=\"inner\")\n",
- "\n",
- " # Calculate GDP per working age capita\n",
- " gdp_pop[\"gdp_per_working_age_capita\"] = (\n",
- " gdp_pop[\"gdp_total\"] / gdp_pop[\"working_age_pop\"]\n",
- " )\n",
- "\n",
- " for _, combo in date_platform_combos.iterrows():\n",
- " for _, gdp_row in gdp_pop.iterrows():\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": gdp_row[\"country_code\"], # Use 2-letter code\n",
- " \"geography\": \"country\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"country\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"gdp_per_working_age_capita\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": float(gdp_row[\"gdp_per_working_age_capita\"]),\n",
- " }\n",
- " )\n",
- "\n",
- " # Process state GDP\n",
- " if \"state_us\" in gdp_data and \"state_us\" in population_data:\n",
- " gdp_state = gdp_data[\"state_us\"]\n",
- " pop_state = population_data[\"state_us\"]\n",
- "\n",
- " # Merge GDP with population\n",
- " # Column names from preprocess_gdp.py: state_code, gdp_total (in actual dollars)\n",
- " gdp_pop = gdp_state.merge(pop_state, on=\"state_code\", how=\"inner\")\n",
- "\n",
- " # Calculate GDP per working age capita\n",
- " gdp_pop[\"gdp_per_working_age_capita\"] = (\n",
- " gdp_pop[\"gdp_total\"] / gdp_pop[\"working_age_pop\"]\n",
- " )\n",
- "\n",
- " for _, combo in date_platform_combos.iterrows():\n",
- " for _, gdp_row in gdp_pop.iterrows():\n",
- " new_rows.append(\n",
- " {\n",
- " \"geo_id\": gdp_row[\"state_code\"],\n",
- " \"geography\": \"state_us\",\n",
- " \"date_start\": combo[\"date_start\"],\n",
- " \"date_end\": combo[\"date_end\"],\n",
- " \"platform_and_product\": combo[\"platform_and_product\"],\n",
- " \"facet\": \"state_us\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"gdp_per_working_age_capita\",\n",
- " \"cluster_name\": \"\",\n",
- " \"value\": float(gdp_row[\"gdp_per_working_age_capita\"]),\n",
- " }\n",
- " )\n",
- "\n",
- " # Add all new rows to the dataframe\n",
- " if new_rows:\n",
- " df_new = pd.DataFrame(new_rows)\n",
- " df_result = pd.concat([df_result, df_new], ignore_index=True)\n",
- "\n",
- " return df_result\n",
- "\n",
- "\n",
- "def calculate_soc_distribution(\n",
- " df, df_onet, df_soc_structure, filtered_countries=None, filtered_states=None\n",
- "):\n",
- " \"\"\"\n",
- " Calculate SOC occupation distribution from O*NET task usage.\n",
- "\n",
- " This uses the following approach:\n",
- " 1. Map tasks directly to SOC major groups (with minimal double counting)\n",
- " 2. Combine \"none\" and \"not_classified\" tasks into a single \"not_classified\" SOC group\n",
- " 3. Sum percentages by SOC group\n",
- " 4. Normalize to 100% for each geography\n",
- " 5. Calculate for countries, US states, and global that meet MIN_OBSERVATIONS threshold\n",
- "\n",
- " NOTE: For US states, only ~449 O*NET tasks have state-level data (those with sufficient\n",
- " observations), but these tasks still map to SOC groups the same way as for countries.\n",
- "\n",
- " Args:\n",
- " df: DataFrame with O*NET task percentages\n",
- " df_onet: O*NET task data with SOC codes\n",
- " df_soc_structure: SOC structure with major group names\n",
- " filtered_countries: List of countries that meet MIN_OBSERVATIONS (optional)\n",
- " filtered_states: List of states that meet MIN_OBSERVATIONS (optional)\n",
- "\n",
- " Returns:\n",
- " DataFrame with SOC distribution rows added\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- " soc_rows = []\n",
- "\n",
- " # Get all O*NET task percentage data (including not_classified and \"none\")\n",
- " df_task_pct_all = df_result[\n",
- " (df_result[\"facet\"] == \"onet_task\") & (df_result[\"variable\"] == \"onet_task_pct\")\n",
- " ].copy()\n",
- "\n",
- " if df_task_pct_all.empty:\n",
- " return df_result\n",
- "\n",
- " # Build masks for each geography type\n",
- " # Always include global\n",
- " global_mask = df_task_pct_all[\"geography\"] == \"global\"\n",
- "\n",
- " # Apply filtering for countries\n",
- " if filtered_countries is not None:\n",
- " country_mask = (df_task_pct_all[\"geography\"] == \"country\") & (\n",
- " df_task_pct_all[\"geo_id\"].isin(filtered_countries)\n",
- " )\n",
- " else:\n",
- " # If no filter, keep all countries\n",
- " country_mask = df_task_pct_all[\"geography\"] == \"country\"\n",
- "\n",
- " # Apply filtering for states\n",
- " if filtered_states is not None:\n",
- " state_mask = (df_task_pct_all[\"geography\"] == \"state_us\") & (\n",
- " df_task_pct_all[\"geo_id\"].isin(filtered_states)\n",
- " )\n",
- " else:\n",
- " # If no filter, keep all states\n",
- " state_mask = df_task_pct_all[\"geography\"] == \"state_us\"\n",
- "\n",
- " # Combine masks to keep relevant geographies\n",
- " combined_mask = global_mask | country_mask | state_mask\n",
- " df_task_pct_all = df_task_pct_all[combined_mask].copy()\n",
- "\n",
- " if df_task_pct_all.empty:\n",
- " return df_result\n",
- "\n",
- " # Separate not_classified and none tasks from real O*NET tasks\n",
- " df_not_classified = df_task_pct_all[\n",
- " (df_task_pct_all[\"cluster_name\"].str.contains(\"not_classified\", na=False))\n",
- " | (df_task_pct_all[\"cluster_name\"] == \"none\")\n",
- " ].copy()\n",
- "\n",
- " # Get real O*NET tasks (excluding not_classified and none)\n",
- " df_task_pct = df_task_pct_all[\n",
- " (~df_task_pct_all[\"cluster_name\"].str.contains(\"not_classified\", na=False))\n",
- " & (df_task_pct_all[\"cluster_name\"] != \"none\")\n",
- " ].copy()\n",
- "\n",
- " # Normalize task names for matching\n",
- " df_task_pct[\"task_normalized\"] = df_task_pct[\"cluster_name\"].str.lower().str.strip()\n",
- "\n",
- " # Get unique task-SOC pairs from O*NET data\n",
- " # This keeps tasks that map to multiple SOC groups (different rows)\n",
- " df_task_soc = df_onet[[\"task_normalized\", \"soc_major_group\"]].drop_duplicates()\n",
- "\n",
- " # Merge tasks with their SOC codes\n",
- " df_with_soc = df_task_pct.merge(df_task_soc, on=\"task_normalized\", how=\"left\")\n",
- "\n",
- " # Check for unmapped tasks and raise error if found (same as for countries)\n",
- " unmapped_tasks = df_with_soc[df_with_soc[\"soc_major_group\"].isna()]\n",
- " if not unmapped_tasks.empty:\n",
- " unmapped_list = unmapped_tasks[\"cluster_name\"].unique()[:10] # Show first 10\n",
- " n_unmapped = len(unmapped_tasks[\"cluster_name\"].unique())\n",
- "\n",
- " # Check which geographies have unmapped tasks\n",
- " unmapped_geos = unmapped_tasks[\"geography\"].unique()\n",
- "\n",
- " raise ValueError(\n",
- " f\"Found {n_unmapped} O*NET tasks that could not be mapped to SOC codes.\\n\"\n",
- " f\"Geographies with unmapped tasks: {unmapped_geos.tolist()}\\n\"\n",
- " f\"First 10 unmapped tasks:\\n\"\n",
- " + \"\\n\".join(f\" - {task}\" for task in unmapped_list)\n",
- " + f\"\\n\\nThis likely means the O*NET data is out of sync with the Clio task data.\\n\"\n",
- " f\"Please verify that preprocess_onet.py has been run with the correct O*NET version.\"\n",
- " )\n",
- "\n",
- " # Create SOC name mapping if SOC structure is available\n",
- " soc_names = {}\n",
- " if not df_soc_structure.empty:\n",
- " for _, row in df_soc_structure.iterrows():\n",
- " soc_code = row[\"soc_major_group\"]\n",
- " title = row[\"SOC or O*NET-SOC 2019 Title\"]\n",
- " # Clean up title (remove \"Occupations\" suffix)\n",
- " clean_title = title.replace(\" Occupations\", \"\").replace(\" Occupation\", \"\")\n",
- " soc_names[soc_code] = clean_title\n",
- "\n",
- " # Group by geography and process each group\n",
- " geo_groups = df_with_soc.groupby(\n",
- " [\"geo_id\", \"geography\", \"date_start\", \"date_end\", \"platform_and_product\"]\n",
- " )\n",
- "\n",
- " # Also group not_classified data by geography\n",
- " not_classified_groups = df_not_classified.groupby(\n",
- " [\"geo_id\", \"geography\", \"date_start\", \"date_end\", \"platform_and_product\"]\n",
- " )\n",
- "\n",
- " # Track statistics\n",
- " states_with_soc = set()\n",
- " countries_with_soc = set()\n",
- "\n",
- " # Process all geographies\n",
- " all_geos = set()\n",
- " for (geo_id, geography, date_start, date_end, platform), _ in geo_groups:\n",
- " all_geos.add((geo_id, geography, date_start, date_end, platform))\n",
- " for (geo_id, geography, date_start, date_end, platform), _ in not_classified_groups:\n",
- " all_geos.add((geo_id, geography, date_start, date_end, platform))\n",
- "\n",
- " for geo_id, geography, date_start, date_end, platform in all_geos:\n",
- " # Get mapped SOC data for this geography\n",
- " try:\n",
- " geo_data = geo_groups.get_group(\n",
- " (geo_id, geography, date_start, date_end, platform)\n",
- " )\n",
- " # Sum percentages by SOC major group\n",
- " # If a task maps to multiple SOC groups, its percentage is added to each\n",
- " soc_totals = geo_data.groupby(\"soc_major_group\")[\"value\"].sum()\n",
- " except KeyError:\n",
- " # No mapped tasks for this geography\n",
- " soc_totals = pd.Series(dtype=float)\n",
- "\n",
- " # Get not_classified/none data for this geography\n",
- " try:\n",
- " not_classified_data = not_classified_groups.get_group(\n",
- " (geo_id, geography, date_start, date_end, platform)\n",
- " )\n",
- " # Sum all not_classified and none percentages\n",
- " not_classified_total = not_classified_data[\"value\"].sum()\n",
- " except KeyError:\n",
- " # No not_classified/none for this geography\n",
- " not_classified_total = 0\n",
- "\n",
- " # Combine and normalize to 100%\n",
- " total_pct = soc_totals.sum() + not_classified_total\n",
- "\n",
- " if total_pct > 0:\n",
- " # Normalize mapped SOC groups\n",
- " if len(soc_totals) > 0:\n",
- " soc_normalized = (soc_totals / total_pct) * 100\n",
- " else:\n",
- " soc_normalized = pd.Series(dtype=float)\n",
- "\n",
- " # Calculate normalized not_classified percentage\n",
- " not_classified_normalized = (not_classified_total / total_pct) * 100\n",
- "\n",
- " # Track geographies that have SOC data\n",
- " if geography == \"state_us\":\n",
- " states_with_soc.add(geo_id)\n",
- " elif geography == \"country\":\n",
- " countries_with_soc.add(geo_id)\n",
- "\n",
- " # Create rows for each SOC group\n",
- " for soc_group, pct_value in soc_normalized.items():\n",
- " # Get SOC name if available, otherwise use code\n",
- " soc_name = soc_names.get(soc_group, f\"SOC {soc_group}\")\n",
- "\n",
- " soc_row = {\n",
- " \"geo_id\": geo_id,\n",
- " \"geography\": geography,\n",
- " \"date_start\": date_start,\n",
- " \"date_end\": date_end,\n",
- " \"platform_and_product\": platform,\n",
- " \"facet\": \"soc_occupation\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"soc_pct\",\n",
- " \"cluster_name\": soc_name,\n",
- " \"value\": pct_value,\n",
- " }\n",
- " soc_rows.append(soc_row)\n",
- "\n",
- " # Add not_classified SOC row if there's any not_classified/none percentage\n",
- " if not_classified_normalized > 0:\n",
- " soc_row = {\n",
- " \"geo_id\": geo_id,\n",
- " \"geography\": geography,\n",
- " \"date_start\": date_start,\n",
- " \"date_end\": date_end,\n",
- " \"platform_and_product\": platform,\n",
- " \"facet\": \"soc_occupation\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"soc_pct\",\n",
- " \"cluster_name\": \"not_classified\",\n",
- " \"value\": not_classified_normalized,\n",
- " }\n",
- " soc_rows.append(soc_row)\n",
- "\n",
- " # Print summary\n",
- " if countries_with_soc:\n",
- " print(\n",
- " f\"Calculated SOC distributions for {len(countries_with_soc)} countries + global\"\n",
- " )\n",
- " if states_with_soc:\n",
- " print(f\"Calculated SOC distributions for {len(states_with_soc)} US states\")\n",
- "\n",
- " # Add all SOC rows to result\n",
- " if soc_rows:\n",
- " df_soc = pd.DataFrame(soc_rows)\n",
- " df_result = pd.concat([df_result, df_soc], ignore_index=True)\n",
- "\n",
- " return df_result"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Metric Calculation Functions"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def calculate_per_capita_metrics(df):\n",
- " \"\"\"\n",
- " Calculate per capita metrics by joining usage and population data.\n",
- "\n",
- " Since data is in long format, this function:\n",
- " 1. Extracts usage count rows\n",
- " 2. Extracts population rows\n",
- " 3. Joins them and calculates per capita\n",
- " 4. Adds results as new rows\n",
- "\n",
- " Args:\n",
- " df: Dataframe in long format with usage and population as rows\n",
- "\n",
- " Returns:\n",
- " Dataframe with per capita metrics added as new rows\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- "\n",
- " # Define which metrics should have per capita calculations\n",
- " count_metrics = [\"usage_count\"]\n",
- "\n",
- " # Get population data\n",
- " df_pop = df_result[df_result[\"variable\"] == \"working_age_pop\"][\n",
- " [\n",
- " \"geo_id\",\n",
- " \"geography\",\n",
- " \"date_start\",\n",
- " \"date_end\",\n",
- " \"platform_and_product\",\n",
- " \"value\",\n",
- " ]\n",
- " ].rename(columns={\"value\": \"population\"})\n",
- "\n",
- " # Calculate per capita for each count metric\n",
- " per_capita_rows = []\n",
- "\n",
- " for metric in count_metrics:\n",
- " # Get the count data for this metric\n",
- " df_metric = df_result[df_result[\"variable\"] == metric].copy()\n",
- "\n",
- " # Join with population data\n",
- " df_joined = df_metric.merge(\n",
- " df_pop,\n",
- " on=[\n",
- " \"geo_id\",\n",
- " \"geography\",\n",
- " \"date_start\",\n",
- " \"date_end\",\n",
- " \"platform_and_product\",\n",
- " ],\n",
- " how=\"left\",\n",
- " )\n",
- "\n",
- " # Calculate per capita where population exists and is > 0\n",
- " df_joined = df_joined[\n",
- " df_joined[\"population\"].notna() & (df_joined[\"population\"] > 0)\n",
- " ]\n",
- "\n",
- " if not df_joined.empty:\n",
- " # Create per capita rows\n",
- " for _, row in df_joined.iterrows():\n",
- " per_capita_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": metric.replace(\"_count\", \"_per_capita\"),\n",
- " \"cluster_name\": row[\"cluster_name\"],\n",
- " \"value\": row[\"value\"] / row[\"population\"],\n",
- " }\n",
- " per_capita_rows.append(per_capita_row)\n",
- "\n",
- " # Add all per capita rows to the result\n",
- " if per_capita_rows:\n",
- " df_per_capita = pd.DataFrame(per_capita_rows)\n",
- " df_result = pd.concat([df_result, df_per_capita], ignore_index=True)\n",
- "\n",
- " return df_result\n",
- "\n",
- "\n",
- "def calculate_usage_per_capita_index(df, filtered_countries=None, filtered_states=None):\n",
- " \"\"\"\n",
- " Calculate usage concentration index: (% of usage) / (% of population).\n",
- "\n",
- " This shows whether a geography has more or less usage than expected based on its population.\n",
- " - Index = 1.0: Usage proportional to population\n",
- " - Index > 1.0: Over-representation (more usage than expected)\n",
- " - Index < 1.0: Under-representation (less usage than expected)\n",
- " - Index = 0.0: No usage at all\n",
- "\n",
- " The function calculates the index for all countries/states that have usage data.\n",
- " Excluded countries don't have usage data, so they're automatically excluded.\n",
- " Countries with zero usage get index=0 naturally from the calculation.\n",
- "\n",
- " Args:\n",
- " df: Dataframe with usage and population data\n",
- " filtered_countries: List of countries that meet MIN_OBSERVATIONS threshold (used for baseline calculation)\n",
- " filtered_states: List of states that meet MIN_OBSERVATIONS threshold (used for baseline calculation)\n",
- "\n",
- " Returns:\n",
- " Dataframe with usage concentration index added as new rows\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- "\n",
- " index_rows = []\n",
- "\n",
- " # Process countries\n",
- " # Get all countries with usage data (excluded countries won't be here)\n",
- " df_usage_country = df_result[\n",
- " (df_result[\"geography\"] == \"country\") & (df_result[\"variable\"] == \"usage_count\")\n",
- " ].copy()\n",
- "\n",
- " # Get population data for the same countries\n",
- " df_pop_country = df_result[\n",
- " (df_result[\"geography\"] == \"country\")\n",
- " & (df_result[\"variable\"] == \"working_age_pop\")\n",
- " ].copy()\n",
- "\n",
- " if not df_usage_country.empty and not df_pop_country.empty:\n",
- " # For baseline calculation, use filtered countries if provided, otherwise use all\n",
- " if filtered_countries is not None:\n",
- " # Calculate totals using only filtered countries for the baseline\n",
- " usage_for_baseline = df_usage_country[\n",
- " df_usage_country[\"geo_id\"].isin(filtered_countries)\n",
- " ]\n",
- " pop_for_baseline = df_pop_country[\n",
- " df_pop_country[\"geo_id\"].isin(filtered_countries)\n",
- " ]\n",
- " total_usage = usage_for_baseline[\"value\"].sum()\n",
- " total_pop = pop_for_baseline[\"value\"].sum()\n",
- " else:\n",
- " # Use all countries for baseline\n",
- " total_usage = df_usage_country[\"value\"].sum()\n",
- " total_pop = df_pop_country[\"value\"].sum()\n",
- "\n",
- " if total_usage > 0 and total_pop > 0:\n",
- " # Calculate index for all countries (not just filtered)\n",
- " for _, usage_row in df_usage_country.iterrows():\n",
- " # Find corresponding population\n",
- " pop_value = df_pop_country[\n",
- " df_pop_country[\"geo_id\"] == usage_row[\"geo_id\"]\n",
- " ][\"value\"].values\n",
- "\n",
- " if len(pop_value) > 0 and pop_value[0] > 0:\n",
- " # Calculate shares\n",
- " usage_share = (\n",
- " usage_row[\"value\"] / total_usage\n",
- " if usage_row[\"value\"] > 0\n",
- " else 0\n",
- " )\n",
- " pop_share = pop_value[0] / total_pop\n",
- "\n",
- " # Calculate index (will be 0 if usage is 0)\n",
- " index_value = usage_share / pop_share if pop_share > 0 else 0\n",
- "\n",
- " index_row = {\n",
- " \"geo_id\": usage_row[\"geo_id\"],\n",
- " \"geography\": usage_row[\"geography\"],\n",
- " \"date_start\": usage_row[\"date_start\"],\n",
- " \"date_end\": usage_row[\"date_end\"],\n",
- " \"platform_and_product\": usage_row[\"platform_and_product\"],\n",
- " \"facet\": usage_row[\"facet\"],\n",
- " \"level\": usage_row[\"level\"],\n",
- " \"variable\": \"usage_per_capita_index\",\n",
- " \"cluster_name\": usage_row[\"cluster_name\"],\n",
- " \"value\": index_value,\n",
- " }\n",
- " index_rows.append(index_row)\n",
- "\n",
- " # Process states\n",
- " # Get all states with usage data\n",
- " df_usage_state = df_result[\n",
- " (df_result[\"geography\"] == \"state_us\")\n",
- " & (df_result[\"variable\"] == \"usage_count\")\n",
- " ].copy()\n",
- "\n",
- " # Get population data for the same states\n",
- " df_pop_state = df_result[\n",
- " (df_result[\"geography\"] == \"state_us\")\n",
- " & (df_result[\"variable\"] == \"working_age_pop\")\n",
- " ].copy()\n",
- "\n",
- " if not df_usage_state.empty and not df_pop_state.empty:\n",
- " # For baseline calculation, use filtered states if provided, otherwise use all\n",
- " if filtered_states is not None:\n",
- " # Calculate totals using only filtered states for the baseline\n",
- " usage_for_baseline = df_usage_state[\n",
- " df_usage_state[\"geo_id\"].isin(filtered_states)\n",
- " ]\n",
- " pop_for_baseline = df_pop_state[\n",
- " df_pop_state[\"geo_id\"].isin(filtered_states)\n",
- " ]\n",
- " total_usage = usage_for_baseline[\"value\"].sum()\n",
- " total_pop = pop_for_baseline[\"value\"].sum()\n",
- " else:\n",
- " # Use all states for baseline\n",
- " total_usage = df_usage_state[\"value\"].sum()\n",
- " total_pop = df_pop_state[\"value\"].sum()\n",
- "\n",
- " if total_usage > 0 and total_pop > 0:\n",
- " # Calculate index for all states (not just filtered)\n",
- " for _, usage_row in df_usage_state.iterrows():\n",
- " # Find corresponding population\n",
- " pop_value = df_pop_state[df_pop_state[\"geo_id\"] == usage_row[\"geo_id\"]][\n",
- " \"value\"\n",
- " ].values\n",
- "\n",
- " if len(pop_value) > 0 and pop_value[0] > 0:\n",
- " # Calculate shares\n",
- " usage_share = (\n",
- " usage_row[\"value\"] / total_usage\n",
- " if usage_row[\"value\"] > 0\n",
- " else 0\n",
- " )\n",
- " pop_share = pop_value[0] / total_pop\n",
- "\n",
- " # Calculate index (will be 0 if usage is 0)\n",
- " index_value = usage_share / pop_share if pop_share > 0 else 0\n",
- "\n",
- " index_row = {\n",
- " \"geo_id\": usage_row[\"geo_id\"],\n",
- " \"geography\": usage_row[\"geography\"],\n",
- " \"date_start\": usage_row[\"date_start\"],\n",
- " \"date_end\": usage_row[\"date_end\"],\n",
- " \"platform_and_product\": usage_row[\"platform_and_product\"],\n",
- " \"facet\": usage_row[\"facet\"],\n",
- " \"level\": usage_row[\"level\"],\n",
- " \"variable\": \"usage_per_capita_index\",\n",
- " \"cluster_name\": usage_row[\"cluster_name\"],\n",
- " \"value\": index_value,\n",
- " }\n",
- " index_rows.append(index_row)\n",
- "\n",
- " # Add all index rows to result\n",
- " if index_rows:\n",
- " df_index = pd.DataFrame(index_rows)\n",
- " df_result = pd.concat([df_result, df_index], ignore_index=True)\n",
- "\n",
- " return df_result\n",
- "\n",
- "\n",
- "def calculate_category_percentage_index(\n",
- " df, filtered_countries=None, filtered_states=None\n",
- "):\n",
- " \"\"\"\n",
- " Calculate category percentage index for facet specialization.\n",
- "\n",
- " For countries: Compare to global percentage for that cluster\n",
- " For US states: Compare to US country percentage for that cluster\n",
- "\n",
- " Only calculates for countries/states that meet MIN_OBSERVATIONS.\n",
- " Excludes \"not_classified\" and \"none\" categories as these are catch-alls.\n",
- "\n",
- " Args:\n",
- " df: Dataframe with percentage metrics as rows\n",
- " filtered_countries: List of countries that meet MIN_OBSERVATIONS threshold\n",
- " filtered_states: List of states that meet MIN_OBSERVATIONS threshold\n",
- "\n",
- " Returns:\n",
- " Dataframe with category percentage index added as new rows (only for filtered geographies)\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- "\n",
- " # Process percentage metrics for content facets\n",
- " pct_vars = [\"onet_task_pct\", \"collaboration_pct\", \"request_pct\"]\n",
- "\n",
- " index_rows = []\n",
- "\n",
- " for pct_var in pct_vars:\n",
- " # Get the base facet name\n",
- " facet_name = pct_var.replace(\"_pct\", \"\")\n",
- "\n",
- " # Get percentage data for this variable\n",
- " df_pct = df_result[\n",
- " (df_result[\"variable\"] == pct_var) & (df_result[\"facet\"] == facet_name)\n",
- " ].copy()\n",
- "\n",
- " # Exclude not_classified and none categories from index calculation\n",
- " # These are catch-all/no-pattern categories that don't provide meaningful comparisons\n",
- " df_pct = df_pct[~df_pct[\"cluster_name\"].isin([\"not_classified\", \"none\"])]\n",
- "\n",
- " if not df_pct.empty and \"cluster_name\" in df_pct.columns:\n",
- " # Check if this facet has levels (like request)\n",
- " has_levels = df_pct[\"level\"].notna().any() and (df_pct[\"level\"] != 0).any()\n",
- "\n",
- " if has_levels:\n",
- " # Process each level separately\n",
- " levels = df_pct[\"level\"].dropna().unique()\n",
- "\n",
- " for level in levels:\n",
- " df_level = df_pct[df_pct[\"level\"] == level].copy()\n",
- "\n",
- " # Get global baselines for this level\n",
- " global_baselines = (\n",
- " df_level[\n",
- " (df_level[\"geography\"] == \"global\")\n",
- " & (df_level[\"geo_id\"] == \"GLOBAL\")\n",
- " ]\n",
- " .set_index(\"cluster_name\")[\"value\"]\n",
- " .to_dict()\n",
- " )\n",
- "\n",
- " # Get US baselines for this level\n",
- " us_baselines = (\n",
- " df_level[\n",
- " (df_level[\"geography\"] == \"country\")\n",
- " & (df_level[\"geo_id\"] == \"US\")\n",
- " ]\n",
- " .set_index(\"cluster_name\")[\"value\"]\n",
- " .to_dict()\n",
- " )\n",
- "\n",
- " # Process countries for this level\n",
- " if filtered_countries is not None and global_baselines:\n",
- " df_countries = df_level[\n",
- " (df_level[\"geography\"] == \"country\")\n",
- " & (df_level[\"geo_id\"].isin(filtered_countries))\n",
- " ].copy()\n",
- "\n",
- " for _, row in df_countries.iterrows():\n",
- " baseline = global_baselines.get(row[\"cluster_name\"])\n",
- "\n",
- " if baseline and baseline > 0:\n",
- " index_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": f\"{facet_name}_pct_index\",\n",
- " \"cluster_name\": row[\"cluster_name\"],\n",
- " \"value\": row[\"value\"] / baseline,\n",
- " }\n",
- " index_rows.append(index_row)\n",
- "\n",
- " # Process states for this level\n",
- " if filtered_states is not None and us_baselines:\n",
- " df_states = df_level[\n",
- " (df_level[\"geography\"] == \"state_us\")\n",
- " & (df_level[\"geo_id\"].isin(filtered_states))\n",
- " ].copy()\n",
- "\n",
- " for _, row in df_states.iterrows():\n",
- " baseline = us_baselines.get(row[\"cluster_name\"])\n",
- "\n",
- " if baseline and baseline > 0:\n",
- " index_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": f\"{facet_name}_pct_index\",\n",
- " \"cluster_name\": row[\"cluster_name\"],\n",
- " \"value\": row[\"value\"] / baseline,\n",
- " }\n",
- " index_rows.append(index_row)\n",
- " else:\n",
- " # No levels (onet_task, collaboration)\n",
- " # Get global baselines\n",
- " global_baselines = (\n",
- " df_pct[\n",
- " (df_pct[\"geography\"] == \"global\")\n",
- " & (df_pct[\"geo_id\"] == \"GLOBAL\")\n",
- " ]\n",
- " .set_index(\"cluster_name\")[\"value\"]\n",
- " .to_dict()\n",
- " )\n",
- "\n",
- " # Get US baselines\n",
- " us_baselines = (\n",
- " df_pct[\n",
- " (df_pct[\"geography\"] == \"country\") & (df_pct[\"geo_id\"] == \"US\")\n",
- " ]\n",
- " .set_index(\"cluster_name\")[\"value\"]\n",
- " .to_dict()\n",
- " )\n",
- "\n",
- " # Process countries\n",
- " if filtered_countries is not None and global_baselines:\n",
- " df_countries = df_pct[\n",
- " (df_pct[\"geography\"] == \"country\")\n",
- " & (df_pct[\"geo_id\"].isin(filtered_countries))\n",
- " ].copy()\n",
- "\n",
- " for _, row in df_countries.iterrows():\n",
- " baseline = global_baselines.get(row[\"cluster_name\"])\n",
- "\n",
- " if baseline and baseline > 0:\n",
- " index_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": f\"{facet_name}_pct_index\",\n",
- " \"cluster_name\": row[\"cluster_name\"],\n",
- " \"value\": row[\"value\"] / baseline,\n",
- " }\n",
- " index_rows.append(index_row)\n",
- "\n",
- " # Process states\n",
- " if filtered_states is not None and us_baselines:\n",
- " df_states = df_pct[\n",
- " (df_pct[\"geography\"] == \"state_us\")\n",
- " & (df_pct[\"geo_id\"].isin(filtered_states))\n",
- " ].copy()\n",
- "\n",
- " for _, row in df_states.iterrows():\n",
- " baseline = us_baselines.get(row[\"cluster_name\"])\n",
- "\n",
- " if baseline and baseline > 0:\n",
- " index_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": f\"{facet_name}_pct_index\",\n",
- " \"cluster_name\": row[\"cluster_name\"],\n",
- " \"value\": row[\"value\"] / baseline,\n",
- " }\n",
- " index_rows.append(index_row)\n",
- "\n",
- " # Add all index rows to result\n",
- " if index_rows:\n",
- " df_index = pd.DataFrame(index_rows)\n",
- " df_result = pd.concat([df_result, df_index], ignore_index=True)\n",
- "\n",
- " return df_result"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def calculate_usage_tiers(df, n_tiers=4, filtered_countries=None, filtered_states=None):\n",
- " \"\"\"\n",
- " Calculate usage tiers based on indexed per capita usage.\n",
- " - Tier 0: Zero adoption (index = 0)\n",
- " - Tiers 1-4: Quartiles based on thresholds from filtered countries/states\n",
- "\n",
- " Quartile thresholds are calculated using only countries/states with ≥MIN_OBSERVATIONS,\n",
- " but applied to all countries/states to ensure complete visualization.\n",
- "\n",
- " Note: Tier assignments for countries/states with 0].copy()\n",
- "\n",
- " # Calculate quartile thresholds using ONLY filtered countries\n",
- " if filtered_countries is not None and not nonzero_usage.empty:\n",
- " # Get only filtered countries for quartile calculation\n",
- " filtered_for_quartiles = nonzero_usage[\n",
- " nonzero_usage[\"geo_id\"].isin(filtered_countries)\n",
- " ].copy()\n",
- "\n",
- " if not filtered_for_quartiles.empty:\n",
- " # Calculate quartile thresholds from filtered countries\n",
- " quartiles = (\n",
- " filtered_for_quartiles[\"value\"]\n",
- " .quantile([0.25, 0.5, 0.75])\n",
- " .values\n",
- " )\n",
- "\n",
- " # Apply thresholds to all non-zero countries\n",
- " for _, row in nonzero_usage.iterrows():\n",
- " value = row[\"value\"]\n",
- "\n",
- " # Assign tier based on thresholds\n",
- " if value <= quartiles[0]:\n",
- " tier_label = quartile_labels[0] # Bottom 25%\n",
- " tier_value = 1\n",
- " elif value <= quartiles[1]:\n",
- " tier_label = quartile_labels[1] # 25-50%\n",
- " tier_value = 2\n",
- " elif value <= quartiles[2]:\n",
- " tier_label = quartile_labels[2] # 50-75%\n",
- " tier_value = 3\n",
- " else:\n",
- " tier_label = quartile_labels[3] # Top 25%\n",
- " tier_value = 4\n",
- "\n",
- " tier_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": \"usage_tier\",\n",
- " \"cluster_name\": tier_label,\n",
- " \"value\": tier_value,\n",
- " }\n",
- " tier_rows.append(tier_row)\n",
- "\n",
- " # Add tier 0 for all zero usage countries\n",
- " for _, row in zero_usage.iterrows():\n",
- " tier_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": \"usage_tier\",\n",
- " \"cluster_name\": \"Minimal\",\n",
- " \"value\": 0,\n",
- " }\n",
- " tier_rows.append(tier_row)\n",
- "\n",
- " # Process states\n",
- " # Get all states with the index variable\n",
- " all_state_data = df_result[\n",
- " (df_result[\"variable\"] == var) & (df_result[\"geography\"] == \"state_us\")\n",
- " ].copy()\n",
- "\n",
- " if not all_state_data.empty:\n",
- " # Separate zero and non-zero usage\n",
- " zero_usage = all_state_data[all_state_data[\"value\"] == 0].copy()\n",
- " nonzero_usage = all_state_data[all_state_data[\"value\"] > 0].copy()\n",
- "\n",
- " # Calculate quartile thresholds using ONLY filtered states\n",
- " if filtered_states is not None and not nonzero_usage.empty:\n",
- " # Get only filtered states for quartile calculation\n",
- " filtered_for_quartiles = nonzero_usage[\n",
- " nonzero_usage[\"geo_id\"].isin(filtered_states)\n",
- " ].copy()\n",
- "\n",
- " if not filtered_for_quartiles.empty:\n",
- " # Calculate quartile thresholds from filtered states\n",
- " quartiles = (\n",
- " filtered_for_quartiles[\"value\"]\n",
- " .quantile([0.25, 0.5, 0.75])\n",
- " .values\n",
- " )\n",
- "\n",
- " # Apply thresholds to all non-zero states\n",
- " for _, row in nonzero_usage.iterrows():\n",
- " value = row[\"value\"]\n",
- "\n",
- " # Assign tier based on thresholds\n",
- " if value <= quartiles[0]:\n",
- " tier_label = quartile_labels[0] # Bottom 25%\n",
- " tier_value = 1\n",
- " elif value <= quartiles[1]:\n",
- " tier_label = quartile_labels[1] # 25-50%\n",
- " tier_value = 2\n",
- " elif value <= quartiles[2]:\n",
- " tier_label = quartile_labels[2] # 50-75%\n",
- " tier_value = 3\n",
- " else:\n",
- " tier_label = quartile_labels[3] # Top 25%\n",
- " tier_value = 4\n",
- "\n",
- " tier_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": \"usage_tier\",\n",
- " \"cluster_name\": tier_label,\n",
- " \"value\": tier_value,\n",
- " }\n",
- " tier_rows.append(tier_row)\n",
- "\n",
- " # Add tier 0 for all zero usage states\n",
- " for _, row in zero_usage.iterrows():\n",
- " tier_row = {\n",
- " \"geo_id\": row[\"geo_id\"],\n",
- " \"geography\": row[\"geography\"],\n",
- " \"date_start\": row[\"date_start\"],\n",
- " \"date_end\": row[\"date_end\"],\n",
- " \"platform_and_product\": row[\"platform_and_product\"],\n",
- " \"facet\": row[\"facet\"],\n",
- " \"level\": row[\"level\"],\n",
- " \"variable\": \"usage_tier\",\n",
- " \"cluster_name\": \"Minimal\",\n",
- " \"value\": 0,\n",
- " }\n",
- " tier_rows.append(tier_row)\n",
- "\n",
- " if tier_rows:\n",
- " df_result = pd.concat(\n",
- " [df_result, pd.DataFrame(tier_rows)], ignore_index=True\n",
- " )\n",
- "\n",
- " return df_result"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def calculate_automation_augmentation_metrics(\n",
- " df, filtered_countries=None, filtered_states=None\n",
- "):\n",
- " \"\"\"\n",
- " Calculate automation vs augmentation percentages for collaboration patterns.\n",
- "\n",
- " This function:\n",
- " 1. Categorizes collaboration patterns as automation or augmentation\n",
- " 2. Calculates percentages excluding 'none' and 'not_classified'\n",
- " 3. Only calculates for filtered geographies at country/state level\n",
- "\n",
- " Categorization:\n",
- " - Automation: directive, feedback loop (AI-centric patterns)\n",
- " - Augmentation: validation, task iteration, learning (human-centric patterns)\n",
- " - Excluded: none (no collaboration), not_classified (unknown)\n",
- "\n",
- " Args:\n",
- " df: Dataframe with collaboration data\n",
- " filtered_countries: List of countries that meet MIN_OBSERVATIONS\n",
- " filtered_states: List of states that meet MIN_OBSERVATIONS\n",
- "\n",
- " Returns:\n",
- " Dataframe with automation/augmentation percentage rows added\n",
- " \"\"\"\n",
- " if \"facet\" not in df.columns or \"cluster_name\" not in df.columns:\n",
- " return df\n",
- "\n",
- " df_result = df.copy()\n",
- "\n",
- " # Get collaboration data\n",
- " collab_data = df_result[\n",
- " (df_result[\"facet\"] == \"collaboration\")\n",
- " & (df_result[\"variable\"] == \"collaboration_count\")\n",
- " ].copy()\n",
- "\n",
- " if collab_data.empty:\n",
- " return df_result\n",
- "\n",
- " # Define pattern categorization\n",
- " def categorize_pattern(pattern_name):\n",
- " if pd.isna(pattern_name):\n",
- " return None\n",
- "\n",
- " pattern_clean = pattern_name.lower().replace(\"_\", \" \").replace(\"-\", \" \")\n",
- "\n",
- " # Augmentation patterns (human-centric)\n",
- " if \"validation\" in pattern_clean:\n",
- " return \"augmentation\"\n",
- " elif \"task iteration\" in pattern_clean or \"task_iteration\" in pattern_clean:\n",
- " return \"augmentation\"\n",
- " elif \"learning\" in pattern_clean:\n",
- " return \"augmentation\"\n",
- " # Automation patterns (AI-centric)\n",
- " elif \"directive\" in pattern_clean:\n",
- " return \"automation\"\n",
- " elif \"feedback loop\" in pattern_clean or \"feedback_loop\" in pattern_clean:\n",
- " return \"automation\"\n",
- " # Excluded patterns - return None to exclude from calculations\n",
- " elif \"none\" in pattern_clean or \"not_classified\" in pattern_clean:\n",
- " return None\n",
- " else:\n",
- " return None # Unknown patterns also excluded\n",
- "\n",
- " # Add category column\n",
- " collab_data[\"category\"] = collab_data[\"cluster_name\"].apply(categorize_pattern)\n",
- "\n",
- " # Filter to only patterns that have a category (excludes none, not_classified, etc.)\n",
- " collab_categorized = collab_data[collab_data[\"category\"].notna()].copy()\n",
- "\n",
- " if collab_categorized.empty:\n",
- " return df_result\n",
- "\n",
- " # Process by geography\n",
- " new_rows = []\n",
- "\n",
- " # Group by geography and geo_id\n",
- " for (geography, geo_id), geo_data in collab_categorized.groupby(\n",
- " [\"geography\", \"geo_id\"]\n",
- " ):\n",
- " # Apply filtering based on geography level\n",
- " if geography == \"country\" and filtered_countries is not None:\n",
- " if geo_id not in filtered_countries:\n",
- " continue # Skip countries that don't meet threshold\n",
- " elif geography == \"state_us\" and filtered_states is not None:\n",
- " if geo_id not in filtered_states:\n",
- " continue # Skip states that don't meet threshold\n",
- " # global is always included (no filtering)\n",
- "\n",
- " # Calculate totals by category\n",
- " automation_total = geo_data[geo_data[\"category\"] == \"automation\"][\"value\"].sum()\n",
- " augmentation_total = geo_data[geo_data[\"category\"] == \"augmentation\"][\n",
- " \"value\"\n",
- " ].sum()\n",
- "\n",
- " # Total of categorized patterns (excluding none and not_classified)\n",
- " total_categorized = automation_total + augmentation_total\n",
- "\n",
- " if total_categorized > 0:\n",
- " # Get a sample row for metadata\n",
- " sample_row = geo_data.iloc[0]\n",
- "\n",
- " # Create automation percentage row\n",
- " automation_row = {\n",
- " \"geo_id\": geo_id,\n",
- " \"geography\": geography,\n",
- " \"date_start\": sample_row[\"date_start\"],\n",
- " \"date_end\": sample_row[\"date_end\"],\n",
- " \"platform_and_product\": sample_row[\"platform_and_product\"],\n",
- " \"facet\": \"collaboration_automation_augmentation\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"automation_pct\",\n",
- " \"cluster_name\": \"automation\",\n",
- " \"value\": (automation_total / total_categorized) * 100,\n",
- " }\n",
- " new_rows.append(automation_row)\n",
- "\n",
- " # Create augmentation percentage row\n",
- " augmentation_row = {\n",
- " \"geo_id\": geo_id,\n",
- " \"geography\": geography,\n",
- " \"date_start\": sample_row[\"date_start\"],\n",
- " \"date_end\": sample_row[\"date_end\"],\n",
- " \"platform_and_product\": sample_row[\"platform_and_product\"],\n",
- " \"facet\": \"collaboration_automation_augmentation\",\n",
- " \"level\": 0,\n",
- " \"variable\": \"augmentation_pct\",\n",
- " \"cluster_name\": \"augmentation\",\n",
- " \"value\": (augmentation_total / total_categorized) * 100,\n",
- " }\n",
- " new_rows.append(augmentation_row)\n",
- "\n",
- " # Add all new rows to result\n",
- " if new_rows:\n",
- " df_new = pd.DataFrame(new_rows)\n",
- " df_result = pd.concat([df_result, df_new], ignore_index=True)\n",
- "\n",
- " return df_result"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def add_iso3_and_names(df):\n",
- " \"\"\"\n",
- " Replace ISO-2 codes with ISO-3 codes and add geographic names.\n",
- "\n",
- " This function:\n",
- " 1. Replaces geo_id from ISO-2 to ISO-3 for countries\n",
- " 2. Adds geo_name column with human-readable names for all geographies\n",
- " 3. Preserves special geo_ids (like 'not_classified') that aren't in ISO mapping\n",
- "\n",
- " Args:\n",
- " df: Enriched dataframe with geo_id (ISO-2 for countries, state codes for US states)\n",
- "\n",
- " Returns:\n",
- " Dataframe with ISO-3 codes in geo_id and geo_name column added\n",
- " \"\"\"\n",
- " df_result = df.copy()\n",
- "\n",
- " # Initialize geo_name column\n",
- " df_result[\"geo_name\"] = \"\"\n",
- "\n",
- " # Load ISO mapping data for countries\n",
- " iso_path = Path(DATA_INTERMEDIATE_DIR) / \"iso_country_codes.csv\"\n",
- " if iso_path.exists():\n",
- " df_iso = pd.read_csv(iso_path, keep_default_na=False, na_values=[\"\"])\n",
- "\n",
- " # Create ISO-2 to ISO-3 mapping\n",
- " iso2_to_iso3 = dict(zip(df_iso[\"iso_alpha_2\"], df_iso[\"iso_alpha_3\"]))\n",
- "\n",
- " # Create ISO-2 to country name mapping\n",
- " iso2_to_name = dict(zip(df_iso[\"iso_alpha_2\"], df_iso[\"country_name\"]))\n",
- "\n",
- " # For all rows where geography is 'country', add country names and convert codes\n",
- " # This includes content facets that are broken down by country\n",
- " country_mask = df_result[\"geography\"] == \"country\"\n",
- "\n",
- " # First, identify which geo_ids don't have ISO mappings\n",
- " country_geo_ids = df_result.loc[country_mask, \"geo_id\"].unique()\n",
- " unmapped_geo_ids = [\n",
- " g for g in country_geo_ids if g not in iso2_to_iso3 and pd.notna(g)\n",
- " ]\n",
- "\n",
- " if unmapped_geo_ids:\n",
- " print(\n",
- " f\"\\nWarning: The following geo_ids are not in ISO-2 mapping and will be kept as-is:\"\n",
- " )\n",
- " for geo_id in unmapped_geo_ids:\n",
- " # Count rows and usage for this geo_id\n",
- " geo_mask = (df_result[\"geography\"] == \"country\") & (\n",
- " df_result[\"geo_id\"] == geo_id\n",
- " )\n",
- " row_count = geo_mask.sum()\n",
- " usage_mask = geo_mask & (df_result[\"variable\"] == \"usage_count\")\n",
- " usage_sum = (\n",
- " df_result.loc[usage_mask, \"value\"].sum() if usage_mask.any() else 0\n",
- " )\n",
- " print(f\" - '{geo_id}': {row_count} rows, {usage_sum:,.0f} usage count\")\n",
- "\n",
- " # Check for geo_ids without country names\n",
- " unmapped_names = [g for g in unmapped_geo_ids if g not in iso2_to_name]\n",
- " if unmapped_names:\n",
- " print(\n",
- " f\"\\nWarning: The following geo_ids don't have country names and will use geo_id as name:\"\n",
- " )\n",
- " for geo_id in unmapped_names:\n",
- " print(f\" - '{geo_id}'\")\n",
- "\n",
- " # Apply country names BEFORE converting ISO-2 to ISO-3\n",
- " # The iso2_to_name dictionary uses ISO-2 codes as keys\n",
- " df_result.loc[country_mask, \"geo_name\"] = (\n",
- " df_result.loc[country_mask, \"geo_id\"]\n",
- " .map(iso2_to_name)\n",
- " .fillna(df_result.loc[country_mask, \"geo_id\"])\n",
- " )\n",
- "\n",
- " # Convert ISO-2 to ISO-3 codes\n",
- " df_result.loc[country_mask, \"geo_id\"] = (\n",
- " df_result.loc[country_mask, \"geo_id\"]\n",
- " .map(iso2_to_iso3)\n",
- " .fillna(df_result.loc[country_mask, \"geo_id\"])\n",
- " )\n",
- " else:\n",
- " print(f\"Warning: ISO mapping file not found at {iso_path}\")\n",
- "\n",
- " # Load state names from census data\n",
- " state_codes_path = Path(DATA_INPUT_DIR) / \"census_state_codes.txt\"\n",
- " if state_codes_path.exists():\n",
- " df_state_codes = pd.read_csv(state_codes_path, sep=\"|\")\n",
- " # Create state code to name mapping (STUSAB is the 2-letter code, STATE_NAME is the full name)\n",
- " state_code_to_name = dict(\n",
- " zip(df_state_codes[\"STUSAB\"], df_state_codes[\"STATE_NAME\"])\n",
- " )\n",
- "\n",
- " # For all rows where geography is 'state_us', add state names\n",
- " state_mask = df_result[\"geography\"] == \"state_us\"\n",
- " df_result.loc[state_mask, \"geo_name\"] = df_result.loc[state_mask, \"geo_id\"].map(\n",
- " state_code_to_name\n",
- " )\n",
- " else:\n",
- " print(f\"Warning: State census file not found at {state_codes_path}\")\n",
- "\n",
- " # For global entries\n",
- " global_mask = df_result[\"geography\"] == \"global\"\n",
- " df_result.loc[global_mask, \"geo_name\"] = \"global\"\n",
- "\n",
- " # Fill any missing geo_names with geo_id as fallback\n",
- " df_result.loc[df_result[\"geo_name\"] == \"\", \"geo_name\"] = df_result.loc[\n",
- " df_result[\"geo_name\"] == \"\", \"geo_id\"\n",
- " ]\n",
- " df_result[\"geo_name\"] = df_result[\"geo_name\"].fillna(df_result[\"geo_id\"])\n",
- "\n",
- " return df_result"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Main Processing Function"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "def enrich_clio_data(input_path, output_path, external_data=None):\n",
- " \"\"\"\n",
- " Enrich processed Clio data with external sources.\n",
- "\n",
- " Args:\n",
- " input_path: Path to processed Clio data\n",
- " output_path: Path for enriched CSV output\n",
- " external_data: Pre-loaded external data (optional)\n",
- "\n",
- " Returns:\n",
- " Path to enriched data file\n",
- " \"\"\"\n",
- " # Load processed Clio data - use keep_default_na=False to preserve \"NA\" (Namibia)\n",
- " df = pd.read_csv(input_path, keep_default_na=False, na_values=[\"\"])\n",
- "\n",
- " # Load external data if not provided\n",
- " if external_data is None:\n",
- " external_data = load_external_data()\n",
- "\n",
- " # Get filtered geographies (but keep all data in the dataframe)\n",
- " filtered_countries, filtered_states = get_filtered_geographies(df)\n",
- "\n",
- " # Merge with population data\n",
- " df = merge_population_data(df, external_data[\"population\"])\n",
- "\n",
- " # Merge with GDP data (pass population data for per capita calculation)\n",
- " df = merge_gdp_data(df, external_data[\"gdp\"], external_data[\"population\"])\n",
- "\n",
- " # Calculate SOC occupation distribution from O*NET tasks\n",
- " # Only for geographies that meet MIN_OBSERVATIONS threshold\n",
- " df = calculate_soc_distribution(\n",
- " df,\n",
- " external_data[\"task_statements\"],\n",
- " external_data[\"soc_structure\"],\n",
- " filtered_countries=filtered_countries,\n",
- " filtered_states=filtered_states,\n",
- " )\n",
- "\n",
- " # Calculate per capita metrics\n",
- " df = calculate_per_capita_metrics(df)\n",
- "\n",
- " # Calculate usage index - pass filtered countries/states to only use them for baseline\n",
- " df = calculate_usage_per_capita_index(\n",
- " df, filtered_countries=filtered_countries, filtered_states=filtered_states\n",
- " )\n",
- "\n",
- " # Calculate category percentage index - pass filtered countries/states\n",
- " df = calculate_category_percentage_index(\n",
- " df, filtered_countries=filtered_countries, filtered_states=filtered_states\n",
- " )\n",
- "\n",
- " # Calculate usage tiers - pass filtered countries/states to only use them\n",
- " df = calculate_usage_tiers(\n",
- " df, filtered_countries=filtered_countries, filtered_states=filtered_states\n",
- " )\n",
- "\n",
- " # Add collaboration categorization\n",
- " df = calculate_automation_augmentation_metrics(df)\n",
- "\n",
- " # Add ISO-3 codes and geographic names\n",
- " df = add_iso3_and_names(df)\n",
- "\n",
- " # Sort for consistent output ordering\n",
- " df = df.sort_values(\n",
- " [\"geography\", \"geo_id\", \"facet\", \"level\", \"cluster_name\", \"variable\"]\n",
- " )\n",
- "\n",
- " # Save enriched data as CSV\n",
- " df.to_csv(output_path, index=False)\n",
- "\n",
- " return str(output_path)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Merge External Data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "input_path = \"../data/intermediate/aei_raw_claude_ai_2025-08-04_to_2025-08-11.csv\"\n",
- "output_path = \"../data/output/aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv\"\n",
- "\n",
- "enrich_clio_data(input_path, output_path)\n",
- "print(f\"\\n✅ Enrichment complete! Output: {output_path}\")"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "py311",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.11.13"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/release_2025_09_15/code/preprocess_gdp.py b/release_2025_09_15/code/preprocess_gdp.py
deleted file mode 100644
index f2e0fc96b73df2494a206d056c3759dd60b1a34f..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/preprocess_gdp.py
+++ /dev/null
@@ -1,364 +0,0 @@
-"""
-Preprocess GDP data for economic analysis.
-
-This script downloads and processes GDP data from:
-1. IMF API for country-level GDP data
-2. BEA (Bureau of Economic Analysis) for US state-level GDP data
-
-Output files:
-- gdp_YYYY_country.csv (e.g., gdp_2024_country.csv): Country-level total GDP
-- gdp_YYYY_us_state.csv (e.g., gdp_2024_us_state.csv): US state-level total GDP
-"""
-
-import io
-import json
-import warnings
-from pathlib import Path
-
-import httpx
-import pandas as pd
-
-# Global configuration
-YEAR = 2024
-DATA_INPUT_DIR = Path("../data/input")
-DATA_INTERMEDIATE_DIR = Path("../data/intermediate")
-
-
-# Countries where Claude AI service is not available
-# These will be excluded from all GDP data
-EXCLUDED_COUNTRIES = [
- "AFG",
- "BLR",
- "COD",
- "CAF",
- "CHN",
- "CUB",
- "ERI",
- "ETH",
- "HKG",
- "IRN",
- "PRK",
- "LBY",
- "MLI",
- "MMR",
- "MAC",
- "NIC",
- "RUS",
- "SDN",
- "SOM",
- "SSD",
- "SYR",
- "VEN",
- "YEM",
-]
-
-
-def check_existing_files():
- """Check if processed GDP files already exist."""
- gdp_country_path = DATA_INTERMEDIATE_DIR / f"gdp_{YEAR}_country.csv"
- gdp_state_path = DATA_INTERMEDIATE_DIR / f"gdp_{YEAR}_us_state.csv"
-
- if gdp_country_path.exists() and gdp_state_path.exists():
- print("✅ GDP files already exist:")
- print(f" - {gdp_country_path}")
- print(f" - {gdp_state_path}")
- print("Skipping GDP preprocessing. Delete these files if you want to re-run.")
- return True
- return False
-
-
-def load_country_gdp_data():
- """
- Load country-level GDP data from cache or IMF API.
-
- Returns:
- dict: Raw GDP data from IMF API, or None if fetch fails
- """
- # Check if raw data already exists
- raw_gdp_path = DATA_INPUT_DIR / f"imf_gdp_raw_{YEAR}.json"
- if raw_gdp_path.exists():
- print("Loading cached IMF GDP data...")
- with open(raw_gdp_path) as f:
- return json.load(f)
-
- # Download if not cached
- imf_total_gdp_url = "https://www.imf.org/external/datamapper/api/v1/NGDPD" # IMF returns GDP in billions USD
-
- print("Fetching GDP data from IMF API...")
- try:
- with httpx.Client() as client:
- response = client.get(imf_total_gdp_url, timeout=30)
- response.raise_for_status()
- gdp_data = response.json()
- print("✓ Successfully fetched total GDP data from IMF API")
-
- # Save raw data for future use
- with open(raw_gdp_path, "w") as f:
- json.dump(gdp_data, f, indent=2)
- print(f"✓ Saved raw GDP data to {raw_gdp_path}")
-
- return gdp_data
- except Exception as e:
- raise ConnectionError(f"Failed to fetch data from IMF API: {e}") from e
-
-
-def process_country_gdp_data(gdp_data):
- """
- Process IMF GDP data into standardized format.
-
- Args:
- gdp_data: Raw IMF API response
-
- Returns:
- pd.DataFrame: Processed country GDP data (excluding countries where service is not available)
- """
- # Extract GDP data for target year
- # Structure: {"values": {"NGDPD": {"countryiso3code": {"year": value}}}}
- gdp_values = gdp_data.get("values", {}).get("NGDPD", {})
-
- # Build records for target year data only
- gdp_records = []
- target_year = str(YEAR)
- missing_countries = []
-
- for countryiso3code, years_data in gdp_values.items():
- if isinstance(years_data, dict):
- if target_year in years_data and years_data[target_year]:
- gdp_value = years_data[target_year]
- # Convert from billions to actual dollars
- gdp_records.append(
- {
- "iso_alpha_3": countryiso3code,
- "gdp_total": float(gdp_value)
- * 1e9, # Convert billions to dollars
- "year": YEAR,
- }
- )
- else:
- missing_countries.append(countryiso3code)
-
- if missing_countries:
- warnings.warn(
- f"{len(missing_countries)} countries missing {YEAR} GDP data. "
- f"Examples: {missing_countries[:5]}",
- UserWarning,
- stacklevel=2,
- )
-
- df_gdp = pd.DataFrame(gdp_records)
-
- if df_gdp.empty:
- raise ValueError(f"No GDP data available for year {YEAR}")
-
- # Apply country code mappings for mismatches between IMF and ISO3
- country_code_mappings = {
- "UVK": "XKX", # Kosovo
- # Add more mappings as needed
- }
-
- for imf_code, iso3_code in country_code_mappings.items():
- df_gdp.loc[df_gdp["iso_alpha_3"] == imf_code, "iso_alpha_3"] = iso3_code
-
- # Filter to only keep countries with valid ISO-3 codes
- # This removes regional aggregates like ADVEC, AFQ, etc.
- iso_codes_path = DATA_INTERMEDIATE_DIR / "iso_country_codes.csv"
- df_iso = pd.read_csv(iso_codes_path, keep_default_na=False, na_values=[""])
- valid_iso3_codes = set(df_iso["iso_alpha_3"].unique())
-
- initial_aggregate_count = len(df_gdp)
- df_gdp = df_gdp[df_gdp["iso_alpha_3"].isin(valid_iso3_codes)]
- filtered_aggregates = initial_aggregate_count - len(df_gdp)
-
- if filtered_aggregates > 0:
- print(
- f" Filtered out {filtered_aggregates} non-country codes (regional aggregates)"
- )
-
- # Filter out excluded countries (now using 3-letter codes directly)
- initial_count = len(df_gdp)
- df_gdp = df_gdp[~df_gdp["iso_alpha_3"].isin(EXCLUDED_COUNTRIES)]
- excluded_count = initial_count - len(df_gdp)
-
- if excluded_count > 0:
- print(f" Excluded {excluded_count} countries where service is not available")
-
- # Save processed GDP data
- processed_gdp_path = DATA_INTERMEDIATE_DIR / f"gdp_{YEAR}_country.csv"
- df_gdp.to_csv(processed_gdp_path, index=False)
-
- print(f"✓ Saved processed GDP data to {processed_gdp_path}")
- print(f" Countries with {YEAR} GDP data: {len(df_gdp)}")
- print(f" Countries excluded (service not available): {len(EXCLUDED_COUNTRIES)}")
- print(f" Total global GDP: ${df_gdp['gdp_total'].sum() / 1e12:.2f} trillion")
-
- return df_gdp
-
-
-def load_state_gdp_data():
- """
- Load US state GDP data from BEA file.
-
- Returns:
- pd.DataFrame: Raw state GDP data, or None if file not found
- """
- state_gdp_raw_path = DATA_INPUT_DIR / f"bea_us_state_gdp_{YEAR}.csv"
-
- if not state_gdp_raw_path.exists():
- error_msg = f"""
-State GDP data not found at: {state_gdp_raw_path}
-
-To obtain this data:
-1. Go to: https://apps.bea.gov/itable/?ReqID=70&step=1
-2. Select: SASUMMARY State annual summary statistics (area = "United States", statistic = Gross domestic product (GDP), unit of measure = "Levels")
-3. Download the CSV file for year {YEAR}
-4. Save it as: bea_us_state_gdp_{YEAR}.csv
-5. Place it in your data input directory
-"""
- raise FileNotFoundError(error_msg)
-
- print("Loading US state GDP data...")
- # Parse CSV skipping the first 3 rows (BEA metadata)
- df_state_gdp_raw = pd.read_csv(state_gdp_raw_path, skiprows=3)
- df_state_gdp_raw.columns = ["GeoFips", "State", f"gdp_{YEAR}_millions"]
-
- return df_state_gdp_raw
-
-
-def process_state_gdp_data(df_state_gdp_raw):
- """
- Process BEA state GDP data into standardized format.
-
- Args:
- df_state_gdp_raw: Raw BEA data
-
- Returns:
- pd.DataFrame: Processed state GDP data
- """
-
- # Remove the US total row (GeoFips = "00000")
- df_state_gdp = df_state_gdp_raw[df_state_gdp_raw["GeoFips"] != "00000"].copy()
-
- # Remove all rows starting from empty line before "Legend/Footnotes" marker
- # BEA files have footer information after the data, with an empty line before
- legend_index = (
- df_state_gdp[
- df_state_gdp["GeoFips"].str.contains("Legend", case=False, na=False)
- ].index[0]
- - 1
- )
- df_state_gdp = df_state_gdp.iloc[:legend_index].copy()
- print(f" Removed footer rows starting from 'Legend/Footnotes'")
-
- # Convert GDP from millions to actual dollars
- df_state_gdp["gdp_total"] = df_state_gdp[f"gdp_{YEAR}_millions"] * 1e6
-
- # Clean state names
- df_state_gdp["State"] = df_state_gdp["State"].str.strip()
-
- # Get state codes
- state_code_dict = get_state_codes()
- df_state_gdp["state_code"] = df_state_gdp["State"].map(state_code_dict)
-
- # Check for missing state codes
- missing_codes = df_state_gdp[df_state_gdp["state_code"].isna()]
- if not missing_codes.empty:
- raise ValueError(
- f"Could not find state codes for: {missing_codes['State'].tolist()}\n"
- f"All BEA state names should match Census state codes after filtering."
- )
-
- # Select and rename columns
- df_state_gdp_final = df_state_gdp[
- ["state_code", "State", "gdp_total", f"gdp_{YEAR}_millions"]
- ].copy()
- df_state_gdp_final.columns = [
- "state_code",
- "state_name",
- "gdp_total",
- "gdp_millions",
- ]
- df_state_gdp_final["year"] = YEAR
-
- # Save processed state GDP data
- processed_state_gdp_path = DATA_INTERMEDIATE_DIR / f"gdp_{YEAR}_us_state.csv"
- df_state_gdp_final.to_csv(processed_state_gdp_path, index=False)
-
- print(
- f"✓ Processed state GDP data for {len(df_state_gdp_final)} states/territories"
- )
- print(
- f" Total US GDP: ${df_state_gdp_final['gdp_total'].sum() / 1e12:.2f} trillion"
- )
- print(f"✓ Saved to {processed_state_gdp_path}")
-
- return df_state_gdp_final
-
-
-def get_state_codes():
- """
- Get US state codes from Census Bureau.
-
- Returns:
- dict: Mapping of state names to abbreviations
- """
- state_codes_path = DATA_INPUT_DIR / "census_state_codes.txt"
-
- if state_codes_path.exists():
- print(" Loading cached state codes...")
- df_state_codes = pd.read_csv(state_codes_path, sep="|")
- else:
- print(" Downloading state codes from Census Bureau...")
- response = httpx.get("https://www2.census.gov/geo/docs/reference/state.txt")
- response.raise_for_status()
-
- # Save for future use
- with open(state_codes_path, "w") as f:
- f.write(response.text)
- print(f" Cached state codes to {state_codes_path}")
-
- df_state_codes = pd.read_csv(io.StringIO(response.text), sep="|")
-
- # Create mapping dictionary
- state_code_dict = dict(
- zip(df_state_codes["STATE_NAME"], df_state_codes["STUSAB"], strict=True)
- )
-
- return state_code_dict
-
-
-def main():
- """Main function to run GDP preprocessing."""
- # Check if files already exist
- if check_existing_files():
- return
-
- print("=" * 60)
- print(f"PROCESSING {YEAR} GDP DATA")
- print("=" * 60)
-
- # Process country-level GDP from IMF
- print(f"\n=== Country-Level GDP (IMF) - Year {YEAR} ===")
- gdp_data = load_country_gdp_data()
- df_gdp_country = process_country_gdp_data(gdp_data)
-
- # Process US state-level GDP from BEA
- print(f"\n=== US State-Level GDP (BEA) - Year {YEAR} ===")
- df_state_gdp_raw = load_state_gdp_data()
- df_gdp_state = process_state_gdp_data(df_state_gdp_raw)
-
- # Final status
- print(f"\n✅ {YEAR} GDP data preprocessing complete!")
- print("\n=== Summary Statistics ===")
- if df_gdp_country is not None:
- print(f"Countries processed: {len(df_gdp_country)}")
- print(f"Countries excluded (service not available): {len(EXCLUDED_COUNTRIES)}")
- print(
- f"Total global GDP: ${df_gdp_country['gdp_total'].sum() / 1e12:.2f} trillion"
- )
- if df_gdp_state is not None:
- print(f"US states processed: {len(df_gdp_state)}")
- print(f"Total US GDP: ${df_gdp_state['gdp_total'].sum() / 1e12:.2f} trillion")
-
-
-if __name__ == "__main__":
- main()
diff --git a/release_2025_09_15/code/preprocess_iso_codes.py b/release_2025_09_15/code/preprocess_iso_codes.py
deleted file mode 100644
index 1aa44058f8ae1244c29f58cb4e3f12f965bbfc4d..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/preprocess_iso_codes.py
+++ /dev/null
@@ -1,111 +0,0 @@
-"""
-Fetch ISO country code mappings from GeoNames.
-
-This script fetches comprehensive country data from GeoNames countryInfo.txt
-and saves it as a CSV file for use in data preprocessing pipelines.
-"""
-
-import io
-from pathlib import Path
-
-import httpx
-import pandas as pd
-
-
-def fetch_country_mappings(save_raw=True):
- """
- Fetch country code mappings from GeoNames.
-
- Args:
- save_raw: Whether to save raw data file to data/input
-
- Returns:
- pd.DataFrame: DataFrame with country information from GeoNames
- """
- # Fetch countryInfo.txt from GeoNames
- geonames_url = "https://download.geonames.org/export/dump/countryInfo.txt"
-
- with httpx.Client() as client:
- response = client.get(geonames_url)
- response.raise_for_status()
- content = response.text
-
- # Save raw file to data/input for reference
- if save_raw:
- input_dir = Path("../data/input")
- input_dir.mkdir(parents=True, exist_ok=True)
-
- raw_path = input_dir / "geonames_countryInfo.txt"
- with open(raw_path, "w", encoding="utf-8") as f:
- f.write(content)
-
- # Extract column names from the last comment line
- lines = content.split("\n")
- header_line = [line for line in lines if line.startswith("#")][-1]
- column_names = header_line[1:].split("\t") # Remove # and split by tab
-
- # Parse the tab-separated file
- # keep_default_na=False to prevent "NA" (Namibia) from becoming NaN
- df = pd.read_csv(
- io.StringIO(content),
- sep="\t",
- comment="#",
- header=None, # No header row in the data
- keep_default_na=False, # Don't interpret "NA" as NaN (needed for Namibia)
- na_values=[""], # Only treat empty strings as NaN
- names=column_names, # Use the column names from the comment
- )
-
- # Rename columns to our standard format
- df = df.rename(
- columns={"ISO": "iso_alpha_2", "ISO3": "iso_alpha_3", "Country": "country_name"}
- )
-
- return df
-
-
-def create_country_dataframe(geonames_df):
- """
- Create a cleaned DataFrame with country codes and names.
-
- Args:
- geonames_df: DataFrame from GeoNames with all country information
-
- Returns:
- pd.DataFrame: DataFrame with columns [iso_alpha_2, iso_alpha_3, country_name]
- """
- # Select only the columns we need
- df = geonames_df[["iso_alpha_2", "iso_alpha_3", "country_name"]].copy()
-
- # Sort by country name for consistency
- df = df.sort_values("country_name").reset_index(drop=True)
-
- return df
-
-
-def save_country_codes(output_path="../data/intermediate/iso_country_codes.csv"):
- """
- Fetch country codes from GeoNames and save to CSV.
-
- Args:
- output_path: Path to save the CSV file
- """
- # Fetch full GeoNames data
- geonames_df = fetch_country_mappings()
-
- # Create cleaned DataFrame with just the columns we need
- df = create_country_dataframe(geonames_df)
-
- # Ensure output directory exists
- output_file = Path(output_path)
- output_file.parent.mkdir(parents=True, exist_ok=True)
-
- # Save to CSV
- df.to_csv(output_file, index=False)
-
- return df
-
-
-if __name__ == "__main__":
- # Fetch and save country codes
- df = save_country_codes()
diff --git a/release_2025_09_15/code/preprocess_onet.py b/release_2025_09_15/code/preprocess_onet.py
deleted file mode 100644
index d229ac4dd126fe1ae188fe918d2d5a92641ac440..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/preprocess_onet.py
+++ /dev/null
@@ -1,179 +0,0 @@
-"""
-Preprocess O*NET and SOC data for economic analysis.
-
-This script downloads and processes occupational data from:
-1. O*NET Resource Center for task statements
-2. O*NET Resource Center for SOC structure
-
-Output files:
-- onet_task_statements.csv: O*NET task statements with SOC major groups
-- soc_structure.csv: SOC occupational classification structure
-"""
-
-import io
-import os
-import tempfile
-from pathlib import Path
-
-import httpx
-import pandas as pd
-
-# Global configuration
-DATA_INPUT_DIR = Path("../data/input")
-DATA_INTERMEDIATE_DIR = Path("../data/intermediate")
-
-
-def check_existing_files():
- """Check if processed O*NET/SOC files already exist."""
- onet_task_statements_path = DATA_INTERMEDIATE_DIR / "onet_task_statements.csv"
- soc_structure_path = DATA_INTERMEDIATE_DIR / "soc_structure.csv"
-
- if onet_task_statements_path.exists() and soc_structure_path.exists():
- print("✅ SOC/O*NET files already exist:")
- print(f" - {onet_task_statements_path}")
- print(f" - {soc_structure_path}")
- print("Skipping SOC preprocessing. Delete these files if you want to re-run.")
- return True
- return False
-
-
-def load_task_data():
- """
- Load O*NET Task Statements from cache or O*NET Resource Center.
-
- Returns:
- pd.DataFrame: O*NET task statements data
- """
- # Check if raw data already exists
- raw_onet_path = DATA_INPUT_DIR / "onet_task_statements_raw.xlsx"
- if raw_onet_path.exists():
- df_onet = pd.read_excel(raw_onet_path)
- return df_onet
-
- # Download if not cached
- # O*NET Database version 20.1
- onet_url = "https://www.onetcenter.org/dl_files/database/db_20_1_excel/Task%20Statements.xlsx"
-
- print("Downloading O*NET task statements...")
- try:
- with httpx.Client(follow_redirects=True) as client:
- response = client.get(onet_url, timeout=60)
- response.raise_for_status()
- excel_content = response.content
- # Save raw data for future use
- with open(raw_onet_path, "wb") as f:
- f.write(excel_content)
-
- # Save to temporary file for pandas to read
- with tempfile.NamedTemporaryFile(suffix=".xlsx", delete=False) as tmp_file:
- tmp_file.write(excel_content)
- tmp_path = tmp_file.name
-
- try:
- df_onet = pd.read_excel(tmp_path)
- return df_onet
- finally:
- os.unlink(tmp_path)
-
- except Exception as e:
- raise ConnectionError(f"Failed to download O*NET data: {e}") from e
-
-
-def process_task_data(df_tasks):
- """
- Process task statements data.
-
- Args:
- df_tasks: Raw task data
-
- Returns:
- pd.DataFrame: Processed O*NET data with SOC major groups
- """
- # Extract SOC major group from O*NET-SOC Code (first 2 digits)
- df_tasks["soc_major_group"] = df_tasks["O*NET-SOC Code"].str[:2]
-
- # Save processed task data
- processed_tasks_path = DATA_INTERMEDIATE_DIR / "onet_task_statements.csv"
- df_tasks.to_csv(processed_tasks_path, index=False)
-
- print(
- f"✓ Processed {len(df_tasks):,} task statements from {df_tasks['O*NET-SOC Code'].nunique()} occupations"
- )
-
- return df_tasks
-
-
-def load_soc_data():
- """
- Load SOC Structure from cache or O*NET Resource Center.
-
- Returns:
- pd.DataFrame: SOC structure data
- """
- # Check if raw data already exists
- raw_soc_path = DATA_INPUT_DIR / "soc_structure_raw.csv"
- if raw_soc_path.exists():
- return pd.read_csv(raw_soc_path)
-
- # Download if not cached
- soc_url = "https://www.onetcenter.org/taxonomy/2019/structure/?fmt=csv"
-
- print("Downloading SOC structure...")
- try:
- with httpx.Client(follow_redirects=True) as client:
- response = client.get(soc_url, timeout=30)
- response.raise_for_status()
- soc_content = response.text
- # Save raw data for future use
- with open(raw_soc_path, "w") as f:
- f.write(soc_content)
-
- # Parse the CSV
- df_soc = pd.read_csv(io.StringIO(soc_content))
- return df_soc
-
- except Exception as e:
- raise ConnectionError(f"Failed to download SOC structure: {e}") from e
-
-
-def process_soc_data(df_soc):
- """
- Process SOC structure data.
-
- Args:
- df_soc: Raw SOC structure data
-
- Returns:
- pd.DataFrame: Processed SOC structure
- """
- # Extract the 2-digit code from Major Group (e.g., "11-0000" -> "11")
- df_soc["soc_major_group"] = df_soc["Major Group"].str[:2]
-
- # Save processed SOC structure
- processed_soc_path = DATA_INTERMEDIATE_DIR / "soc_structure.csv"
- df_soc.to_csv(processed_soc_path, index=False)
-
- print(f"✓ Processed {len(df_soc):,} SOC entries")
-
- return df_soc
-
-
-def main():
- """Main function to run O*NET/SOC preprocessing."""
- # Check if files already exist
- if check_existing_files():
- return
-
- # Process Task Statements
- df_tasks_raw = load_task_data()
- process_task_data(df_tasks_raw)
-
- # Process SOC Structure
- df_soc_raw = load_soc_data()
- process_soc_data(df_soc_raw)
-
- print("\n✅ O*NET/SOC data preprocessing complete!")
-
-
-if __name__ == "__main__":
- main()
diff --git a/release_2025_09_15/code/preprocess_population.py b/release_2025_09_15/code/preprocess_population.py
deleted file mode 100644
index 5d36208321f33afa48c82c2c124af0283b2737d8..0000000000000000000000000000000000000000
--- a/release_2025_09_15/code/preprocess_population.py
+++ /dev/null
@@ -1,407 +0,0 @@
-"""
-Preprocess population data for economic analysis.
-
-This script downloads and processes working-age population data (ages 15-64) from:
-1. World Bank API for country-level data
-2. Taiwan National Development Council for Taiwan data (not in World Bank)
-3. US Census Bureau for US state-level data
-
-Output files:
-- working_age_pop_YYYY_country.csv (e.g., working_age_pop_2024_country.csv): Country-level working age population
-- working_age_pop_YYYY_us_state.csv (e.g., working_age_pop_2024_us_state.csv): US state-level working age population
-"""
-
-import io
-import warnings
-from pathlib import Path
-
-import httpx
-import pandas as pd
-
-# Global configuration
-YEAR = 2024
-DATA_INPUT_DIR = Path("../data/input")
-DATA_INTERMEDIATE_DIR = Path("../data/intermediate")
-
-# Countries where Claude AI service is not available
-# These will be excluded from all population data
-EXCLUDED_COUNTRIES = [
- "AF", # Afghanistan
- "BY", # Belarus
- "CD", # Democratic Republic of the Congo
- "CF", # Central African Republic
- "CN", # China
- "CU", # Cuba
- "ER", # Eritrea
- "ET", # Ethiopia
- "HK", # Hong Kong
- "IR", # Iran
- "KP", # North Korea
- "LY", # Libya
- "ML", # Mali
- "MM", # Myanmar
- "MO", # Macau
- "NI", # Nicaragua
- "RU", # Russia
- "SD", # Sudan
- "SO", # Somalia
- "SS", # South Sudan
- "SY", # Syria
- "VE", # Venezuela
- "YE", # Yemen
-]
-
-
-def check_existing_files():
- """Check if processed population files already exist."""
- processed_country_pop_path = (
- DATA_INTERMEDIATE_DIR / f"working_age_pop_{YEAR}_country.csv"
- )
- processed_state_pop_path = (
- DATA_INTERMEDIATE_DIR / f"working_age_pop_{YEAR}_us_state.csv"
- )
-
- if processed_country_pop_path.exists() and processed_state_pop_path.exists():
- print("✅ Population files already exist:")
- print(f" - {processed_country_pop_path}")
- print(f" - {processed_state_pop_path}")
- print(
- "Skipping population preprocessing. Delete these files if you want to re-run."
- )
- return True
- return False
-
-
-def load_world_bank_population_data():
- """
- Load country-level working age population data from cache or World Bank API.
-
- Returns:
- pd.DataFrame: Raw population data from World Bank
- """
- # Check if raw data already exists
- raw_country_pop_path = DATA_INPUT_DIR / f"working_age_pop_{YEAR}_country_raw.csv"
- if raw_country_pop_path.exists():
- print("Loading cached country population data...")
- return pd.read_csv(raw_country_pop_path, keep_default_na=False, na_values=[""])
-
- # Download if not cached
- url = "https://api.worldbank.org/v2/country/all/indicator/SP.POP.1564.TO"
- params = {"format": "json", "date": str(YEAR), "per_page": "1000"}
-
- print("Downloading country population data from World Bank API...")
- response = httpx.get(url, params=params)
- response.raise_for_status()
-
- # World Bank API returns [metadata, data] structure
- data = response.json()[1]
- df_raw = pd.json_normalize(data)
-
- return df_raw
-
-
-def filter_to_country_level_data(df_raw):
- """
- Filter World Bank data to exclude regional aggregates and keep only countries.
-
- The World Bank data starts with regional aggregates (Arab World, Caribbean small states, etc.)
- followed by actual countries starting with Afghanistan (AFG).
-
- Args:
- df_raw: Raw World Bank data
-
- Returns:
- pd.DataFrame: Filtered data with only country-level records
- """
- # Find Afghanistan (AFG) - the first real country after aggregates
- afg_index = df_raw[df_raw["countryiso3code"] == "AFG"].index[0]
-
- # Keep everything from AFG onwards
- df_filtered = df_raw.iloc[afg_index:].copy()
- print(f"Filtered to {len(df_filtered)} countries (excluding regional aggregates)")
-
- return df_filtered
-
-
-def process_country_population_data(df_raw):
- """
- Process raw World Bank population data.
-
- Args:
- df_raw: Raw data from World Bank API
-
- Returns:
- pd.DataFrame: Processed country population data (excluding countries where service is not available)
- """
- # Filter to country level only
- df_country = filter_to_country_level_data(df_raw)
-
- # Select and rename columns
- df_processed = df_country[
- ["countryiso3code", "date", "value", "country.id", "country.value"]
- ].copy()
-
- df_processed.columns = [
- "iso_alpha_3",
- "year",
- "working_age_pop",
- "country_code",
- "country_name",
- ]
-
- # Convert year to int
- df_processed["year"] = pd.to_numeric(df_processed["year"])
- df_processed = df_processed.dropna(subset=["working_age_pop"])
-
- # Remove Channel Islands entry with invalid JG code
- channel_islands_mask = df_processed["country_code"] == "JG"
- if channel_islands_mask.any():
- print(f"Removing Channel Islands entry with invalid code 'JG'")
- df_processed = df_processed[~channel_islands_mask].copy()
-
- # Exclude countries where service is not available
- initial_count = len(df_processed)
- df_processed = df_processed[~df_processed["country_code"].isin(EXCLUDED_COUNTRIES)]
- excluded_count = initial_count - len(df_processed)
-
- if excluded_count > 0:
- print(f"Excluded {excluded_count} countries where service is not available")
-
- return df_processed
-
-
-def add_taiwan_population(df_country):
- """
- Add Taiwan population data from National Development Council.
-
- The World Bank API excludes Taiwan, so we use data directly from Taiwan's NDC.
- Source: https://pop-proj.ndc.gov.tw/main_en/Custom_Detail_Statistics_Search.aspx
-
- Args:
- df_country: Country population dataframe
-
- Returns:
- pd.DataFrame: Country data with Taiwan added
- """
- taiwan_file = DATA_INPUT_DIR / "Population by single age _20250903072924.csv"
-
- if not taiwan_file.exists():
- error_msg = f"""
-Taiwan population data not found at: {taiwan_file}
-
-To obtain this data:
-1. Go to: https://pop-proj.ndc.gov.tw/main_en/Custom_Detail_Statistics_Search.aspx?n=175&_Query=258170a1-1394-49fe-8d21-dc80562b72fb&page=1&PageSize=10&ToggleType=
-2. The following options should have been selected:
- - Estimate type: Medium variant
- - Gender: Total
- - Year: {YEAR}
- - Age: Single age (ages 15-64)
- - Data attribute: data value
-3. Download the CSV file
-4. Save it as: "Population by single age _20250903072924.csv"
-5. Place it in your data input directory
-
-Note: Taiwan data is not available from World Bank API and must be obtained separately.
-"""
- raise FileNotFoundError(error_msg)
-
- print("Adding Taiwan population data from NDC...")
-
- # Load the NDC data (skip metadata rows)
- df_taiwan = pd.read_csv(taiwan_file, skiprows=10)
-
- # Clean the age column and sum population
- df_taiwan["Age"] = df_taiwan["Age"].str.replace("'", "")
- df_taiwan["Age"] = pd.to_numeric(df_taiwan["Age"])
-
- # The data is pre-filtered to ages 15-64, so sum all values
- taiwan_working_age_pop = df_taiwan["Data value (persons)"].sum()
-
- # Create Taiwan row
- taiwan_row = pd.DataFrame(
- {
- "iso_alpha_3": ["TWN"],
- "year": [YEAR],
- "working_age_pop": [taiwan_working_age_pop],
- "country_code": ["TW"],
- "country_name": ["Taiwan"],
- }
- )
-
- # Add Taiwan to the country data
- df_with_taiwan = pd.concat([df_country, taiwan_row], ignore_index=True)
- print(f"Added Taiwan: {taiwan_working_age_pop:,.0f} working age population")
-
- return df_with_taiwan
-
-
-def load_us_state_population_data():
- """
- Load US state population data from cache or Census Bureau.
-
- Returns:
- pd.DataFrame: Raw US state population data
- """
- # Check if raw data already exists
- raw_state_pop_path = DATA_INPUT_DIR / f"sc-est{YEAR}-agesex-civ.csv"
- if raw_state_pop_path.exists():
- print("Loading cached state population data...")
- return pd.read_csv(raw_state_pop_path)
-
- # Download if not cached
- url = f"https://www2.census.gov/programs-surveys/popest/datasets/2020-{YEAR}/state/asrh/sc-est{YEAR}-agesex-civ.csv"
-
- print("Downloading US state population data from Census Bureau...")
- response = httpx.get(url)
- response.raise_for_status()
-
- df_raw = pd.read_csv(io.StringIO(response.text))
- return df_raw
-
-
-def process_state_population_data(df_raw):
- """
- Process US state population data to get working age population.
-
- Args:
- df_raw: Raw Census Bureau data
-
- Returns:
- pd.DataFrame: Processed state population data with state codes
- """
- # Filter for working age (15-64) and sum by state
- # SEX=0 means "Both sexes" to avoid double counting
- df_working_age = df_raw[
- (df_raw["AGE"] >= 15) & (df_raw["AGE"] <= 64) & (df_raw["SEX"] == 0)
- ]
-
- # Sum by state
- working_age_by_state = (
- df_working_age.groupby("NAME")[f"POPEST{YEAR}_CIV"].sum().reset_index()
- )
- working_age_by_state.columns = ["state", "working_age_pop"]
-
- # Get state codes
- state_code_dict = get_state_codes()
-
- # Filter out "United States" row (national total, not a state)
- working_age_by_state = working_age_by_state[
- working_age_by_state["state"] != "United States"
- ]
-
- # Map state names to abbreviations
- working_age_by_state["state_code"] = working_age_by_state["state"].map(
- state_code_dict
- )
-
- # Check for missing state codes (should be none after filtering United States)
- missing_codes = working_age_by_state[working_age_by_state["state_code"].isna()]
- if not missing_codes.empty:
- warnings.warn(
- f"Could not find state codes for: {missing_codes['state'].tolist()}",
- UserWarning,
- stacklevel=2,
- )
-
- return working_age_by_state
-
-
-def get_state_codes():
- """
- Get US state codes from Census Bureau.
-
- Returns:
- dict: Mapping of state names to abbreviations
- """
- state_codes_path = DATA_INPUT_DIR / "census_state_codes.txt"
-
- if state_codes_path.exists():
- print("Loading cached state codes...")
- df_state_codes = pd.read_csv(state_codes_path, sep="|")
- else:
- print("Downloading state codes from Census Bureau...")
- response = httpx.get("https://www2.census.gov/geo/docs/reference/state.txt")
- response.raise_for_status()
-
- # Save for future use
- with open(state_codes_path, "w") as f:
- f.write(response.text)
- print(f"Cached state codes to {state_codes_path}")
-
- df_state_codes = pd.read_csv(io.StringIO(response.text), sep="|")
-
- # Create mapping dictionary
- state_code_dict = dict(
- zip(df_state_codes["STATE_NAME"], df_state_codes["STUSAB"], strict=True)
- )
-
- return state_code_dict
-
-
-def save_data(df_country, df_state, df_world_bank_raw, df_state_raw):
- """
- Save raw and processed population data.
-
- Args:
- df_country: Processed country population data
- df_state: Processed state population data
- df_world_bank_raw: Raw World Bank data
- df_state_raw: Raw Census Bureau data
- """
- # Save raw data (only if doesn't exist)
- raw_country_pop_path = DATA_INPUT_DIR / f"working_age_pop_{YEAR}_country_raw.csv"
- if not raw_country_pop_path.exists():
- df_world_bank_raw.to_csv(raw_country_pop_path, index=False)
- print(f"Saved raw country data to {raw_country_pop_path}")
-
- raw_state_pop_path = DATA_INPUT_DIR / f"sc-est{YEAR}-agesex-civ.csv"
- if not raw_state_pop_path.exists():
- df_state_raw.to_csv(raw_state_pop_path, index=False)
- print(f"Saved raw state data to {raw_state_pop_path}")
-
- # Save processed data
- country_output_path = DATA_INTERMEDIATE_DIR / f"working_age_pop_{YEAR}_country.csv"
- df_country.to_csv(country_output_path, index=False)
- print(f"Saved processed country population data to {country_output_path}")
-
- state_output_path = DATA_INTERMEDIATE_DIR / f"working_age_pop_{YEAR}_us_state.csv"
- df_state.to_csv(state_output_path, index=False)
- print(f"Saved processed US state population data to {state_output_path}")
-
-
-def main():
- """Main function to run population preprocessing."""
- # Check if files already exist
- if check_existing_files():
- return
-
- # Process country-level data
- print("\n=== Processing Country-Level Population Data ===")
- df_world_bank_raw = load_world_bank_population_data()
- df_country = process_country_population_data(df_world_bank_raw)
- df_country = add_taiwan_population(df_country)
-
- # Process US state-level data
- print("\n=== Processing US State-Level Population Data ===")
- df_state_raw = load_us_state_population_data()
- df_state = process_state_population_data(df_state_raw)
-
- # Save all data (raw and processed)
- print("\n=== Saving Data ===")
- save_data(df_country, df_state, df_world_bank_raw, df_state_raw)
-
- print("\n✅ Population data preprocessing complete!")
-
- # Print summary statistics
- print("\n=== Summary Statistics ===")
- print(f"Countries processed: {len(df_country)}")
- print(f"Countries excluded (service not available): {len(EXCLUDED_COUNTRIES)}")
- print(
- f"Total global working age population: {df_country['working_age_pop'].sum():,.0f}"
- )
- print(f"US states processed: {len(df_state)}")
- print(f"Total US working age population: {df_state['working_age_pop'].sum():,.0f}")
-
-
-if __name__ == "__main__":
- main()
diff --git a/release_2025_09_15/data/input/BTOS_National.xlsx b/release_2025_09_15/data/input/BTOS_National.xlsx
deleted file mode 100644
index 9f5456c6802517ad01c9439f45f01a7ff19f3399..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/BTOS_National.xlsx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c55e2fc6892941a1a536e87445de0bee8ea327526081389b93b85c54a8d69761
-size 63052
diff --git a/release_2025_09_15/data/input/Population by single age _20250903072924.csv b/release_2025_09_15/data/input/Population by single age _20250903072924.csv
deleted file mode 100644
index 3f2c392128e56c6bc154106eb4460f83461639cb..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/Population by single age _20250903072924.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:89c1e953dbab481760a966c40bdb121ed4e301b4cd0cbaea8a44990caa91ce8e
-size 2176
diff --git a/release_2025_09_15/data/input/automation_vs_augmentation_v1.csv b/release_2025_09_15/data/input/automation_vs_augmentation_v1.csv
deleted file mode 100644
index a6ca6accbe6d7b353e61382311a66a374172cd68..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/automation_vs_augmentation_v1.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d1e264882b17618db4f4a00b6f87f48134222bc5c15eefb3d46aae9519e89d11
-size 197
diff --git a/release_2025_09_15/data/input/automation_vs_augmentation_v2.csv b/release_2025_09_15/data/input/automation_vs_augmentation_v2.csv
deleted file mode 100644
index 5ae4fd7a4908f207c9ffa0da1558b33737163f6e..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/automation_vs_augmentation_v2.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0d7d8b1666f3d942d728f9b2177681ca6756edfe01fb8fc130e29264d41a391e
-size 198
diff --git a/release_2025_09_15/data/input/bea_us_state_gdp_2024.csv b/release_2025_09_15/data/input/bea_us_state_gdp_2024.csv
deleted file mode 100644
index cfbb49856989b36c46b7fd3a56417aba03f0cf4a..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/bea_us_state_gdp_2024.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:913bc0d017570e711c71bc838016b3b52cbf49e717d0cabc4cc2d70306acfa5a
-size 1663
diff --git a/release_2025_09_15/data/input/census_state_codes.txt b/release_2025_09_15/data/input/census_state_codes.txt
deleted file mode 100644
index e7465c2d166e8322332093826534c0010b767090..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/census_state_codes.txt
+++ /dev/null
@@ -1,58 +0,0 @@
-STATE|STUSAB|STATE_NAME|STATENS
-01|AL|Alabama|01779775
-02|AK|Alaska|01785533
-04|AZ|Arizona|01779777
-05|AR|Arkansas|00068085
-06|CA|California|01779778
-08|CO|Colorado|01779779
-09|CT|Connecticut|01779780
-10|DE|Delaware|01779781
-11|DC|District of Columbia|01702382
-12|FL|Florida|00294478
-13|GA|Georgia|01705317
-15|HI|Hawaii|01779782
-16|ID|Idaho|01779783
-17|IL|Illinois|01779784
-18|IN|Indiana|00448508
-19|IA|Iowa|01779785
-20|KS|Kansas|00481813
-21|KY|Kentucky|01779786
-22|LA|Louisiana|01629543
-23|ME|Maine|01779787
-24|MD|Maryland|01714934
-25|MA|Massachusetts|00606926
-26|MI|Michigan|01779789
-27|MN|Minnesota|00662849
-28|MS|Mississippi|01779790
-29|MO|Missouri|01779791
-30|MT|Montana|00767982
-31|NE|Nebraska|01779792
-32|NV|Nevada|01779793
-33|NH|New Hampshire|01779794
-34|NJ|New Jersey|01779795
-35|NM|New Mexico|00897535
-36|NY|New York|01779796
-37|NC|North Carolina|01027616
-38|ND|North Dakota|01779797
-39|OH|Ohio|01085497
-40|OK|Oklahoma|01102857
-41|OR|Oregon|01155107
-42|PA|Pennsylvania|01779798
-44|RI|Rhode Island|01219835
-45|SC|South Carolina|01779799
-46|SD|South Dakota|01785534
-47|TN|Tennessee|01325873
-48|TX|Texas|01779801
-49|UT|Utah|01455989
-50|VT|Vermont|01779802
-51|VA|Virginia|01779803
-53|WA|Washington|01779804
-54|WV|West Virginia|01779805
-55|WI|Wisconsin|01779806
-56|WY|Wyoming|01779807
-60|AS|American Samoa|01802701
-66|GU|Guam|01802705
-69|MP|Northern Mariana Islands|01779809
-72|PR|Puerto Rico|01779808
-74|UM|U.S. Minor Outlying Islands|01878752
-78|VI|U.S. Virgin Islands|01802710
diff --git a/release_2025_09_15/data/input/geonames_countryInfo.txt b/release_2025_09_15/data/input/geonames_countryInfo.txt
deleted file mode 100644
index 42557da9c038e4f7906ad387950823bc5599bb15..0000000000000000000000000000000000000000
--- a/release_2025_09_15/data/input/geonames_countryInfo.txt
+++ /dev/null
@@ -1,302 +0,0 @@
-# ================================
-#
-#
-# CountryCodes:
-# ============
-#
-# The official ISO country code for the United Kingdom is 'GB'. The code 'UK' is reserved.
-#
-# A list of dependent countries is available here:
-# https://spreadsheets.google.com/ccc?key=pJpyPy-J5JSNhe7F_KxwiCA&hl=en
-#
-#
-# The countrycode XK temporarily stands for Kosvo:
-# http://geonames.wordpress.com/2010/03/08/xk-country-code-for-kosovo/
-#
-#
-# CS (Serbia and Montenegro) with geonameId = 8505033 no longer exists.
-# AN (the Netherlands Antilles) with geonameId = 8505032 was dissolved on 10 October 2010.
-#
-#
-# Currencies :
-# ============
-#
-# A number of territories are not included in ISO 4217, because their currencies are not per se an independent currency,
-# but a variant of another currency. These currencies are:
-#
-# 1. FO : Faroese krona (1:1 pegged to the Danish krone)
-# 2. GG : Guernsey pound (1:1 pegged to the pound sterling)
-# 3. JE : Jersey pound (1:1 pegged to the pound sterling)
-# 4. IM : Isle of Man pound (1:1 pegged to the pound sterling)
-# 5. TV : Tuvaluan dollar (1:1 pegged to the Australian dollar).
-# 6. CK : Cook Islands dollar (1:1 pegged to the New Zealand dollar).
-#
-# The following non-ISO codes are, however, sometimes used: GGP for the Guernsey pound,
-# JEP for the Jersey pound and IMP for the Isle of Man pound (http://en.wikipedia.org/wiki/ISO_4217)
-#
-#
-# A list of currency symbols is available here : http://forum.geonames.org/gforum/posts/list/437.page
-# another list with fractional units is here: http://forum.geonames.org/gforum/posts/list/1961.page
-#
-#
-# Languages :
-# ===========
-#
-# The column 'languages' lists the languages spoken in a country ordered by the number of speakers. The language code is a 'locale'
-# where any two-letter primary-tag is an ISO-639 language abbreviation and any two-letter initial subtag is an ISO-3166 country code.
-#
-# Example : es-AR is the Spanish variant spoken in Argentina.
-#
-#ISO ISO3 ISO-Numeric fips Country Capital Area(in sq km) Population Continent tld CurrencyCode CurrencyName Phone Postal Code Format Postal Code Regex Languages geonameid neighbours EquivalentFipsCode
-AD AND 020 AN Andorra Andorra la Vella 468 77006 EU .ad EUR Euro 376 AD### ^(?:AD)*(\d{3})$ ca 3041565 ES,FR
-AE ARE 784 AE United Arab Emirates Abu Dhabi 82880 9630959 AS .ae AED Dirham 971 ##### ##### ^\d{5}-\d{5}$ ar-AE,fa,en,hi,ur 290557 SA,OM
-AF AFG 004 AF Afghanistan Kabul 647500 37172386 AS .af AFN Afghani 93 fa-AF,ps,uz-AF,tk 1149361 TM,CN,IR,TJ,PK,UZ
-AG ATG 028 AC Antigua and Barbuda St. John's 443 96286 NA .ag XCD Dollar +1-268 en-AG 3576396
-AI AIA 660 AV Anguilla The Valley 102 13254 NA .ai XCD Dollar +1-264 AI-#### ^(?:AZ)*(\d{4})$ en-AI 3573511
-AL ALB 008 AL Albania Tirana 28748 2866376 EU .al ALL Lek 355 #### ^(\d{4})$ sq,el 783754 MK,GR,ME,RS,XK
-AM ARM 051 AM Armenia Yerevan 29800 3076200 AS .am AMD Dram 374 ###### ^(\d{6})$ hy 174982 GE,IR,AZ,TR
-AO AGO 024 AO Angola Luanda 1246700 30809762 AF .ao AOA Kwanza 244 pt-AO 3351879 CD,NA,ZM,CG
-AQ ATA 010 AY Antarctica 14000000 0 AN .aq 6697173
-AR ARG 032 AR Argentina Buenos Aires 2766890 44494502 SA .ar ARS Peso 54 @####@@@ ^[A-Z]?\d{4}[A-Z]{0,3}$ es-AR,en,it,de,fr,gn 3865483 CL,BO,UY,PY,BR
-AS ASM 016 AQ American Samoa Pago Pago 199 55465 OC .as USD Dollar +1-684 #####-#### 96799 en-AS,sm,to 5880801
-AT AUT 040 AU Austria Vienna 83858 8847037 EU .at EUR Euro 43 #### ^(\d{4})$ de-AT,hr,hu,sl 2782113 CH,DE,HU,SK,CZ,IT,SI,LI
-AU AUS 036 AS Australia Canberra 7686850 24992369 OC .au AUD Dollar 61 #### ^(\d{4})$ en-AU 2077456
-AW ABW 533 AA Aruba Oranjestad 193 105845 NA .aw AWG Guilder 297 nl-AW,pap,es,en 3577279
-AX ALA 248 Aland Islands Mariehamn 1580 26711 EU .ax EUR Euro +358-18 ##### ^(?:FI)*(\d{5})$ sv-AX 661882 FI
-AZ AZE 031 AJ Azerbaijan Baku 86600 9942334 AS .az AZN Manat 994 AZ #### ^(?:AZ )*(\d{4})$ az,ru,hy 587116 GE,IR,AM,TR,RU
-BA BIH 070 BK Bosnia and Herzegovina Sarajevo 51129 3323929 EU .ba BAM Marka 387 ##### ^(\d{5})$ bs,hr-BA,sr-BA 3277605 HR,ME,RS
-BB BRB 052 BB Barbados Bridgetown 431 286641 NA .bb BBD Dollar +1-246 BB##### ^(?:BB)*(\d{5})$ en-BB 3374084
-BD BGD 050 BG Bangladesh Dhaka 144000 161356039 AS .bd BDT Taka 880 #### ^(\d{4})$ bn-BD,en 1210997 MM,IN
-BE BEL 056 BE Belgium Brussels 30510 11422068 EU .be EUR Euro 32 #### ^(\d{4})$ nl-BE,fr-BE,de-BE 2802361 DE,NL,LU,FR
-BF BFA 854 UV Burkina Faso Ouagadougou 274200 19751535 AF .bf XOF Franc 226 fr-BF,mos 2361809 NE,BJ,GH,CI,TG,ML
-BG BGR 100 BU Bulgaria Sofia 110910 7000039 EU .bg BGN Lev 359 #### ^(\d{4})$ bg,tr-BG,rom 732800 MK,GR,RO,TR,RS
-BH BHR 048 BA Bahrain Manama 665 1569439 AS .bh BHD Dinar 973 ####|### ^(\d{3}\d?)$ ar-BH,en,fa,ur 290291
-BI BDI 108 BY Burundi Gitega 27830 11175378 AF .bi BIF Franc 257 fr-BI,rn 433561 TZ,CD,RW
-BJ BEN 204 BN Benin Porto-Novo 112620 11485048 AF .bj XOF Franc 229 fr-BJ 2395170 NE,TG,BF,NG
-BL BLM 652 TB Saint Barthelemy Gustavia 21 8450 NA .gp EUR Euro 590 ##### ^(\d{5})$ fr 3578476
-BM BMU 060 BD Bermuda Hamilton 53 63968 NA .bm BMD Dollar +1-441 @@ ## ^([A-Z]{2}\d{2})$ en-BM,pt 3573345
-BN BRN 096 BX Brunei Bandar Seri Begawan 5770 428962 AS .bn BND Dollar 673 @@#### ^([A-Z]{2}\d{4})$ ms-BN,en-BN 1820814 MY
-BO BOL 068 BL Bolivia Sucre 1098580 11353142 SA .bo BOB Boliviano 591 es-BO,qu,ay 3923057 PE,CL,PY,BR,AR
-BQ BES 535 Bonaire, Saint Eustatius and Saba 328 18012 NA .bq USD Dollar 599 nl,pap,en 7626844
-BR BRA 076 BR Brazil Brasilia 8511965 209469333 SA .br BRL Real 55 #####-### ^\d{5}-\d{3}$ pt-BR,es,en,fr 3469034 SR,PE,BO,UY,GY,PY,GF,VE,CO,AR
-BS BHS 044 BF Bahamas Nassau 13940 385640 NA .bs BSD Dollar +1-242 en-BS 3572887
-BT BTN 064 BT Bhutan Thimphu 47000 754394 AS .bt BTN Ngultrum 975 dz 1252634 CN,IN
-BV BVT 074 BV Bouvet Island 49 0 AN .bv NOK Krone 3371123
-BW BWA 072 BC Botswana Gaborone 600370 2254126 AF .bw BWP Pula 267 en-BW,tn-BW 933860 ZW,ZA,NA
-BY BLR 112 BO Belarus Minsk 207600 9485386 EU .by BYN Belarusian ruble 375 ###### ^(\d{6})$ be,ru 630336 PL,LT,UA,RU,LV
-BZ BLZ 084 BH Belize Belmopan 22966 383071 NA .bz BZD Dollar 501 en-BZ,es 3582678 GT,MX
-CA CAN 124 CA Canada Ottawa 9984670 37058856 NA .ca CAD Dollar 1 @#@ #@# ^([ABCEGHJKLMNPRSTVXY]\d[ABCEGHJKLMNPRSTVWXYZ]) ?(\d[ABCEGHJKLMNPRSTVWXYZ]\d)$ en-CA,fr-CA,iu 6251999 US
-CC CCK 166 CK Cocos Islands West Island 14 628 AS .cc AUD Dollar 61 #### ^(\d{4})$ ms-CC,en 1547376
-CD COD 180 CG Democratic Republic of the Congo Kinshasa 2345410 84068091 AF .cd CDF Franc 243 fr-CD,ln,ktu,kg,sw,lua 203312 TZ,CF,SS,RW,ZM,BI,UG,CG,AO
-CF CAF 140 CT Central African Republic Bangui 622984 4666377 AF .cf XAF Franc 236 fr-CF,sg,ln,kg 239880 TD,SD,CD,SS,CM,CG
-CG COG 178 CF Republic of the Congo Brazzaville 342000 5244363 AF .cg XAF Franc 242 fr-CG,kg,ln-CG 2260494 CF,GA,CD,CM,AO
-CH CHE 756 SZ Switzerland Bern 41290 8516543 EU .ch CHF Franc 41 #### ^(\d{4})$ de-CH,fr-CH,it-CH,rm 2658434 DE,IT,LI,FR,AT
-CI CIV 384 IV Ivory Coast Yamoussoukro 322460 25069229 AF .ci XOF Franc 225 fr-CI 2287781 LR,GH,GN,BF,ML
-CK COK 184 CW Cook Islands Avarua 240 21388 OC .ck NZD Dollar 682 en-CK,mi 1899402
-CL CHL 152 CI Chile Santiago 756950 18729160 SA .cl CLP Peso 56 ####### ^(\d{7})$ es-CL 3895114 PE,BO,AR
-CM CMR 120 CM Cameroon Yaounde 475440 25216237 AF .cm XAF Franc 237 en-CM,fr-CM 2233387 TD,CF,GA,GQ,CG,NG
-CN CHN 156 CH China Beijing 9596960 1411778724 AS .cn CNY Yuan Renminbi 86 ###### ^(\d{6})$ zh-CN,yue,wuu,dta,ug,za 1814991 LA,BT,TJ,KZ,MN,AF,NP,MM,KG,PK,KP,RU,VN,IN
-CO COL 170 CO Colombia Bogota 1138910 49648685 SA .co COP Peso 57 ###### ^(\d{6})$ es-CO 3686110 EC,PE,PA,BR,VE
-CR CRI 188 CS Costa Rica San Jose 51100 4999441 NA .cr CRC Colon 506 ##### ^(\d{5})$ es-CR,en 3624060 PA,NI
-CU CUB 192 CU Cuba Havana 110860 11338138 NA .cu CUP Peso 53 CP ##### ^(?:CP)*(\d{5})$ es-CU,pap 3562981 US
-CV CPV 132 CV Cabo Verde Praia 4033 543767 AF .cv CVE Escudo 238 #### ^(\d{4})$ pt-CV 3374766
-CW CUW 531 UC Curacao Willemstad 444 159849 NA .cw ANG Guilder 599 nl,pap 7626836
-CX CXR 162 KT Christmas Island Flying Fish Cove 135 1500 OC .cx AUD Dollar 61 #### ^(\d{4})$ en,zh,ms-CX 2078138
-CY CYP 196 CY Cyprus Nicosia 9250 1189265 EU .cy EUR Euro 357 #### ^(\d{4})$ el-CY,tr-CY,en 146669
-CZ CZE 203 EZ Czechia Prague 78866 10625695 EU .cz CZK Koruna 420 ### ## ^\d{3}\s?\d{2}$ cs,sk 3077311 PL,DE,SK,AT
-DE DEU 276 GM Germany Berlin 357021 82927922 EU .de EUR Euro 49 ##### ^(\d{5})$ de 2921044 CH,PL,NL,DK,BE,CZ,LU,FR,AT
-DJ DJI 262 DJ Djibouti Djibouti 23000 958920 AF .dj DJF Franc 253 fr-DJ,ar,so-DJ,aa 223816 ER,ET,SO
-DK DNK 208 DA Denmark Copenhagen 43094 5797446 EU .dk DKK Krone 45 #### ^(\d{4})$ da-DK,en,fo,de-DK 2623032 DE
-DM DMA 212 DO Dominica Roseau 754 71625 NA .dm XCD Dollar +1-767 en-DM 3575830
-DO DOM 214 DR Dominican Republic Santo Domingo 48730 10627165 NA .do DOP Peso +1-809 and 1-829 ##### ^(\d{5})$ es-DO 3508796 HT
-DZ DZA 012 AG Algeria Algiers 2381740 42228429 AF .dz DZD Dinar 213 ##### ^(\d{5})$ ar-DZ 2589581 NE,EH,LY,MR,TN,MA,ML
-EC ECU 218 EC Ecuador Quito 283560 17084357 SA .ec USD Dollar 593 @####@ ^([a-zA-Z]\d{4}[a-zA-Z])$ es-EC 3658394 PE,CO
-EE EST 233 EN Estonia Tallinn 45226 1320884 EU .ee EUR Euro 372 ##### ^(\d{5})$ et,ru 453733 RU,LV
-EG EGY 818 EG Egypt Cairo 1001450 98423595 AF .eg EGP Pound 20 ##### ^(\d{5})$ ar-EG,en,fr 357994 LY,SD,IL,PS
-EH ESH 732 WI Western Sahara El-Aaiun 266000 273008 AF .eh MAD Dirham 212 ar,mey 2461445 DZ,MR,MA
-ER ERI 232 ER Eritrea Asmara 121320 6209262 AF .er ERN Nakfa 291 aa-ER,ar,tig,kun,ti-ER 338010 ET,SD,DJ
-ES ESP 724 SP Spain Madrid 504782 46723749 EU .es EUR Euro 34 ##### ^(\d{5})$ es-ES,ca,gl,eu,oc 2510769 AD,PT,GI,FR,MA
-ET ETH 231 ET Ethiopia Addis Ababa 1127127 109224559 AF .et ETB Birr 251 #### ^(\d{4})$ am,en-ET,om-ET,ti-ET,so-ET,sid 337996 ER,KE,SD,SS,SO,DJ
-FI FIN 246 FI Finland Helsinki 337030 5518050 EU .fi EUR Euro 358 ##### ^(?:FI)*(\d{5})$ fi-FI,sv-FI,smn 660013 NO,RU,SE
-FJ FJI 242 FJ Fiji Suva 18270 883483 OC .fj FJD Dollar 679 en-FJ,fj 2205218
-FK FLK 238 FK Falkland Islands Stanley 12173 2638 SA .fk FKP Pound 500 FIQQ 1ZZ FIQQ 1ZZ en-FK 3474414
-FM FSM 583 FM Micronesia Palikir 702 112640 OC .fm USD Dollar 691 ##### ^(\d{5})$ en-FM,chk,pon,yap,kos,uli,woe,nkr,kpg 2081918
-FO FRO 234 FO Faroe Islands Torshavn 1399 48497 EU .fo DKK Krone 298 ### ^(?:FO)*(\d{3})$ fo,da-FO 2622320
-FR FRA 250 FR France Paris 547030 66987244 EU .fr EUR Euro 33 ##### ^(\d{5})$ fr-FR,frp,br,co,ca,eu,oc 3017382 CH,DE,BE,LU,IT,AD,MC,ES
-GA GAB 266 GB Gabon Libreville 267667 2119275 AF .ga XAF Franc 241 fr-GA 2400553 CM,GQ,CG
-GB GBR 826 UK United Kingdom London 244820 66488991 EU .uk GBP Pound 44 @# #@@|@## #@@|@@# #@@|@@## #@@|@#@ #@@|@@#@ #@@|GIR0AA ^([Gg][Ii][Rr]\s?0[Aa]{2})|((([A-Za-z][0-9]{1,2})|(([A-Za-z][A-Ha-hJ-Yj-y][0-9]{1,2})|(([A-Za-z][0-9][A-Za-z])|([A-Za-z][A-Ha-hJ-Yj-y][0-9]?[A-Za-z]))))\s?[0-9][A-Za-z]{2})$ en-GB,cy-GB,gd 2635167 IE
-GD GRD 308 GJ Grenada St. George's 344 111454 NA .gd XCD Dollar +1-473 en-GD 3580239
-GE GEO 268 GG Georgia Tbilisi 69700 3731000 AS .ge GEL Lari 995 #### ^(\d{4})$ ka,ru,hy,az 614540 AM,AZ,TR,RU
-GF GUF 254 FG French Guiana Cayenne 91000 195506 SA .gf EUR Euro 594 ##### ^((97|98)3\d{2})$ fr-GF 3381670 SR,BR
-GG GGY 831 GK Guernsey St Peter Port 78 65228 EU .gg GBP Pound +44-1481 @# #@@|@## #@@|@@# #@@|@@## #@@|@#@ #@@|@@#@ #@@|GIR0AA ^((?:(?:[A-PR-UWYZ][A-HK-Y]\d[ABEHMNPRV-Y0-9]|[A-PR-UWYZ]\d[A-HJKPS-UW0-9])\s\d[ABD-HJLNP-UW-Z]{2})|GIR\s?0AA)$ en,nrf 3042362
-GH GHA 288 GH Ghana Accra 239460 29767108 AF .gh GHS Cedi 233 en-GH,ak,ee,tw 2300660 CI,TG,BF
-GI GIB 292 GI Gibraltar Gibraltar 6.5 33718 EU .gi GIP Pound 350 GX11 1AA GX11 1AA en-GI,es,it,pt 2411586 ES
-GL GRL 304 GL Greenland Nuuk 2166086 56025 NA .gl DKK Krone 299 #### ^(\d{4})$ kl,da-GL,en 3425505
-GM GMB 270 GA Gambia Banjul 11300 2280102 AF .gm GMD Dalasi 220 en-GM,mnk,wof,wo,ff 2413451 SN
-GN GIN 324 GV Guinea Conakry 245857 12414318 AF .gn GNF Franc 224 fr-GN 2420477 LR,SN,SL,CI,GW,ML
-GP GLP 312 GP Guadeloupe Basse-Terre 1780 443000 NA .gp EUR Euro 590 ##### ^((97|98)\d{3})$ fr-GP 3579143
-GQ GNQ 226 EK Equatorial Guinea Malabo 28051 1308974 AF .gq XAF Franc 240 es-GQ,fr,pt 2309096 GA,CM
-GR GRC 300 GR Greece Athens 131940 10727668 EU .gr EUR Euro 30 ### ## ^(\d{5})$ el-GR,en,fr 390903 AL,MK,TR,BG
-GS SGS 239 SX South Georgia and the South Sandwich Islands Grytviken 3903 30 AN .gs GBP Pound SIQQ 1ZZ SIQQ 1ZZ en 3474415
-GT GTM 320 GT Guatemala Guatemala City 108890 17247807 NA .gt GTQ Quetzal 502 ##### ^(\d{5})$ es-GT 3595528 MX,HN,BZ,SV
-GU GUM 316 GQ Guam Hagatna 549 165768 OC .gu USD Dollar +1-671 969## ^(969\d{2})$ en-GU,ch-GU 4043988
-GW GNB 624 PU Guinea-Bissau Bissau 36120 1874309 AF .gw XOF Franc 245 #### ^(\d{4})$ pt-GW,pov 2372248 SN,GN
-GY GUY 328 GY Guyana Georgetown 214970 779004 SA .gy GYD Dollar 592 en-GY 3378535 SR,BR,VE
-HK HKG 344 HK Hong Kong Hong Kong 1092 7396076 AS .hk HKD Dollar 852 ###### ^(\d{6})$ zh-HK,yue,zh,en 1819730
-HM HMD 334 HM Heard Island and McDonald Islands 412 0 AN .hm AUD Dollar #### ^(\d{4})$ 1547314
-HN HND 340 HO Honduras Tegucigalpa 112090 9587522 NA .hn HNL Lempira 504 ##### ^(\d{6})$ es-HN,cab,miq 3608932 GT,NI,SV
-HR HRV 191 HR Croatia Zagreb 56542 3871833 EU .hr EUR Euro 385 ##### ^(?:HR)*(\d{5})$ hr-HR,sr 3202326 HU,SI,BA,ME,RS
-HT HTI 332 HA Haiti Port-au-Prince 27750 11123176 NA .ht HTG Gourde 509 HT#### ^(?:HT)*(\d{4})$ ht,fr-HT 3723988 DO
-HU HUN 348 HU Hungary Budapest 93030 9768785 EU .hu HUF Forint 36 #### ^(\d{4})$ hu-HU 719819 SK,SI,RO,UA,HR,AT,RS
-ID IDN 360 ID Indonesia Jakarta 1919440 267663435 AS .id IDR Rupiah 62 ##### ^(\d{5})$ id,en,nl,jv 1643084 PG,TL,MY
-IE IRL 372 EI Ireland Dublin 70280 4853506 EU .ie EUR Euro 353 @@@ @@@@ ^(D6W|[AC-FHKNPRTV-Y][0-9]{2})\s?([AC-FHKNPRTV-Y0-9]{4}) en-IE,ga-IE 2963597 GB
-IL ISR 376 IS Israel Jerusalem 20770 8883800 AS .il ILS Shekel 972 ####### ^(\d{7}|\d{5})$ he,ar-IL,en-IL, 294640 SY,JO,LB,EG,PS
-IM IMN 833 IM Isle of Man Douglas 572 84077 EU .im GBP Pound +44-1624 @# #@@|@## #@@|@@# #@@|@@## #@@|@#@ #@@|@@#@ #@@|GIR0AA ^((?:(?:[A-PR-UWYZ][A-HK-Y]\d[ABEHMNPRV-Y0-9]|[A-PR-UWYZ]\d[A-HJKPS-UW0-9])\s\d[ABD-HJLNP-UW-Z]{2})|GIR\s?0AA)$ en,gv 3042225
-IN IND 356 IN India New Delhi 3287590 1352617328 AS .in INR Rupee 91 ###### ^(\d{6})$ en-IN,hi,bn,te,mr,ta,ur,gu,kn,ml,or,pa,as,bh,sat,ks,ne,sd,kok,doi,mni,sit,sa,fr,lus,inc 1269750 CN,NP,MM,BT,PK,BD
-IO IOT 086 IO British Indian Ocean Territory Diego Garcia 60 4000 AS .io USD Dollar 246 BBND 1ZZ BBND 1ZZ en-IO 1282588
-IQ IRQ 368 IZ Iraq Baghdad 437072 38433600 AS .iq IQD Dinar 964 ##### ^(\d{5})$ ar-IQ,ku,hy 99237 SY,SA,IR,JO,TR,KW
-IR IRN 364 IR Iran Tehran 1648000 81800269 AS .ir IRR Rial 98 ########## ^(\d{10})$ fa-IR,ku 130758 TM,AF,IQ,AM,PK,AZ,TR
-IS ISL 352 IC Iceland Reykjavik 103000 353574 EU .is ISK Krona 354 ### ^(\d{3})$ is,en,de,da,sv,no 2629691
-IT ITA 380 IT Italy Rome 301230 60431283 EU .it EUR Euro 39 ##### ^(\d{5})$ it-IT,de-IT,fr-IT,sc,ca,co,sl 3175395 CH,VA,SI,SM,FR,AT
-JE JEY 832 JE Jersey Saint Helier 116 90812 EU .je GBP Pound +44-1534 @# #@@|@## #@@|@@# #@@|@@## #@@|@#@ #@@|@@#@ #@@|GIR0AA ^((?:(?:[A-PR-UWYZ][A-HK-Y]\d[ABEHMNPRV-Y0-9]|[A-PR-UWYZ]\d[A-HJKPS-UW0-9])\s\d[ABD-HJLNP-UW-Z]{2})|GIR\s?0AA)$ en,fr,nrf 3042142
-JM JAM 388 JM Jamaica Kingston 10991 2934855 NA .jm JMD Dollar +1-876 en-JM 3489940
-JO JOR 400 JO Jordan Amman 92300 9956011 AS .jo JOD Dinar 962 ##### ^(\d{5})$ ar-JO,en 248816 SY,SA,IQ,IL,PS
-JP JPN 392 JA Japan Tokyo 377835 126529100 AS .jp JPY Yen 81 ###-#### ^\d{3}-\d{4}$ ja 1861060
-KE KEN 404 KE Kenya Nairobi 582650 51393010 AF .ke KES Shilling 254 ##### ^(\d{5})$ en-KE,sw-KE 192950 ET,TZ,SS,SO,UG
-KG KGZ 417 KG Kyrgyzstan Bishkek 198500 6315800 AS .kg KGS Som 996 ###### ^(\d{6})$ ky,uz,ru 1527747 CN,TJ,UZ,KZ
-KH KHM 116 CB Cambodia Phnom Penh 181040 16249798 AS .kh KHR Riels 855 ##### ^(\d{5})$ km,fr,en 1831722 LA,TH,VN
-KI KIR 296 KR Kiribati Tarawa 811 115847 OC .ki AUD Dollar 686 en-KI,gil 4030945
-KM COM 174 CN Comoros Moroni 2170 832322 AF .km KMF Franc 269 ar,fr-KM 921929
-KN KNA 659 SC Saint Kitts and Nevis Basseterre 261 52441 NA .kn XCD Dollar +1-869 en-KN 3575174
-KP PRK 408 KN North Korea Pyongyang 120540 25549819 AS .kp KPW Won 850 ###-### ^(\d{6})$ ko-KP 1873107 CN,KR,RU
-KR KOR 410 KS South Korea Seoul 98480 51635256 AS .kr KRW Won 82 ##### ^(\d{5})$ ko-KR,en 1835841 KP
-XK XKX 0 KV Kosovo Pristina 10908 1845300 EU EUR Euro sq,sr 831053 RS,AL,MK,ME
-KW KWT 414 KU Kuwait Kuwait City 17820 4137309 AS .kw KWD Dinar 965 ##### ^(\d{5})$ ar-KW,en 285570 SA,IQ
-KY CYM 136 CJ Cayman Islands George Town 262 64174 NA .ky KYD Dollar +1-345 en-KY 3580718
-KZ KAZ 398 KZ Kazakhstan Nur-Sultan 2717300 18276499 AS .kz KZT Tenge 7 ###### ^(\d{6})$ kk,ru 1522867 TM,CN,KG,UZ,RU
-LA LAO 418 LA Laos Vientiane 236800 7061507 AS .la LAK Kip 856 ##### ^(\d{5})$ lo,fr,en 1655842 CN,MM,KH,TH,VN
-LB LBN 422 LE Lebanon Beirut 10400 6848925 AS .lb LBP Pound 961 #### ####|#### ^(\d{4}(\d{4})?)$ ar-LB,fr-LB,en,hy 272103 SY,IL
-LC LCA 662 ST Saint Lucia Castries 616 181889 NA .lc XCD Dollar +1-758 en-LC 3576468
-LI LIE 438 LS Liechtenstein Vaduz 160 37910 EU .li CHF Franc 423 #### ^(\d{4})$ de-LI 3042058 CH,AT
-LK LKA 144 CE Sri Lanka Colombo 65610 21670000 AS .lk LKR Rupee 94 ##### ^(\d{5})$ si,ta,en 1227603
-LR LBR 430 LI Liberia Monrovia 111370 4818977 AF .lr LRD Dollar 231 #### ^(\d{4})$ en-LR 2275384 SL,CI,GN
-LS LSO 426 LT Lesotho Maseru 30355 2108132 AF .ls LSL Loti 266 ### ^(\d{3})$ en-LS,st,zu,xh 932692 ZA
-LT LTU 440 LH Lithuania Vilnius 65200 2789533 EU .lt EUR Euro 370 LT-##### ^(?:LT)*(\d{5})$ lt,ru,pl 597427 PL,BY,RU,LV
-LU LUX 442 LU Luxembourg Luxembourg 2586 607728 EU .lu EUR Euro 352 L-#### ^(?:L-)?\d{4}$ lb,de-LU,fr-LU 2960313 DE,BE,FR
-LV LVA 428 LG Latvia Riga 64589 1926542 EU .lv EUR Euro 371 LV-#### ^(?:LV)*(\d{4})$ lv,ru,lt 458258 LT,EE,BY,RU
-LY LBY 434 LY Libya Tripoli 1759540 6678567 AF .ly LYD Dinar 218 ar-LY,it,en 2215636 TD,NE,DZ,SD,TN,EG
-MA MAR 504 MO Morocco Rabat 446550 36029138 AF .ma MAD Dirham 212 ##### ^(\d{5})$ ar-MA,ber,fr 2542007 DZ,EH,ES
-MC MCO 492 MN Monaco Monaco 1.95 38682 EU .mc EUR Euro 377 ##### ^(\d{5})$ fr-MC,en,it 2993457 FR
-MD MDA 498 MD Moldova Chisinau 33843 3545883 EU .md MDL Leu 373 MD-#### ^MD-\d{4}$ ro,ru,gag,tr 617790 RO,UA
-ME MNE 499 MJ Montenegro Podgorica 14026 622345 EU .me EUR Euro 382 ##### ^(\d{5})$ sr,hu,bs,sq,hr,rom 3194884 AL,HR,BA,RS,XK
-MF MAF 663 RN Saint Martin Marigot 53 37264 NA .gp EUR Euro 590 ##### ^(\d{5})$ fr 3578421 SX
-MG MDG 450 MA Madagascar Antananarivo 587040 26262368 AF .mg MGA Ariary 261 ### ^(\d{3})$ fr-MG,mg 1062947
-MH MHL 584 RM Marshall Islands Majuro 181.3 58413 OC .mh USD Dollar 692 #####-#### ^969\d{2}(-\d{4})$ mh,en-MH 2080185
-MK MKD 807 MK North Macedonia Skopje 25333 2082958 EU .mk MKD Denar 389 #### ^(\d{4})$ mk,sq,tr,rmm,sr 718075 AL,GR,BG,RS,XK
-ML MLI 466 ML Mali Bamako 1240000 19077690 AF .ml XOF Franc 223 fr-ML,bm 2453866 SN,NE,DZ,CI,GN,MR,BF
-MM MMR 104 BM Myanmar Nay Pyi Taw 678500 53708395 AS .mm MMK Kyat 95 ##### ^(\d{5})$ my 1327865 CN,LA,TH,BD,IN
-MN MNG 496 MG Mongolia Ulaanbaatar 1565000 3170208 AS .mn MNT Tugrik 976 ###### ^(\d{6})$ mn,ru 2029969 CN,RU
-MO MAC 446 MC Macao Macao 254 631636 AS .mo MOP Pataca 853 ###### ^(\d{6})$ zh,zh-MO,pt 1821275
-MP MNP 580 CQ Northern Mariana Islands Saipan 477 56882 OC .mp USD Dollar +1-670 ##### ^9695\d{1}$ fil,tl,zh,ch-MP,en-MP 4041468
-MQ MTQ 474 MB Martinique Fort-de-France 1100 432900 NA .mq EUR Euro 596 ##### ^(\d{5})$ fr-MQ 3570311
-MR MRT 478 MR Mauritania Nouakchott 1030700 4403319 AF .mr MRU Ouguiya 222 ar-MR,fuc,snk,fr,mey,wo 2378080 SN,DZ,EH,ML
-MS MSR 500 MH Montserrat Plymouth 102 9341 NA .ms XCD Dollar +1-664 en-MS 3578097
-MT MLT 470 MT Malta Valletta 316 483530 EU .mt EUR Euro 356 @@@ #### ^[A-Z]{3}\s?\d{4}$ mt,en-MT 2562770
-MU MUS 480 MP Mauritius Port Louis 2040 1265303 AF .mu MUR Rupee 230 en-MU,bho,fr 934292
-MV MDV 462 MV Maldives Male 300 515696 AS .mv MVR Rufiyaa 960 ##### ^(\d{5})$ dv,en 1282028
-MW MWI 454 MI Malawi Lilongwe 118480 17563749 AF .mw MWK Kwacha 265 ###### ^(\d{6})$ ny,yao,tum,swk 927384 TZ,MZ,ZM
-MX MEX 484 MX Mexico Mexico City 1972550 126190788 NA .mx MXN Peso 52 ##### ^(\d{5})$ es-MX 3996063 GT,US,BZ
-MY MYS 458 MY Malaysia Kuala Lumpur 329750 31528585 AS .my MYR Ringgit 60 ##### ^(\d{5})$ ms-MY,en,zh,ta,te,ml,pa,th 1733045 BN,TH,ID
-MZ MOZ 508 MZ Mozambique Maputo 801590 29495962 AF .mz MZN Metical 258 #### ^(\d{4})$ pt-MZ,vmw 1036973 ZW,TZ,SZ,ZA,ZM,MW
-NA NAM 516 WA Namibia Windhoek 825418 2448255 AF .na NAD Dollar 264 en-NA,af,de,hz,naq 3355338 ZA,BW,ZM,AO
-NC NCL 540 NC New Caledonia Noumea 19060 284060 OC .nc XPF Franc 687 ##### ^(\d{5})$ fr-NC 2139685
-NE NER 562 NG Niger Niamey 1267000 22442948 AF .ne XOF Franc 227 #### ^(\d{4})$ fr-NE,ha,kr,dje 2440476 TD,BJ,DZ,LY,BF,NG,ML
-NF NFK 574 NF Norfolk Island Kingston 34.6 1828 OC .nf AUD Dollar 672 #### ^(\d{4})$ en-NF 2155115
-NG NGA 566 NI Nigeria Abuja 923768 195874740 AF .ng NGN Naira 234 ###### ^(\d{6})$ en-NG,ha,yo,ig,ff 2328926 TD,NE,BJ,CM
-NI NIC 558 NU Nicaragua Managua 129494 6465513 NA .ni NIO Cordoba 505 ###-###-# ^(\d{7})$ es-NI,en 3617476 CR,HN
-NL NLD 528 NL The Netherlands Amsterdam 41526 17231017 EU .nl EUR Euro 31 #### @@ ^(\d{4}\s?[a-zA-Z]{2})$ nl-NL,fy-NL 2750405 DE,BE
-NO NOR 578 NO Norway Oslo 324220 5314336 EU .no NOK Krone 47 #### ^(\d{4})$ no,nb,nn,se,fi 3144096 FI,RU,SE
-NP NPL 524 NP Nepal Kathmandu 140800 28087871 AS .np NPR Rupee 977 ##### ^(\d{5})$ ne,en 1282988 CN,IN
-NR NRU 520 NR Nauru Yaren 21 12704 OC .nr AUD Dollar 674 NRU68 NRU68 na,en-NR 2110425
-NU NIU 570 NE Niue Alofi 260 2166 OC .nu NZD Dollar 683 #### ^(\d{4})$ niu,en-NU 4036232
-NZ NZL 554 NZ New Zealand Wellington 268680 4885500 OC .nz NZD Dollar 64 #### ^(\d{4})$ en-NZ,mi 2186224
-OM OMN 512 MU Oman Muscat 212460 4829483 AS .om OMR Rial 968 ### ^(\d{3})$ ar-OM,en,bal,ur 286963 SA,YE,AE
-PA PAN 591 PM Panama Panama City 78200 4176873 NA .pa PAB Balboa 507 ##### ^(\d{5})$ es-PA,en 3703430 CR,CO
-PE PER 604 PE Peru Lima 1285220 31989256 SA .pe PEN Sol 51 ##### ^(\d{5})$ es-PE,qu,ay 3932488 EC,CL,BO,BR,CO
-PF PYF 258 FP French Polynesia Papeete 4167 277679 OC .pf XPF Franc 689 ##### ^((97|98)7\d{2})$ fr-PF,ty 4030656
-PG PNG 598 PP Papua New Guinea Port Moresby 462840 8606316 OC .pg PGK Kina 675 ### ^(\d{3})$ en-PG,ho,meu,tpi 2088628 ID
-PH PHL 608 RP Philippines Manila 300000 106651922 AS .ph PHP Peso 63 #### ^(\d{4})$ tl,en-PH,fil,ceb,ilo,hil,war,pam,bik,bcl,pag,mrw,tsg,mdh,cbk,krj,sgd,msb,akl,ibg,yka,mta,abx 1694008
-PK PAK 586 PK Pakistan Islamabad 803940 212215030 AS .pk PKR Rupee 92 ##### ^(\d{5})$ ur-PK,en-PK,pa,sd,ps,brh 1168579 CN,AF,IR,IN
-PL POL 616 PL Poland Warsaw 312685 37978548 EU .pl PLN Zloty 48 ##-### ^\d{2}-\d{3}$ pl 798544 DE,LT,SK,CZ,BY,UA,RU
-PM SPM 666 SB Saint Pierre and Miquelon Saint-Pierre 242 7012 NA .pm EUR Euro 508 ##### ^(97500)$ fr-PM 3424932
-PN PCN 612 PC Pitcairn Adamstown 47 46 OC .pn NZD Dollar 870 PCRN 1ZZ PCRN 1ZZ en-PN 4030699
-PR PRI 630 RQ Puerto Rico San Juan 9104 3195153 NA .pr USD Dollar +1-787 and 1-939 #####-#### ^00[679]\d{2}(?:-\d{4})?$ en-PR,es-PR 4566966
-PS PSE 275 WE Palestinian Territory East Jerusalem 5970 4569087 AS .ps ILS Shekel 970 ar-PS 6254930 JO,IL,EG
-PT PRT 620 PO Portugal Lisbon 92391 10281762 EU .pt EUR Euro 351 ####-### ^\d{4}-\d{3}\s?[a-zA-Z]{0,25}$ pt-PT,mwl 2264397 ES
-PW PLW 585 PS Palau Melekeok 458 17907 OC .pw USD Dollar 680 96940 ^(96940)$ pau,sov,en-PW,tox,ja,fil,zh 1559582
-PY PRY 600 PA Paraguay Asuncion 406750 6956071 SA .py PYG Guarani 595 #### ^(\d{4})$ es-PY,gn 3437598 BO,BR,AR
-QA QAT 634 QA Qatar Doha 11437 2781677 AS .qa QAR Rial 974 ar-QA,es 289688 SA
-RE REU 638 RE Reunion Saint-Denis 2517 776948 AF .re EUR Euro 262 ##### ^((97|98)(4|7|8)\d{2})$ fr-RE 935317
-RO ROU 642 RO Romania Bucharest 237500 19473936 EU .ro RON Leu 40 ###### ^(\d{6})$ ro,hu,rom 798549 MD,HU,UA,BG,RS
-RS SRB 688 RI Serbia Belgrade 88361 6982084 EU .rs RSD Dinar 381 ##### ^(\d{5})$ sr,hu,bs,rom 6290252 AL,HU,MK,RO,HR,BA,BG,ME,XK
-RU RUS 643 RS Russia Moscow 17100000 144478050 EU .ru RUB Ruble 7 ###### ^(\d{6})$ ru,tt,xal,cau,ady,kv,ce,tyv,cv,udm,tut,mns,bua,myv,mdf,chm,ba,inh,kbd,krc,av,sah,nog 2017370 GE,CN,BY,UA,KZ,LV,PL,EE,LT,FI,MN,NO,AZ,KP
-RW RWA 646 RW Rwanda Kigali 26338 12301939 AF .rw RWF Franc 250 rw,en-RW,fr-RW,sw 49518 TZ,CD,BI,UG
-SA SAU 682 SA Saudi Arabia Riyadh 1960582 33699947 AS .sa SAR Rial 966 ##### ^(\d{5})$ ar-SA 102358 QA,OM,IQ,YE,JO,AE,KW
-SB SLB 090 BP Solomon Islands Honiara 28450 652858 OC .sb SBD Dollar 677 en-SB,tpi 2103350
-SC SYC 690 SE Seychelles Victoria 455 96762 AF .sc SCR Rupee 248 en-SC,fr-SC 241170
-SD SDN 729 SU Sudan Khartoum 1861484 41801533 AF .sd SDG Pound 249 ##### ^(\d{5})$ ar-SD,en,fia 366755 SS,TD,EG,ET,ER,LY,CF
-SS SSD 728 OD South Sudan Juba 644329 8260490 AF .ss SSP Pound 211 en 7909807 CD,CF,ET,KE,SD,UG
-SE SWE 752 SW Sweden Stockholm 449964 10183175 EU .se SEK Krona 46 ### ## ^(?:SE)?\d{3}\s\d{2}$ sv-SE,se,sma,fi-SE 2661886 NO,FI
-SG SGP 702 SN Singapore Singapore 692.7 5638676 AS .sg SGD Dollar 65 ###### ^(\d{6})$ cmn,en-SG,ms-SG,ta-SG,zh-SG 1880251
-SH SHN 654 SH Saint Helena Jamestown 410 7460 AF .sh SHP Pound 290 STHL 1ZZ ^(STHL1ZZ)$ en-SH 3370751
-SI SVN 705 SI Slovenia Ljubljana 20273 2067372 EU .si EUR Euro 386 #### ^(?:SI)*(\d{4})$ sl,sh 3190538 HU,IT,HR,AT
-SJ SJM 744 SV Svalbard and Jan Mayen Longyearbyen 62049 2550 EU .sj NOK Krone 47 #### ^(\d{4})$ no,ru 607072
-SK SVK 703 LO Slovakia Bratislava 48845 5447011 EU .sk EUR Euro 421 ### ## ^\d{3}\s?\d{2}$ sk,hu 3057568 PL,HU,CZ,UA,AT
-SL SLE 694 SL Sierra Leone Freetown 71740 7650154 AF .sl SLE Leone 232 en-SL,men,tem 2403846 LR,GN
-SM SMR 674 SM San Marino San Marino 61.2 33785 EU .sm EUR Euro 378 4789# ^(4789\d)$ it-SM 3168068 IT
-SN SEN 686 SG Senegal Dakar 196190 15854360 AF .sn XOF Franc 221 ##### ^(\d{5})$ fr-SN,wo,fuc,mnk 2245662 GN,MR,GW,GM,ML
-SO SOM 706 SO Somalia Mogadishu 637657 15008154 AF .so SOS Shilling 252 @@ ##### ^([A-Z]{2}\d{5})$ so-SO,ar-SO,it,en-SO 51537 ET,KE,DJ
-SR SUR 740 NS Suriname Paramaribo 163270 575991 SA .sr SRD Dollar 597 nl-SR,en,srn,hns,jv 3382998 GY,BR,GF
-ST STP 678 TP Sao Tome and Principe Sao Tome 1001 197700 AF .st STN Dobra 239 pt-ST 2410758
-SV SLV 222 ES El Salvador San Salvador 21040 6420744 NA .sv USD Dollar 503 CP #### ^(?:CP)*(\d{4})$ es-SV 3585968 GT,HN
-SX SXM 534 NN Sint Maarten Philipsburg 21 40654 NA .sx ANG Guilder 599 nl,en 7609695 MF
-SY SYR 760 SY Syria Damascus 185180 16906283 AS .sy SYP Pound 963 ar-SY,ku,hy,arc,fr,en 163843 IQ,JO,IL,TR,LB
-SZ SWZ 748 WZ Eswatini Mbabane 17363 1136191 AF .sz SZL Lilangeni 268 @### ^([A-Z]\d{3})$ en-SZ,ss-SZ 934841 ZA,MZ
-TC TCA 796 TK Turks and Caicos Islands Cockburn Town 430 37665 NA .tc USD Dollar +1-649 TKCA 1ZZ ^(TKCA 1ZZ)$ en-TC 3576916
-TD TCD 148 CD Chad N'Djamena 1284000 15477751 AF .td XAF Franc 235 TKCA 1ZZ ^(TKCA 1ZZ)$ fr-TD,ar-TD,sre 2434508 NE,LY,CF,SD,CM,NG
-TF ATF 260 FS French Southern Territories Port-aux-Francais 7829 140 AN .tf EUR Euro fr 1546748
-TG TGO 768 TO Togo Lome 56785 7889094 AF .tg XOF Franc 228 fr-TG,ee,hna,kbp,dag,ha 2363686 BJ,GH,BF
-TH THA 764 TH Thailand Bangkok 514000 69428524 AS .th THB Baht 66 ##### ^(\d{5})$ th,en 1605651 LA,MM,KH,MY
-TJ TJK 762 TI Tajikistan Dushanbe 143100 9100837 AS .tj TJS Somoni 992 ###### ^(\d{6})$ tg,ru 1220409 CN,AF,KG,UZ
-TK TKL 772 TL Tokelau 10 1466 OC .tk NZD Dollar 690 tkl,en-TK 4031074
-TL TLS 626 TT Timor Leste Dili 15007 1267972 OC .tl USD Dollar 670 tet,pt-TL,id,en 1966436 ID
-TM TKM 795 TX Turkmenistan Ashgabat 488100 5850908 AS .tm TMT Manat 993 ###### ^(\d{6})$ tk,ru,uz 1218197 AF,IR,UZ,KZ
-TN TUN 788 TS Tunisia Tunis 163610 11565204 AF .tn TND Dinar 216 #### ^(\d{4})$ ar-TN,fr 2464461 DZ,LY
-TO TON 776 TN Tonga Nuku'alofa 748 103197 OC .to TOP Pa'anga 676 to,en-TO 4032283
-TR TUR 792 TU Turkey Ankara 780580 82319724 AS .tr TRY Lira 90 ##### ^(\d{5})$ tr-TR,ku,diq,az,av 298795 SY,GE,IQ,IR,GR,AM,AZ,BG
-TT TTO 780 TD Trinidad and Tobago Port of Spain 5128 1389858 NA .tt TTD Dollar +1-868 en-TT,hns,fr,es,zh 3573591
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diff --git a/release_2025_09_15/data_documentation.md b/release_2025_09_15/data_documentation.md
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-# Data Documentation
-
-This document describes the data sources and variables used in the third Anthropic Economic Index (AEI) report.
-
-## Claude.ai Usage Data
-
-### Overview
-The core dataset contains Claude AI usage metrics aggregated by geography and analysis dimensions (facets).
-
-**Source files**:
-- `aei_raw_claude_ai_2025-08-04_to_2025-08-11.csv` (pre-enrichment data in data/intermediate/)
-- `aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv` (enriched data in data/output/)
-
-**Note on data sources**: The AEI raw file contains raw counts and percentages. Derived metrics (indices, tiers, per capita calculations, automation/augmentation percentages) are calculated during the enrichment process in `aei_report_v3_preprocessing_claude_ai.ipynb`.
-
-### Data Schema
-Each row represents one metric value for a specific geography and facet combination:
-
-| Column | Type | Description |
-|--------|------|-------------|
-| `geo_id` | string | Geographic identifier (ISO-2 country code for countries, US state code, or "GLOBAL", ISO-3 country codes in enriched data) |
-| `geography` | string | Geographic level: "country", "state_us", or "global" |
-| `date_start` | date | Start of data collection period |
-| `date_end` | date | End of data collection period |
-| `platform_and_product` | string | "Claude AI (Free and Pro)" |
-| `facet` | string | Analysis dimension (see Facets below) |
-| `level` | integer | Sub-level within facet (0-2) |
-| `variable` | string | Metric name (see Variables below) |
-| `cluster_name` | string | Specific entity within facet (task, pattern, etc.). For intersections, format is "base::category" |
-| `value` | float | Numeric metric value |
-
-### Facets
-- **country**: Country-level aggregations
-- **state_us**: US state-level aggregations
-- **onet_task**: O*NET occupational tasks
-- **collaboration**: Human-AI collaboration patterns
-- **request**: Request complexity levels (0=highest granularity, 1=middle granularity, 2=lowest granularity)
-- **onet_task::collaboration**: Intersection of tasks and collaboration patterns
-- **request::collaboration**: Intersection of request categories and collaboration patterns
-
-### Core Variables
-
-Variables follow the pattern `{prefix}_{suffix}` with specific meanings:
-
-**From AEI processing**: `*_count`, `*_pct`
-**From enrichment**: `*_per_capita`, `*_per_capita_index`, `*_pct_index`, `*_tier`, `automation_pct`, `augmentation_pct`, `soc_pct`
-
-#### Usage Metrics
-- **usage_count**: Total number of conversations/interactions in a geography
-- **usage_pct**: Percentage of total usage (relative to parent geography - gobal for countries, US for states)
-- **usage_per_capita**: Usage count divided by working age population
-- **usage_per_capita_index**: Concentration index showing if a geography has more/less usage than expected based on population share (1.0 = proportional, >1.0 = over-representation, <1.0 = under-representation)
-- **usage_tier**: Usage adoption tier (0 = no/little adoption, 1-4 = quartiles of adoption among geographies with sufficient usage)
-
-#### Content Facet Metrics
-**O*NET Task Metrics**:
-- **onet_task_count**: Number of conversations using this specific O*NET task
-- **onet_task_pct**: Percentage of geographic total using this task
-- **onet_task_pct_index**: Specialization index comparing task usage to baseline (global for countries, US for states)
-- **onet_task_collaboration_count**: Number of conversations with both this task and collaboration pattern (intersection)
-- **onet_task_collaboration_pct**: Percentage of the base task's total that has this collaboration pattern (sums to 100% within each task)
-
-#### Occupation Metrics
-- **soc_pct**: Percentage of classified O*NET tasks associated with this SOC major occupation group (e.g., Management, Computer and Mathematical)
-
-**Request Metrics**:
-- **request_count**: Number of conversations in this request category level
-- **request_pct**: Percentage of geographic total in this category
-- **request_pct_index**: Specialization index comparing request usage to baseline
-- **request_collaboration_count**: Number of conversations with both this request category and collaboration pattern (intersection)
-- **request_collaboration_pct**: Percentage of the base request's total that has this collaboration pattern (sums to 100% within each request)
-
-**Collaboration Pattern Metrics**:
-- **collaboration_count**: Number of conversations with this collaboration pattern
-- **collaboration_pct**: Percentage of geographic total with this pattern
-- **collaboration_pct_index**: Specialization index comparing pattern to baseline
-- **automation_pct**: Percentage of classifiable collaboration that is automation-focused (directive, feedback loop patterns)
-- **augmentation_pct**: Percentage of classifiable collaboration that is augmentation-focused (validation, task iteration, learning patterns)
-
-#### Demographic & Economic Metrics
-- **working_age_pop**: Population aged 15-64 (working age definition used by World Bank)
-- **gdp_per_working_age_capita**: Total GDP divided by working age population (in USD)
-
-#### Special Values
-- **not_classified**: Indicates data that was filtered for privacy protection or could not be classified
-- **none**: Indicates the absence of the attribute (e.g., no collaboration, no task selected)
-
-### Data Processing Notes
-- **Minimum Observations**: 200 conversations per country, 100 per US state (applied in enrichment step, not raw preprocessing)
-- **Population Base**: Working-age population (ages 15-64)
-- **not_classified**:
- - For regular facets: Captures filtered/unclassified conversations
- - For intersection facets: Each base cluster has its own not_classified (e.g., "task1::not_classified")
-- **Intersection Percentages**: Calculated relative to base cluster totals, ensuring each base cluster's percentages sum to 100%
-- **Percentage Index Calculations**:
- - Exclude `not_classified` and `none` categories from index calculations as they are not meaningful
-- **Country Codes**: ISO-2 format (e.g., "US" in raw data), ISO-3 (e.g., "USA", "GBR", "FRA") for countries after enrichment
-- **Variable Definitions**: See Core Variables section above
-
-## 1P API Usage Data
-
-### Overview
-Dataset containing first-party API usage metrics along various dimensions based on a sample of 1P API traffic and analyzed using privacy-preserving methods.
-
-**Source file**: `aei_raw_1p_api_2025-08-04_to_2025-08-11.csv` (in data/intermediate/)
-
-### Data Schema
-Each row represents one metric value for a specific facet combination at global level:
-
-| Column | Type | Description |
-|--------|------|-------------|
-| `geo_id` | string | Geographic identifier (always "GLOBAL" for API data) |
-| `geography` | string | Geographic level (always "global" for API data) |
-| `date_start` | date | Start of data collection period |
-| `date_end` | date | End of data collection period |
-| `platform_and_product` | string | "1P API" |
-| `facet` | string | Analysis dimension (see Facets below) |
-| `level` | integer | Sub-level within facet (0-2) |
-| `variable` | string | Metric name (see Variables below) |
-| `cluster_name` | string | Specific entity within facet. For intersections, format is "base::category" or "base::index"/"base::count" for mean value metrics |
-| `value` | float | Numeric metric value |
-
-### Facets
-- **onet_task**: O*NET occupational tasks
-- **collaboration**: Human-AI collaboration patterns
-- **request**: Request categories (hierarchical levels 0-2 from bottom-up taxonomy)
-- **onet_task::collaboration**: Intersection of tasks and collaboration patterns
-- **onet_task::prompt_tokens**: Mean prompt tokens per task (normalized, average = 1.0)
-- **onet_task::completion_tokens**: Mean completion tokens per task (normalized, average = 1.0)
-- **onet_task::cost**: Mean cost per task (normalized, average = 1.0)
-- **request::collaboration**: Intersection of request categories and collaboration patterns
-
-### Core Variables
-
-#### Usage Metrics
-- **collaboration_count**: Number of 1P API records with this collaboration pattern
-- **collaboration_pct**: Percentage of total with this pattern
-
-#### Content Facet Metrics
-**O*NET Task Metrics**:
-- **onet_task_count**: Number of 1P API records using this specific O*NET task
-- **onet_task_pct**: Percentage of total using this task
-- **onet_task_collaboration_count**: Records with both this task and collaboration pattern
-- **onet_task_collaboration_pct**: Percentage of the task's total with this collaboration pattern
-
-**Mean Value Intersection Metrics** (unique to API data):
-- **prompt_tokens_index**: Re-indexed mean prompt tokens (1.0 = average across all tasks)
-- **prompt_tokens_count**: Number of records for this metric
-- **completion_tokens_index**: Re-indexed mean completion tokens (1.0 = average across all tasks)
-- **completion_tokens_count**: Number of records for this metric
-- **cost_index**: Re-indexed mean cost (1.0 = average across all tasks)
-- **cost_count**: Number of records for this metric
-
-**Request Metrics**:
-- **request_count**: Number of 1P API records in this request category
-- **request_pct**: Percentage of total in this category
-- **request_collaboration_count**: Records with both this request category and collaboration pattern
-- **request_collaboration_pct**: Percentage of the request's total with this collaboration pattern
-
-## Claude.ai Request Hierarchy
-
-Contains the hierarchy of request clusters for Claude.ai usage with their names and descriptions.
-
-**Source file**: `request_hierarchy_tree_claude_ai.json` (in data/output/)
-
-## 1P API Request Hierarchy
-
-Contains the hierarchy of request clusters for 1P API usage with their names and descriptions.
-
-**Source file**: `request_hierarchy_tree_1p_api.json` (in data/output/)
-
-## Claude.ai Usage Data from Prior Anthropic Economic Index Releases
-
-Data on task usage and automation/augmentation patterns from the first and second Anthropic Economic Index reports.
-
-- **Source**: Anthropic/EconomicIndex dataset on Hugging Face
-- **URL**: https://huggingface.co/datasets/Anthropic/EconomicIndex/tree/main/release_2025_03_27
-- **License**: Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
-- **Files**:
- - `automation_vs_augmentation_v1.csv`
- - `automation_vs_augmentation_v2.csv`
- - `task_pct_v1.csv`
- - `task_pct_v2.csv`
-
-## External Data Sources
-
-We use external data to enrich Claude usage data with external economic and demographic sources.
-
-### ISO Country Codes
-
-**ISO 3166 Country Codes**
-
-International standard codes for representing countries and territories, used for mapping IP-based geolocation data to standardized country identifiers.
-
-- **Standard**: ISO 3166-1
-- **Source**: GeoNames geographical database
-- **URL**: https://download.geonames.org/export/dump/countryInfo.txt
-- **License**: Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
-- **Attribution note**: Data in the data/intermediate and data/output folders have been processed and modified from original source; modifications to data in data/intermediate include extracting only tabular data, selecting a subset of columns, and renaming columns; modifications to data in data/output include transforming data to long format
-- **Download date**: September 2, 2025
-- **Output files**:
- - `geonames_countryInfo.txt` (raw GeoNames data in data/input/)
- - `iso_country_codes.csv` (processed country codes in data/intermediate/)
-- **Key fields**:
- - `iso_alpha_2`: Two-letter country code (e.g., "US", "GB", "FR")
- - `iso_alpha_3`: Three-letter country code (e.g., "USA", "GBR", "FRA")
- - `country_name`: Country name from GeoNames
-- **Usage**: Maps IP-based country identification to standardized ISO codes for consistent geographic aggregation
-
-### US State Codes
-
-**State FIPS Codes and USPS Abbreviations**
-
-Official state and territory codes including FIPS codes and two-letter USPS abbreviations for all U.S. states, territories, and the District of Columbia.
-
-- **Series**: State FIPS Codes
-- **Source**: U.S. Census Bureau, Geography Division
-- **URL**: https://www2.census.gov/geo/docs/reference/state.txt
-- **License**: Public Domain (U.S. Government Work)
-- **Download date**: September 2, 2025
-- **Output files**:
- - `census_state_codes.txt` (raw pipe-delimited text file in data/input/)
-- **Usage**: Maps state names to two-letter abbreviations (e.g., "California" → "CA")
-
-### Population Data
-
-### US State Population
-
-**State Characteristics Estimates - Age and Sex - Civilian Population**
-
-Annual estimates of the civilian population by single year of age, sex, race, and Hispanic origin for states and the District of Columbia.
-
-- **Series**: SC-EST2024-AGESEX-CIV
-- **Source**: U.S. Census Bureau, Population Division
-- **URL**: https://www2.census.gov/programs-surveys/popest/datasets/2020-2024/state/asrh/sc-est2024-agesex-civ.csv
-- **License**: Public Domain (U.S. Government Work)
-- **Download date**: September 2, 2025
-- **Output files**:
- - `sc-est2024-agesex-civ.csv` (raw Census data in data/input/)
- - `working_age_pop_2024_us_state.csv` (processed data summed for ages 15-64 by state in data/intermediate/)
-- **Documentation**: https://www2.census.gov/programs-surveys/popest/technical-documentation/file-layouts/2020-2024/SC-EST2024-AGESEX-CIV.pdf
-
-### Country Population
-
-**Population ages 15-64, total**
-
-Total population between the ages 15 to 64. Population is based on the de facto definition of population, which counts all residents regardless of legal status or citizenship.
-
-- **Series**: SP.POP.1564.TO
-- **Source**: World Population Prospects, United Nations (UN), publisher: UN Population Division; Staff estimates, World Bank (WB)
-- **URL**: https://api.worldbank.org/v2/country/all/indicator/SP.POP.1564.TO?format=json&date=2024&per_page=1000
-- **License**: Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
-- **Attribution note**: Data in the data/intermediate folder have been processed and modified from original source; modifications to data in data/input include changing the file format; modifications to data/intermediate include adding Taiwan population data, removing non-country aggregates, removing invalid country codes, removing excluded countries, and renaming columns; modifications to data in data/output include transforming data to long format
-- **Download date**: September 2, 2025
-- **Output files**:
- - `working_age_pop_2024_country_raw.csv` (raw World Bank data in data/input/)
- - `working_age_pop_2024_country.csv` (processed country-level data including Taiwan in data/intermediate/)
-
-### Taiwan Population
-
-**Population by single age**
-
-Population projections by single year of age for Taiwan (Republic of China). This data supplements the World Bank country data which excludes Taiwan.
-
-- **Series**: Population by single age (Medium variant, Total gender)
-- **Source**: National Development Council, Population Projections for the R.O.C (Taiwan)
-- **URL**: https://pop-proj.ndc.gov.tw/main_en/Custom_Detail_Statistics_Search.aspx?n=175&_Query=258170a1-1394-49fe-8d21-dc80562b72fb&page=1&PageSize=10&ToggleType=
-- **License**: Open Government Data License (Taiwan) (https://data.gov.tw/en/license)
-- **Update date**: 2025.06.17
-- **Download date**: September 2, 2025
-- **Reference year**: 2024
-- **Variable name in script**: `df_taiwan` (raw data), added to `df_working_age_pop_country`
-- **Output files**:
- - `Population by single age _20250802235608.csv` (raw data in data/input/, pre-filtered to ages 15-64)
- - Merged into `working_age_pop_2024_country.csv` (processed country-level data in data/intermediate/)
-
-## GDP Data
-
-### Country GDP
-
-**Gross Domestic Product, Current Prices (Billions of U.S. Dollars)**
-
-Total gross domestic product at current market prices for all countries and territories.
-
-- **Series**: NGDPD
-- **Source**: International Monetary Fund (IMF), World Economic Outlook Database
-- **URL**: https://www.imf.org/external/datamapper/api/v1/NGDPD
-- **License**: IMF Data Terms and Conditions (https://www.imf.org/en/About/copyright-and-terms#data)
-- **Reference year**: 2024
-- **Download date**: September 2, 2025
-- **Output files**:
- - `imf_gdp_raw_2024.json` (raw API response in data/input/)
- - `gdp_2024_country.csv` (processed country GDP data in data/intermediate/)
-
-### US State GDP
-
-**SASUMMARY State Annual Summary Statistics: Personal Income, GDP, Consumer Spending, Price Indexes, and Employment**
-
-Gross domestic product by state in millions of current U.S. dollars.
-
-- **Series**: SASUMMARY (Gross Domestic Product by State)
-- **Source**: U.S. Bureau of Economic Analysis (BEA)
-- **URL**: https://apps.bea.gov/itable/?ReqID=70&step=1
-- **License**: Public Domain (U.S. Government Work)
-- **Download date**: September 2, 2025
-- **Reference year**: 2024
-- **Output files**:
- - `bea_us_state_gdp_2024.csv` (raw data in data/input/, manually downloaded from BEA)
- - `gdp_2024_us_state.csv` (processed state GDP data in data/intermediate/)
-- **Citation**: U.S. Bureau of Economic Analysis, "SASUMMARY State annual summary statistics: personal income, GDP, consumer spending, price indexes, and employment" (accessed September 2, 2025)
-
-## SOC and O*NET Data
-
-### O*NET Task Statements
-
-**O*NET Task Statements Dataset**
-
-Comprehensive database of task statements associated with occupations in the O*NET-SOC taxonomy, providing detailed work activities for each occupation.
-
-- **Database Version**: O*NET Database 20.1
-- **Source**: O*NET Resource Center, U.S. Department of Labor
-- **URL**: https://www.onetcenter.org/dl_files/database/db_20_1_excel/Task%20Statements.xlsx
-- **License**: Public Domain (U.S. Government Work)
-- **Download date**: September 2, 2025
-- **Output files**:
- - `onet_task_statements_raw.xlsx` (raw Excel file in data/input/)
- - `onet_task_statements.csv` (processed data with soc_major_group in data/intermediate/)
-- **Key fields**:
- - `O*NET-SOC Code`: Full occupation code (e.g., "11-1011.00")
- - `Title`: Occupation title
- - `Task ID`: Unique task identifier
- - `Task`: Description of work task
- - `Task Type`: Core or Supplemental
- - `soc_major_group`: First 2 digits of SOC code (e.g., "11" for Management)
-- **Notes**:
- - SOC major group codes extracted from O*NET-SOC codes for aggregation
- - Used to map Claude usage patterns to occupational categories
-
-### SOC Structure
-
-**Standard Occupational Classification (SOC) Structure**
-
-Hierarchical classification system for occupations, providing standardized occupation titles and codes.
-
-- **SOC Version**: 2019
-- **Source**: O*NET Resource Center (SOC taxonomy)
-- **URL**: https://www.onetcenter.org/taxonomy/2019/structure/?fmt=csv
-- **License**: Public Domain (U.S. Government Work)
-- **Download date**: September 2, 2025
-- **Variable name in script**: `df_soc` (SOC structure dataframe)
-- **Output files**:
- - `soc_structure_raw.csv` (raw data in data/input/)
- - `soc_structure.csv` (processed SOC structure in data/intermediate/)
-- **Key fields**:
- - `Major Group`: SOC major group code (e.g., "11-0000")
- - `Minor Group`: SOC minor group code
- - `Broad Occupation`: Broad occupation code
- - `Detailed Occupation`: Detailed occupation code
- - `soc_major_group`: 2-digit major group code (e.g., "11")
- - `SOC or O*NET-SOC 2019 Title`: Occupation group title
-- **Notes**:
- - Provides hierarchical structure for occupational classification
-
-### Business Trends and Outlook Survey
-
-Core questions, National.
-
-- **Source**: U.S. Census Bureau
-- **URL**: https://www.census.gov/hfp/btos/downloads/National.xlsx
-- **License**: Public Domain (U.S. Government Work)
-- **Download date**: September 5, 2025
-- **Reference periods**: Ending in September 2023 and August 2025
-- **Input file**: `BTOS_National.xlsx`
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-# Data Documentation
-
-This document describes the data sources and variables used in the fourth Anthropic Economic Index (AEI) report.
-
-## Claude.ai Usage Data
-
-### Overview
-The core dataset contains Claude.ai usage metrics aggregated by geography and analysis dimensions (facets).
-
-**Source files**:
-- `aei_raw_claude_ai_2025-11-13_to_2025-11-20.csv` (pre-enrichment data in data/intermediate/)
-
-**Note on data sources**: The AEI raw file contains raw counts and percentages.
-
-### Data Schema
-Each row represents one metric value for a specific geography and facet combination:
-
-| Column | Type | Description |
-|--------|------|-------------|
-| `geo_id` | string | Geographic identifier (ISO-3166-1 country code for countries, ISO 3166-2 region code for country-state, or "GLOBAL"). Examples: "USA", "AGO-LUA" (Angola-Luanda), "ALB-02" (Albania-Fier) (raw version uses 2- instead of 3-letter country codes) |
-| `geography` | string | Geographic level: "country", "country-state", or "global" |
-| `date_start` | date | Start of data collection period |
-| `date_end` | date | End of data collection period |
-| `platform_and_product` | string | "Claude AI (Free and Pro)" |
-| `facet` | string | Analysis dimension (see Facets below) |
-| `level` | integer | Sub-level within facet (0-2) |
-| `variable` | string | Metric name (see Variables below) |
-| `cluster_name` | string | Specific entity within facet (task, pattern, etc.). For intersections, format is "base::category" |
-| `value` | float | Numeric metric value |
-
-### Facets
-
-**Geographic Facets:**
-- **country**: Country-level aggregations
-- **country-state**: Subnational region aggregations (ISO 3166-2 regions globally)
-
-**Content Facets:**
-- **onet_task**: O*NET occupational tasks
-- **collaboration**: Human-AI collaboration patterns
-- **request**: Request complexity levels (0=highest granularity, 1=middle granularity, 2=lowest granularity)
-- **multitasking**: Whether conversation involves single or multiple tasks
-- **human_only_ability**: Whether a human could complete the task without AI assistance
-- **use_case**: Use case categories (work, coursework, personal)
-- **task_success**: Whether the task was successfully completed
-
-**Numeric Facets** (continuous variables with distribution statistics):
-- **human_only_time**: Estimated time for a human to complete the task without AI
-- **human_with_ai_time**: Estimated time for a human to complete the task with AI assistance
-- **ai_autonomy**: Degree of AI autonomy in task completion
-- **human_education_years**: Estimated years of human education required for the task
-- **ai_education_years**: Estimated equivalent years of AI "education" demonstrated
-
-**Intersection Facets:**
-- **onet_task::collaboration**: Intersection of O*NET tasks and collaboration patterns
-- **onet_task::multitasking**: Intersection of O*NET tasks and multitasking status
-- **onet_task::human_only_ability**: Intersection of O*NET tasks and human-only ability
-- **onet_task::use_case**: Intersection of O*NET tasks and use case categories
-- **onet_task::task_success**: Intersection of O*NET tasks and task success
-- **onet_task::human_only_time**: Mean human-only time per O*NET task
-- **onet_task::human_with_ai_time**: Mean human-with-AI time per O*NET task
-- **onet_task::ai_autonomy**: Mean AI autonomy per O*NET task
-- **onet_task::human_education_years**: Mean human education years per O*NET task
-- **onet_task::ai_education_years**: Mean AI education years per O*NET task
-- **request::collaboration**: Intersection of request categories and collaboration patterns
-- **request::multitasking**: Intersection of request categories and multitasking status
-- **request::human_only_ability**: Intersection of request categories and human-only ability
-- **request::use_case**: Intersection of request categories and use case categories
-- **request::task_success**: Intersection of request categories and task success
-- **request::human_only_time**: Mean human-only time per request category
-- **request::human_with_ai_time**: Mean human-with-AI time per request category
-- **request::ai_autonomy**: Mean AI autonomy per request category
-- **request::human_education_years**: Mean human education years per request category
-- **request::ai_education_years**: Mean AI education years per request category
-
-### Core Variables
-
-Variables follow the pattern `{prefix}_{suffix}` with specific meanings:
-
-**From AEI raw file**: `*_count`, `*_pct`
-
-#### Usage Metrics
-- **usage_count**: Total number of conversations/interactions in a geography
-- **usage_pct**: Percentage of total usage (relative to parent geography - global for countries, parent country for country-state regions)
-
-#### Content Facet Metrics
-**O*NET Task Metrics**:
-- **onet_task_count**: Number of conversations using this specific O*NET task
-- **onet_task_pct**: Percentage of geographic total using this task
-- **onet_task_pct_index**: Specialization index comparing task usage to baseline (global for countries, parent country for country-state regions)
-- **onet_task_collaboration_count**: Number of conversations with both this task and collaboration pattern (intersection)
-- **onet_task_collaboration_pct**: Percentage of the base task's total that has this collaboration pattern (sums to 100% within each task)
-
-#### Occupation Metrics
-- **soc_pct**: Percentage of classified O*NET tasks associated with this SOC major occupation group (e.g., Management, Computer and Mathematical)
-
-**Request Metrics**:
-- **request_count**: Number of conversations in this request category level
-- **request_pct**: Percentage of geographic total in this category
-- **request_collaboration_count**: Number of conversations with both this request category and collaboration pattern (intersection)
-- **request_collaboration_pct**: Percentage of the base request's total that has this collaboration pattern (sums to 100% within each request)
-
-**Collaboration Pattern Metrics**:
-- **collaboration_count**: Number of conversations with this collaboration pattern
-- **collaboration_pct**: Percentage of geographic total with this pattern
-
-**Multitasking Metrics**:
-- **multitasking_count**: Number of conversations with this multitasking status
-- **multitasking_pct**: Percentage of geographic total with this status
-
-**Human-Only Ability Metrics**:
-- **human_only_ability_count**: Number of conversations with this human-only ability status
-- **human_only_ability_pct**: Percentage of geographic total with this status
-
-**Use Case Metrics**:
-- **use_case_count**: Number of conversations in this use case category
-- **use_case_pct**: Percentage of geographic total in this category
-
-**Task Success Metrics**:
-- **task_success_count**: Number of conversations with this task success status
-- **task_success_pct**: Percentage of geographic total with this status
-
-#### Numeric Facet Metrics
-For numeric facets (human_only_time, human_with_ai_time, ai_autonomy, human_education_years, ai_education_years), the following distribution statistics are available:
-
-- **{facet}_mean**: Mean value across all conversations
-- **{facet}_median**: Median value across all conversations
-- **{facet}_stdev**: Standard deviation of values
-- **{facet}_mean_ci_lower**: Lower bound of 95% confidence interval for the mean
-- **{facet}_mean_ci_upper**: Upper bound of 95% confidence interval for the mean
-- **{facet}_median_ci_lower**: Lower bound of 95% confidence interval for the median
-- **{facet}_median_ci_upper**: Upper bound of 95% confidence interval for the median
-- **{facet}_count**: Total number of observations for this facet
-- **{facet}_histogram_count**: Count of observations in each histogram bin (one row per bin, bin range in cluster_name, e.g., "[1.0, 1.0)")
-- **{facet}_histogram_pct**: Percentage of observations in each histogram bin (one row per bin)
-
-For numeric intersection facets (e.g., onet_task::human_only_time), the same metrics are available per category (e.g., per O*NET task), with cluster_name containing the category identifier:
-- **{base}_{numeric}_mean**: Mean value for this category
-- **{base}_{numeric}_median**: Median value for this category
-- **{base}_{numeric}_stdev**: Standard deviation for this category
-- **{base}_{numeric}_count**: Number of observations for this category
-- **{base}_{numeric}_mean_ci_lower/upper**: 95% CI bounds for the mean
-- **{base}_{numeric}_median_ci_lower/upper**: 95% CI bounds for the median
-
-#### Special Values
-- **not_classified**: Indicates data that was filtered for privacy protection or could not be classified
-- **none**: Indicates the absence of the attribute (e.g., no collaboration, no task selected)
-
-### Data Processing Notes
-- **Minimum Observations**: 200 conversations per country, 100 per country-state region (applied in enrichment step, not raw preprocessing)
-- **not_classified**:
- - For regular facets: Captures filtered/unclassified conversations
- - For intersection facets: Each base cluster has its own not_classified (e.g., "task1::not_classified")
-- **Intersection Percentages**: Calculated relative to base cluster totals, ensuring each base cluster's percentages sum to 100%
-- **Country Codes**: ISO-3166-1 format for countries, three letter codes in the enriched file (e.g., "USA", "GBR", "FRA") and two letter codes in the raw file (e.g., "US", "GB", "FR"); ISO 3166-2 format for country-state regions (e.g., "AGO-LUA", "ALB-02" in enriched file, or "US-CA" in raw file)
-- **Variable Definitions**: See Core Variables section above
-
-## 1P API Usage Data
-
-### Overview
-Dataset containing first-party API usage metrics along various dimensions based on a sample of 1P API traffic and analyzed using privacy-preserving methods.
-
-**Note**: Unlike Claude.ai data, API data has **no geographic breakdowns** (no country or country-state facets). All API metrics are reported at global level only (`geography: "global"`, `geo_id: "GLOBAL"`).
-
-**Source file**: `aei_raw_1p_api_2025-11-13_to_2025-11-20.csv` (in data/intermediate/)
-
-### Data Schema
-Each row represents one metric value for a specific facet combination at global level:
-
-| Column | Type | Description |
-|--------|------|-------------|
-| `geo_id` | string | Geographic identifier (always "GLOBAL" for API data) |
-| `geography` | string | Geographic level (always "global" for API data) |
-| `date_start` | date | Start of data collection period |
-| `date_end` | date | End of data collection period |
-| `platform_and_product` | string | "1P API" |
-| `facet` | string | Analysis dimension (see Facets below) |
-| `level` | integer | Sub-level within facet (0-2) |
-| `variable` | string | Metric name (see Variables below) |
-| `cluster_name` | string | Specific entity within facet. For intersections, format is "base::category" or "base::index"/"base::count" for mean value metrics |
-| `value` | float | Numeric metric value |
-
-### Facets
-
-**Content Facets:**
-- **onet_task**: O*NET occupational tasks
-- **collaboration**: Human-AI collaboration patterns
-- **request**: Request categories (hierarchical levels 0-2 from bottom-up taxonomy)
-- **multitasking**: Whether conversation involves single or multiple tasks
-- **human_only_ability**: Whether a human could complete the task without AI assistance
-- **use_case**: Use case categories (work, coursework, personal)
-- **task_success**: Whether the task was successfully completed
-
-**Numeric Facets** (continuous variables with distribution statistics):
-- **human_only_time**: Estimated time for a human to complete the task without AI
-- **human_with_ai_time**: Estimated time for a human to complete the task with AI assistance
-- **ai_autonomy**: Degree of AI autonomy in task completion
-- **human_education_years**: Estimated years of human education required for the task
-- **ai_education_years**: Estimated equivalent years of AI "education" demonstrated
-
-**Intersection Facets:**
-- **onet_task::collaboration**: Intersection of O*NET tasks and collaboration patterns
-- **onet_task::multitasking**: Intersection of O*NET tasks and multitasking status
-- **onet_task::human_only_ability**: Intersection of O*NET tasks and human-only ability
-- **onet_task::use_case**: Intersection of O*NET tasks and use case categories
-- **onet_task::task_success**: Intersection of O*NET tasks and task success
-- **onet_task::human_only_time**: Mean human-only time per O*NET task
-- **onet_task::human_with_ai_time**: Mean human-with-AI time per O*NET task
-- **onet_task::ai_autonomy**: Mean AI autonomy per O*NET task
-- **onet_task::human_education_years**: Mean human education years per O*NET task
-- **onet_task::ai_education_years**: Mean AI education years per O*NET task
-- **onet_task::cost**: Mean cost per O*NET task (indexed, 1.0 = average)
-- **onet_task::prompt_tokens**: Mean prompt tokens per O*NET task (indexed, 1.0 = average)
-- **onet_task::completion_tokens**: Mean completion tokens per O*NET task (indexed, 1.0 = average)
-- **request::collaboration**: Intersection of request categories and collaboration patterns
-- **request::multitasking**: Intersection of request categories and multitasking status
-- **request::human_only_ability**: Intersection of request categories and human-only ability
-- **request::use_case**: Intersection of request categories and use case categories
-- **request::task_success**: Intersection of request categories and task success
-- **request::human_only_time**: Mean human-only time per request category
-- **request::human_with_ai_time**: Mean human-with-AI time per request category
-- **request::ai_autonomy**: Mean AI autonomy per request category
-- **request::human_education_years**: Mean human education years per request category
-- **request::ai_education_years**: Mean AI education years per request category
-- **request::cost**: Mean cost per request category (indexed, 1.0 = average)
-- **request::prompt_tokens**: Mean prompt tokens per request category (indexed, 1.0 = average)
-- **request::completion_tokens**: Mean completion tokens per request category (indexed, 1.0 = average)
-
-### Core Variables
-
-#### Content Facet Metrics
-**O*NET Task Metrics**:
-- **onet_task_count**: Number of 1P API records using this specific O*NET task
-- **onet_task_pct**: Percentage of total using this task
-
-**Request Metrics**:
-- **request_count**: Number of 1P API records in this request category
-- **request_pct**: Percentage of total in this category
-
-**Collaboration Pattern Metrics**:
-- **collaboration_count**: Number of 1P API records with this collaboration pattern
-- **collaboration_pct**: Percentage of total with this pattern
-
-**Multitasking Metrics**:
-- **multitasking_count**: Number of records with this multitasking status
-- **multitasking_pct**: Percentage of total with this status
-
-**Human-Only Ability Metrics**:
-- **human_only_ability_count**: Number of records with this human-only ability status
-- **human_only_ability_pct**: Percentage of total with this status
-
-**Use Case Metrics**:
-- **use_case_count**: Number of records in this use case category
-- **use_case_pct**: Percentage of total in this category
-
-**Task Success Metrics**:
-- **task_success_count**: Number of records with this task success status
-- **task_success_pct**: Percentage of total with this status
-
-#### Numeric Facet Metrics
-For numeric facets (human_only_time, human_with_ai_time, ai_autonomy, human_education_years, ai_education_years), the following distribution statistics are available:
-
-- **{facet}_mean**: Mean value across all records
-- **{facet}_median**: Median value across all records
-- **{facet}_stdev**: Standard deviation of values
-- **{facet}_mean_ci_lower**: Lower bound of 95% confidence interval for the mean
-- **{facet}_mean_ci_upper**: Upper bound of 95% confidence interval for the mean
-- **{facet}_median_ci_lower**: Lower bound of 95% confidence interval for the median
-- **{facet}_median_ci_upper**: Upper bound of 95% confidence interval for the median
-- **{facet}_count**: Total number of observations for this facet
-- **{facet}_histogram_count**: Count of observations in each histogram bin (one row per bin)
-- **{facet}_histogram_pct**: Percentage of observations in each histogram bin (one row per bin)
-
-#### Indexed Facet Metrics (API-specific)
-For indexed facets (cost_index, prompt_tokens_index, completion_tokens_index), values are normalized so that 1.0 represents the average:
-
-- **{facet}_index**: Re-indexed mean value (1.0 = average across all categories)
-- **{facet}_count**: Number of records for this metric
-
-#### Intersection Metrics
-For categorical intersections (e.g., onet_task::collaboration):
-- **{base}_{secondary}_count**: Records with both this base category and secondary category
-- **{base}_{secondary}_pct**: Percentage of the base category's total with this secondary category
-
-For numeric intersections (e.g., onet_task::human_only_time):
-- **{base}_{numeric}_mean**: Mean value for this category
-- **{base}_{numeric}_median**: Median value for this category
-- **{base}_{numeric}_stdev**: Standard deviation for this category
-- **{base}_{numeric}_count**: Number of observations for this category
-- **{base}_{numeric}_mean_ci_lower/upper**: 95% CI bounds for the mean
-- **{base}_{numeric}_median_ci_lower/upper**: 95% CI bounds for the median
-
-## External Data Sources
-
-We use external data to enrich Claude usage data with external economic and demographic sources.
-
-### ISO Country Codes
-
-**ISO 3166 Country Codes**
-
-International standard codes for representing countries and territories, used for mapping IP-based geolocation data to standardized country identifiers.
-
-- **Standard**: ISO 3166-1
-- **Source**: GeoNames geographical database
-- **URL**: https://download.geonames.org/export/dump/countryInfo.txt
-- **License**: Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
-- **Attribution note**: Data in the data/intermediate and data/output folders have been processed and modified from original source; modifications to data in data/intermediate include extracting only tabular data, selecting a subset of columns, and renaming columns; modifications to data in data/output include transforming data to long format
-- **Download date**: September 2, 2025
-- **Output files**:
- - `geonames_countryInfo.txt` (raw GeoNames data in data/input/)
- - `iso_country_codes.csv` (processed country codes in data/intermediate/)
-- **Key fields**:
- - `iso_alpha_2`: Two-letter country code (e.g., "US", "GB", "FR")
- - `iso_alpha_3`: Three-letter country code (e.g., "USA", "GBR", "FRA")
- - `country_name`: Country name from GeoNames
-- **Usage**: Maps IP-based country identification to standardized ISO codes for consistent geographic aggregation
-
-### ISO Region Code Mapping
-
-Region-level geographic data uses ISO 3166-2 standard subdivision codes. Some countries were excluded from region-level analysis due to mapping issues between source data codes and ISO 3166-2 standards. Country-level data remains available for all countries.
\ No newline at end of file
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-# Data Documentation
-
-This document describes the data sources and variables used in the fourth Anthropic Economic Index (AEI) report.
-
-## Claude.ai Usage Data
-
-### Overview
-The core dataset contains Claude.ai usage metrics aggregated by geography and analysis dimensions (facets).
-
-**Source files**:
-- `aei_raw_claude_ai_2026-02-05_to_2026-02-12.csv`
-
-**Note on data sources**: The AEI raw file contains raw counts and percentages.
-
-### Data Schema
-Each row represents one metric value for a specific geography and facet combination:
-
-| Column | Type | Description |
-|--------|------|-------------|
-| `geo_id` | string | Geographic identifier (ISO-3166-1 country code for countries, ISO 3166-2 region code for country-state, or "GLOBAL"). Examples: "USA", "AGO-LUA" (Angola-Luanda), "ALB-02" (Albania-Fier) (raw version uses 2- instead of 3-letter country codes) |
-| `geography` | string | Geographic level: "country", "country-state", or "global" |
-| `date_start` | date | Start of data collection period |
-| `date_end` | date | End of data collection period |
-| `platform_and_product` | string | "Claude AI (Free and Pro)" |
-| `facet` | string | Analysis dimension (see Facets below) |
-| `level` | integer | Sub-level within facet (0-2) |
-| `variable` | string | Metric name (see Variables below) |
-| `cluster_name` | string | Specific entity within facet (task, pattern, etc.). For intersections, format is "base::category" |
-| `value` | float | Numeric metric value |
-
-### Facets
-
-**Geographic Facets:**
-- **country**: Country-level aggregations
-- **country-state**: Subnational region aggregations (ISO 3166-2 regions globally)
-
-**Content Facets:**
-- **onet_task**: O*NET occupational tasks
-- **collaboration**: Human-AI collaboration patterns
-- **request**: Request complexity levels (0=highest granularity, 1=middle granularity, 2=lowest granularity)
-- **multitasking**: Whether conversation involves single or multiple tasks
-- **human_only_ability**: Whether a human could complete the task without AI assistance
-- **use_case**: Use case categories (work, coursework, personal)
-- **task_success**: Whether the task was successfully completed
-
-**Numeric Facets** (continuous variables with distribution statistics):
-- **human_only_time**: Estimated time for a human to complete the task without AI
-- **human_with_ai_time**: Estimated time for a human to complete the task with AI assistance
-- **ai_autonomy**: Degree of AI autonomy in task completion
-- **human_education_years**: Estimated years of human education required for the task
-- **ai_education_years**: Estimated equivalent years of AI "education" demonstrated
-
-**Intersection Facets:**
-- **onet_task::collaboration**: Intersection of O*NET tasks and collaboration patterns
-- **onet_task::multitasking**: Intersection of O*NET tasks and multitasking status
-- **onet_task::human_only_ability**: Intersection of O*NET tasks and human-only ability
-- **onet_task::use_case**: Intersection of O*NET tasks and use case categories
-- **onet_task::task_success**: Intersection of O*NET tasks and task success
-- **onet_task::human_only_time**: Mean human-only time per O*NET task
-- **onet_task::human_with_ai_time**: Mean human-with-AI time per O*NET task
-- **onet_task::ai_autonomy**: Mean AI autonomy per O*NET task
-- **onet_task::human_education_years**: Mean human education years per O*NET task
-- **onet_task::ai_education_years**: Mean AI education years per O*NET task
-- **request::collaboration**: Intersection of request categories and collaboration patterns
-- **request::multitasking**: Intersection of request categories and multitasking status
-- **request::human_only_ability**: Intersection of request categories and human-only ability
-- **request::use_case**: Intersection of request categories and use case categories
-- **request::task_success**: Intersection of request categories and task success
-- **request::human_only_time**: Mean human-only time per request category
-- **request::human_with_ai_time**: Mean human-with-AI time per request category
-- **request::ai_autonomy**: Mean AI autonomy per request category
-- **request::human_education_years**: Mean human education years per request category
-- **request::ai_education_years**: Mean AI education years per request category
-
-### Core Variables
-
-Variables follow the pattern `{prefix}_{suffix}` with specific meanings:
-
-**From AEI raw file**: `*_count`, `*_pct`
-
-#### Usage Metrics
-- **usage_count**: Total number of conversations/interactions in a geography
-- **usage_pct**: Percentage of total usage (relative to parent geography - global for countries, parent country for country-state regions)
-
-#### Content Facet Metrics
-**O*NET Task Metrics**:
-- **onet_task_count**: Number of conversations using this specific O*NET task
-- **onet_task_pct**: Percentage of geographic total using this task
-- **onet_task_pct_index**: Specialization index comparing task usage to baseline (global for countries, parent country for country-state regions)
-- **onet_task_collaboration_count**: Number of conversations with both this task and collaboration pattern (intersection)
-- **onet_task_collaboration_pct**: Percentage of the base task's total that has this collaboration pattern (sums to 100% within each task)
-
-#### Occupation Metrics
-- **soc_pct**: Percentage of classified O*NET tasks associated with this SOC major occupation group (e.g., Management, Computer and Mathematical)
-
-**Request Metrics**:
-- **request_count**: Number of conversations in this request category level
-- **request_pct**: Percentage of geographic total in this category
-- **request_collaboration_count**: Number of conversations with both this request category and collaboration pattern (intersection)
-- **request_collaboration_pct**: Percentage of the base request's total that has this collaboration pattern (sums to 100% within each request)
-
-**Collaboration Pattern Metrics**:
-- **collaboration_count**: Number of conversations with this collaboration pattern
-- **collaboration_pct**: Percentage of geographic total with this pattern
-
-**Multitasking Metrics**:
-- **multitasking_count**: Number of conversations with this multitasking status
-- **multitasking_pct**: Percentage of geographic total with this status
-
-**Human-Only Ability Metrics**:
-- **human_only_ability_count**: Number of conversations with this human-only ability status
-- **human_only_ability_pct**: Percentage of geographic total with this status
-
-**Use Case Metrics**:
-- **use_case_count**: Number of conversations in this use case category
-- **use_case_pct**: Percentage of geographic total in this category
-
-**Task Success Metrics**:
-- **task_success_count**: Number of conversations with this task success status
-- **task_success_pct**: Percentage of geographic total with this status
-
-#### Numeric Facet Metrics
-For numeric facets (human_only_time, human_with_ai_time, ai_autonomy, human_education_years, ai_education_years), the following distribution statistics are available:
-
-- **{facet}_mean**: Mean value across all conversations
-- **{facet}_median**: Median value across all conversations
-- **{facet}_stdev**: Standard deviation of values
-- **{facet}_mean_ci_lower**: Lower bound of 95% confidence interval for the mean
-- **{facet}_mean_ci_upper**: Upper bound of 95% confidence interval for the mean
-- **{facet}_median_ci_lower**: Lower bound of 95% confidence interval for the median
-- **{facet}_median_ci_upper**: Upper bound of 95% confidence interval for the median
-- **{facet}_count**: Total number of observations for this facet
-- **{facet}_histogram_count**: Count of observations in each histogram bin (one row per bin, bin range in cluster_name, e.g., "[1.0, 1.0)")
-- **{facet}_histogram_pct**: Percentage of observations in each histogram bin (one row per bin)
-
-For numeric intersection facets (e.g., onet_task::human_only_time), the same metrics are available per category (e.g., per O*NET task), with cluster_name containing the category identifier:
-- **{base}_{numeric}_mean**: Mean value for this category
-- **{base}_{numeric}_median**: Median value for this category
-- **{base}_{numeric}_stdev**: Standard deviation for this category
-- **{base}_{numeric}_count**: Number of observations for this category
-- **{base}_{numeric}_mean_ci_lower/upper**: 95% CI bounds for the mean
-- **{base}_{numeric}_median_ci_lower/upper**: 95% CI bounds for the median
-
-#### Special Values
-- **not_classified**: Indicates data that was filtered for privacy protection or could not be classified
-- **none**: Indicates the absence of the attribute (e.g., no collaboration, no task selected)
-
-### Data Processing Notes
-- **Minimum Observations**: 200 conversations per country, 100 per country-state region (applied in enrichment step, not raw preprocessing)
-- **not_classified**:
- - For regular facets: Captures filtered/unclassified conversations
- - For intersection facets: Each base cluster has its own not_classified (e.g., "task1::not_classified")
-- **Intersection Percentages**: Calculated relative to base cluster totals, ensuring each base cluster's percentages sum to 100%
-- **Country Codes**: ISO-3166-1 format for countries, three letter codes in the enriched file (e.g., "USA", "GBR", "FRA") and two letter codes in the raw file (e.g., "US", "GB", "FR"); ISO 3166-2 format for country-state regions (e.g., "AGO-LUA", "ALB-02" in enriched file, or "US-CA" in raw file)
-- **Variable Definitions**: See Core Variables section above
-
-## 1P API Usage Data
-
-### Overview
-Dataset containing first-party API usage metrics along various dimensions based on a sample of 1P API traffic and analyzed using privacy-preserving methods.
-
-**Note**: Unlike Claude.ai data, API data has **no geographic breakdowns** (no country or country-state facets). All API metrics are reported at global level only (`geography: "global"`, `geo_id: "GLOBAL"`).
-
-**Source file**: `aei_raw_1p_api_2026-02-05_to_2026-02-12.csv`
-
-### Data Schema
-Each row represents one metric value for a specific facet combination at global level:
-
-| Column | Type | Description |
-|--------|------|-------------|
-| `geo_id` | string | Geographic identifier (always "GLOBAL" for API data) |
-| `geography` | string | Geographic level (always "global" for API data) |
-| `date_start` | date | Start of data collection period |
-| `date_end` | date | End of data collection period |
-| `platform_and_product` | string | "1P API" |
-| `facet` | string | Analysis dimension (see Facets below) |
-| `level` | integer | Sub-level within facet (0-2) |
-| `variable` | string | Metric name (see Variables below) |
-| `cluster_name` | string | Specific entity within facet. For intersections, format is "base::category" or "base::index"/"base::count" for mean value metrics |
-| `value` | float | Numeric metric value |
-
-### Facets
-
-**Content Facets:**
-- **onet_task**: O*NET occupational tasks
-- **collaboration**: Human-AI collaboration patterns
-- **request**: Request categories (hierarchical levels 0-2 from bottom-up taxonomy)
-- **multitasking**: Whether conversation involves single or multiple tasks
-- **human_only_ability**: Whether a human could complete the task without AI assistance
-- **use_case**: Use case categories (work, coursework, personal)
-- **task_success**: Whether the task was successfully completed
-
-**Numeric Facets** (continuous variables with distribution statistics):
-- **human_only_time**: Estimated time for a human to complete the task without AI
-- **human_with_ai_time**: Estimated time for a human to complete the task with AI assistance
-- **ai_autonomy**: Degree of AI autonomy in task completion
-- **human_education_years**: Estimated years of human education required for the task
-- **ai_education_years**: Estimated equivalent years of AI "education" demonstrated
-
-**Intersection Facets:**
-- **onet_task::collaboration**: Intersection of O*NET tasks and collaboration patterns
-- **onet_task::multitasking**: Intersection of O*NET tasks and multitasking status
-- **onet_task::human_only_ability**: Intersection of O*NET tasks and human-only ability
-- **onet_task::use_case**: Intersection of O*NET tasks and use case categories
-- **onet_task::task_success**: Intersection of O*NET tasks and task success
-- **onet_task::human_only_time**: Mean human-only time per O*NET task
-- **onet_task::human_with_ai_time**: Mean human-with-AI time per O*NET task
-- **onet_task::ai_autonomy**: Mean AI autonomy per O*NET task
-- **onet_task::human_education_years**: Mean human education years per O*NET task
-- **onet_task::ai_education_years**: Mean AI education years per O*NET task
-- **onet_task::cost**: Mean cost per O*NET task (indexed, 1.0 = average)
-- **onet_task::prompt_tokens**: Mean prompt tokens per O*NET task (indexed, 1.0 = average)
-- **onet_task::completion_tokens**: Mean completion tokens per O*NET task (indexed, 1.0 = average)
-- **request::collaboration**: Intersection of request categories and collaboration patterns
-- **request::multitasking**: Intersection of request categories and multitasking status
-- **request::human_only_ability**: Intersection of request categories and human-only ability
-- **request::use_case**: Intersection of request categories and use case categories
-- **request::task_success**: Intersection of request categories and task success
-- **request::human_only_time**: Mean human-only time per request category
-- **request::human_with_ai_time**: Mean human-with-AI time per request category
-- **request::ai_autonomy**: Mean AI autonomy per request category
-- **request::human_education_years**: Mean human education years per request category
-- **request::ai_education_years**: Mean AI education years per request category
-- **request::cost**: Mean cost per request category (indexed, 1.0 = average)
-- **request::prompt_tokens**: Mean prompt tokens per request category (indexed, 1.0 = average)
-- **request::completion_tokens**: Mean completion tokens per request category (indexed, 1.0 = average)
-
-### Core Variables
-
-#### Content Facet Metrics
-**O*NET Task Metrics**:
-- **onet_task_count**: Number of 1P API records using this specific O*NET task
-- **onet_task_pct**: Percentage of total using this task
-
-**Request Metrics**:
-- **request_count**: Number of 1P API records in this request category
-- **request_pct**: Percentage of total in this category
-
-**Collaboration Pattern Metrics**:
-- **collaboration_count**: Number of 1P API records with this collaboration pattern
-- **collaboration_pct**: Percentage of total with this pattern
-
-**Multitasking Metrics**:
-- **multitasking_count**: Number of records with this multitasking status
-- **multitasking_pct**: Percentage of total with this status
-
-**Human-Only Ability Metrics**:
-- **human_only_ability_count**: Number of records with this human-only ability status
-- **human_only_ability_pct**: Percentage of total with this status
-
-**Use Case Metrics**:
-- **use_case_count**: Number of records in this use case category
-- **use_case_pct**: Percentage of total in this category
-
-**Task Success Metrics**:
-- **task_success_count**: Number of records with this task success status
-- **task_success_pct**: Percentage of total with this status
-
-#### Numeric Facet Metrics
-For numeric facets (human_only_time, human_with_ai_time, ai_autonomy, human_education_years, ai_education_years), the following distribution statistics are available:
-
-- **{facet}_mean**: Mean value across all records
-- **{facet}_median**: Median value across all records
-- **{facet}_stdev**: Standard deviation of values
-- **{facet}_mean_ci_lower**: Lower bound of 95% confidence interval for the mean
-- **{facet}_mean_ci_upper**: Upper bound of 95% confidence interval for the mean
-- **{facet}_median_ci_lower**: Lower bound of 95% confidence interval for the median
-- **{facet}_median_ci_upper**: Upper bound of 95% confidence interval for the median
-- **{facet}_count**: Total number of observations for this facet
-- **{facet}_histogram_count**: Count of observations in each histogram bin (one row per bin)
-- **{facet}_histogram_pct**: Percentage of observations in each histogram bin (one row per bin)
-
-#### Indexed Facet Metrics (API-specific)
-For indexed facets (cost_index, prompt_tokens_index, completion_tokens_index), values are normalized so that 1.0 represents the average:
-
-- **{facet}_index**: Re-indexed mean value (1.0 = average across all categories)
-- **{facet}_count**: Number of records for this metric
-
-#### Intersection Metrics
-For categorical intersections (e.g., onet_task::collaboration):
-- **{base}_{secondary}_count**: Records with both this base category and secondary category
-- **{base}_{secondary}_pct**: Percentage of the base category's total with this secondary category
-
-For numeric intersections (e.g., onet_task::human_only_time):
-- **{base}_{numeric}_mean**: Mean value for this category
-- **{base}_{numeric}_median**: Median value for this category
-- **{base}_{numeric}_stdev**: Standard deviation for this category
-- **{base}_{numeric}_count**: Number of observations for this category
-- **{base}_{numeric}_mean_ci_lower/upper**: 95% CI bounds for the mean
-- **{base}_{numeric}_median_ci_lower/upper**: 95% CI bounds for the median
-
-## External Data Sources
-
-We use external data to enrich Claude usage data with external economic and demographic sources.
-
-### ISO Country Codes
-
-**ISO 3166 Country Codes**
-
-International standard codes for representing countries and territories, used for mapping IP-based geolocation data to standardized country identifiers.
-
-- **Standard**: ISO 3166-1
-- **Source**: GeoNames geographical database
-- **URL**: https://download.geonames.org/export/dump/countryInfo.txt
-- **License**: Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
-- **Download date**: September 2, 2025
-- **Key fields**:
- - `iso_alpha_2`: Two-letter country code (e.g., "US", "GB", "FR")
- - `iso_alpha_3`: Three-letter country code (e.g., "USA", "GBR", "FRA")
- - `country_name`: Country name from GeoNames
-- **Usage**: Maps IP-based country identification to standardized ISO codes for consistent geographic aggregation
-
-### ISO Region Code Mapping
-
-Region-level geographic data uses ISO 3166-2 standard subdivision codes. Some countries were excluded from region-level analysis due to mapping issues between source data codes and ISO 3166-2 standards. Country-level data remains available for all countries.
\ No newline at end of file