Create labor_market_impacts/job_exposure.csv

labor_market_impacts/job_exposure.csv

@@ -0,0 +1,757 @@
+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