task_id stringlengths 11 11 | task_name stringlengths 21 305 | global_usage_count float64 15 47k | global_usage_pct float64 0 4.87 | automation_pct float64 | augmentation_pct float64 | dominant_collaboration_pattern stringclasses 5
values | dominant_pattern_pct float64 15.5 91.4 ⌀ | directive_pct float64 0 89.6 | task_iteration_pct float64 0 88.2 | learning_pct float64 0 91.4 | feedback_loop_pct float64 0 75.9 | validation_pct float64 0 70.4 | india_usage_count float64 199 6.62k ⌀ | india_usage_pct float64 0.49 16.3 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
task_125024 | write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. | 46,991 | 4.872088 | null | null | directive | 47.604861 | 47.604861 | 27.317997 | 5.398906 | 17.605499 | 0.906557 | 6,618 | 16.263239 |
task_315826 | modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance. | 36,813 | 3.81682 | null | null | directive | 36.245348 | 36.245348 | 23.589493 | 4.104528 | 32.388015 | 2.262788 | 5,118 | 12.577102 |
task_830406 | modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance. | 26,136 | 2.709815 | null | null | directive | 36.267983 | 36.267983 | 23.446587 | 4.181971 | 32.614019 | 2.154117 | 3,594 | 8.831986 |
task_751153 | diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary. | 23,634 | 2.450404 | null | null | feedback loop | 43.306254 | 27.168486 | 3.296099 | 21.490226 | 43.306254 | 2.614877 | 1,601 | 3.934338 |
task_225736 | correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced. | 20,555 | 2.131169 | null | null | feedback loop | 33.850645 | 33.12576 | 19.352955 | 5.585016 | 33.850645 | 6.090975 | 2,663 | 6.544123 |
task_169409 | design, build, or maintain web sites, using authoring or scripting languages, content creation tools, management tools, and digital media. | 19,128 | 1.983216 | null | null | directive | 49.780427 | 49.780427 | 32.523003 | 4.375784 | 11.208699 | 0.554161 | 2,661 | 6.539208 |
task_322462 | perform routine system administrative functions such as troubleshooting, back-ups, and upgrades. | 15,843 | 1.642623 | null | null | directive | 36.41987 | 36.41987 | 5.920596 | 26.80048 | 26.011488 | 2.682573 | 861 | 2.115843 |
task_668179 | assist students who need extra help with their coursework outside of class. | 11,578 | 1.200422 | null | null | task iteration | 39.842805 | 35.817931 | 39.842805 | 13.335637 | 2.21109 | 6.097772 | 566 | 1.390903 |
task_040239 | 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. | 10,337 | 1.071754 | null | null | directive | 44.471317 | 44.471317 | 25.568347 | 8.745284 | 18.970688 | 0.928703 | 1,039 | 2.553265 |
task_314203 | edit, standardize, or make changes to material prepared by other writers or establishment personnel. | 10,249 | 1.06263 | null | null | directive | 48.043712 | 48.043712 | 45.389794 | 0.897649 | 0.839106 | 2.780759 | 278 | 0.683164 |
task_236724 | prepare, rewrite and edit copy to improve readability, or supervise others who do this work. | 9,617 | 0.997103 | null | null | task iteration | 54.590829 | 39.70053 | 54.590829 | 1.091817 | 1.216596 | 2.110845 | 620 | 1.523604 |
task_511473 | provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests. | 9,433 | 0.978026 | null | null | learning | 44.683558 | 28.220078 | 16.908725 | 44.683558 | 1.462949 | 7.325347 | 697 | 1.712825 |
task_039634 | perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. | 8,684 | 0.900368 | null | null | feedback loop | 36.031783 | 24.815753 | 9.949332 | 16.616766 | 36.031783 | 9.799632 | 971 | 2.38616 |
task_681626 | review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes. | 8,602 | 0.891867 | null | null | directive | 26.133457 | 26.133457 | 12.764473 | 18.646826 | 24.378052 | 15.891653 | 923 | 2.268203 |
task_898000 | troubleshoot problems involving office equipment, such as computer hardware and software. | 8,257 | 0.856097 | null | null | directive | 33.292964 | 33.292964 | 4.117718 | 29.005692 | 28.787695 | 2.652295 | 451 | 1.108299 |
task_678207 | develop instructional materials to be used by educators and instructors. | 7,445 | 0.771907 | null | null | directive | 57.944929 | 57.944929 | 35.782404 | 2.444594 | 1.652116 | 0.873069 | 537 | 1.319637 |
task_296797 | analyze user needs and software requirements to determine feasibility of design within time and cost constraints. | 7,401 | 0.767345 | null | null | learning | 35.778949 | 31.090393 | 23.37522 | 35.778949 | 2.351034 | 5.174976 | 617 | 1.516231 |
task_709410 | edit or rewrite existing copy as necessary, and submit copy for approval by supervisor. | 7,325 | 0.759466 | null | null | task iteration | 51.754266 | 42.539249 | 51.754266 | 0.273038 | 0.327645 | 4.914676 | 316 | 0.776546 |
task_802363 | instruct through lectures, discussions, and demonstrations in one or more subjects, such as english, mathematics, or social studies. | 6,825 | 0.707625 | null | null | learning | 65.875458 | 21.96337 | 7.765568 | 65.875458 | 0.3663 | 3.194139 | 436 | 1.071437 |
task_634287 | 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. | 6,463 | 0.670092 | null | null | directive | 42.488009 | 42.488009 | 9.531177 | 38.155655 | 0.57249 | 8.185053 | null | null |
task_125657 | instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills. | 6,402 | 0.663768 | null | null | task iteration | 55.545142 | 32.052484 | 55.545142 | 6.154327 | 1.35895 | 4.014371 | 565 | 1.388445 |
task_168053 | confer with clients regarding the nature of the information processing or computation needs a computer program is to address. | 6,064 | 0.628723 | null | null | learning | 56.414908 | 18.782982 | 9.976913 | 56.414908 | 2.391161 | 2.819921 | 365 | 0.89696 |
task_787093 | develop new software applications or customize existing applications to meet specific scientific project needs. | 6,013 | 0.623436 | null | null | directive | 47.746549 | 47.746549 | 25.877266 | 8.880758 | 15.034093 | 0.881424 | 700 | 1.720198 |
task_217424 | compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program. | 5,894 | 0.611098 | null | null | directive | 47.947065 | 47.947065 | 30.895826 | 16.152019 | 2.052935 | 1.611809 | 579 | 1.422849 |
task_922267 | develop instructional materials, such as lesson plans, handouts, or examinations. | 5,682 | 0.589117 | null | null | directive | 57.532559 | 57.532559 | 36.818022 | 2.235128 | 1.812742 | 0.739176 | 473 | 1.162362 |
task_672222 | 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. | 5,268 | 0.546193 | null | null | directive | 47.209567 | 47.209567 | 44.400152 | 3.606682 | 2.239939 | 1.11997 | 372 | 0.914162 |
task_464179 | develop or apply data mining and machine learning algorithms. | 5,171 | 0.536136 | null | null | directive | 34.306711 | 34.306711 | 20.963063 | 25.062851 | 13.227616 | 4.022433 | 631 | 1.550635 |
task_836511 | reformat documents, moving paragraphs or columns. | 5,158 | 0.534788 | null | null | directive | 78.208608 | 78.208608 | 18.611865 | 0.775494 | 1.143854 | 0.465297 | 232 | 0.570123 |
task_554563 | write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic. | 5,095 | 0.528256 | null | null | directive | 28.773307 | 28.773307 | 24.965653 | 23.022571 | 16.074583 | 5.652601 | 498 | 1.223798 |
task_622815 | write original or adapted material for dramas, comedies, puppet shows, narration, or other performances. | 4,972 | 0.515503 | null | null | directive | 50.985519 | 50.985519 | 29.263878 | 0.965406 | 1.106195 | 0.442478 | null | null |
task_593269 | read written materials, such as legal documents, scientific works, or news reports, and rewrite material into specified languages. | 4,912 | 0.509283 | null | null | directive | 65.736971 | 65.736971 | 25.061075 | 4.967427 | 0.793974 | 1.343648 | null | null |
task_507442 | modify existing programs to enhance efficiency. | 4,786 | 0.496219 | null | null | directive | 47.743418 | 47.743418 | 29.231091 | 5.014626 | 13.121605 | 2.987881 | 617 | 1.516231 |
task_265306 | answer customers' questions, and provide information on procedures or policies. | 4,755 | 0.493005 | null | null | directive | 29.716088 | 29.716088 | 5.299685 | 29.106204 | 1.997897 | 3.049422 | null | null |
task_625458 | search electronic sources, such as databases or repositories, or manual sources for information. | 4,681 | 0.485332 | null | null | directive | 46.272164 | 46.272164 | 11.108737 | 30.99765 | 3.866695 | 5.319376 | null | null |
task_361425 | review class material with students by discussing text, working solutions to problems, or reviewing worksheets or other assignments. | 4,556 | 0.472372 | null | null | directive | 40.605795 | 40.605795 | 30.860404 | 15.035119 | 1.865672 | 10.206321 | 204 | 0.501315 |
task_474881 | write supporting code for web applications or web sites. | 4,492 | 0.465736 | null | null | directive | 41.540516 | 41.540516 | 29.964381 | 10.618878 | 15.382903 | 1.090828 | 558 | 1.371243 |
task_014487 | conduct searches to find needed information, using such sources as the internet. | 3,914 | 0.405809 | null | null | directive | 65.482882 | 65.482882 | 6.412877 | 18.242207 | 3.525805 | 2.22279 | null | null |
task_904656 | write, design, or edit web page content, or direct others producing content. | 3,808 | 0.394818 | null | null | directive | 51.680672 | 51.680672 | 42.305672 | 0.761555 | 1.181723 | 2.521008 | null | null |
task_714862 | organize information for publication and for other means of dissemination, such as use in cd-roms or internet sites. | 3,796 | 0.393574 | null | null | directive | 66.438356 | 66.438356 | 26.290832 | 1.923077 | 0.711275 | 0.553214 | null | null |
task_664863 | read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements. | 3,738 | 0.387561 | null | null | learning | 77.233815 | 14.82076 | 2.541466 | 77.233815 | 1.76565 | 1.605136 | 249 | 0.611899 |
task_010121 | determine sources of web page or server problems, and take action to correct such problems. | 3,504 | 0.363299 | null | null | feedback loop | 45.947489 | 20.91895 | 6.906393 | 22.146119 | 45.947489 | 2.996575 | 213 | 0.523432 |
task_829775 | use computers for various applications, such as database management or word processing. | 3,467 | 0.359463 | null | null | directive | 67.926161 | 67.926161 | 6.14364 | 14.854341 | 3.143928 | 0.634554 | null | null |
task_400182 | assess the usefulness of pre-developed application packages and adapt them to a user environment. | 3,402 | 0.352724 | null | null | learning | 38.947678 | 37.213404 | 13.697825 | 38.947678 | 5.673133 | 2.910053 | null | null |
task_745925 | develop factors such as themes, plots, characterizations, psychological analyses, historical environments, action, and dialogue, to create material. | 3,390 | 0.35148 | null | null | directive | 54.454277 | 54.454277 | 27.020649 | 2.035398 | 1.00295 | 0.501475 | null | null |
task_184629 | 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. | 3,311 | 0.343289 | null | null | learning | 52.189671 | 25.400181 | 9.604349 | 52.189671 | 0.453035 | 10.570825 | null | null |
task_928656 | 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. | 3,295 | 0.34163 | null | null | learning | 54.264036 | 27.040971 | 10.591806 | 54.264036 | 1.487102 | 2.518968 | null | null |
task_281583 | research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects. | 3,279 | 0.339971 | null | null | directive | 40.896615 | 40.896615 | 24.885636 | 28.331808 | 1.555352 | 3.110704 | null | null |
task_407966 | provide information and advice to the public regarding the selection, purchase, and care of products. | 3,277 | 0.339764 | null | null | directive | 43.790052 | 43.790052 | 25.633201 | 16.356424 | 4.546842 | 7.140677 | null | null |
task_455275 | guide clients in the development of skills or strategies for dealing with their problems. | 3,241 | 0.336031 | null | null | learning | 33.847578 | 23.356989 | 22.863314 | 33.847578 | 2.869485 | 8.454181 | null | null |
task_465520 | organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology. | 3,196 | 0.331365 | null | null | directive | 45.556946 | 45.556946 | 39.267835 | 11.326658 | 1.001252 | 1.376721 | null | null |
task_046337 | conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers. | 3,192 | 0.330951 | null | null | learning | 35.213033 | 30.482456 | 21.491228 | 35.213033 | 6.296992 | 4.824561 | 263 | 0.646303 |
task_445850 | develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml). | 3,176 | 0.329292 | null | null | directive | 51.605793 | 51.605793 | 26.38539 | 7.147355 | 13.035264 | 0 | 469 | 1.152532 |
task_523414 | provide technical guidance or support for the development or troubleshooting of systems. | 3,117 | 0.323175 | null | null | learning | 53.448829 | 17.356432 | 17.420597 | 53.448829 | 6.03144 | 4.331088 | 217 | 0.533261 |
task_260075 | write narrative, dramatic, lyric, or other types of poetry for publication. | 3,041 | 0.315295 | null | null | directive | 45.445577 | 45.445577 | 27.523841 | 0.92075 | 0.657678 | 0.854982 | null | null |
task_778539 | provide professional consulting services to government or industry. | 3,016 | 0.312703 | null | null | task iteration | 32.791777 | 29.708223 | 32.791777 | 27.586207 | 2.022546 | 6.366048 | null | null |
task_262002 | write advertising copy for use by publication, broadcast, or internet media to promote the sale of goods and services. | 2,949 | 0.305756 | null | null | task iteration | 57.205832 | 38.826721 | 57.205832 | 0.542557 | 1.559851 | 1.186843 | null | null |
task_167203 | test programs or databases, correct errors, and make necessary modifications. | 2,919 | 0.302646 | null | null | feedback loop | 46.14594 | 24.803015 | 10.654334 | 9.181226 | 46.14594 | 7.673861 | 356 | 0.874843 |
task_245445 | design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcome and consequences of design. | 2,855 | 0.29601 | null | null | directive | 38.528897 | 38.528897 | 33.380035 | 19.404553 | 5.674256 | 2.276708 | 296 | 0.727398 |
task_249398 | provide feedback and recommendations to developers on software usability and functionality. | 2,816 | 0.291967 | null | null | learning | 41.15767 | 18.430398 | 10.795455 | 41.15767 | 6.072443 | 19.673295 | 215 | 0.528346 |
task_974753 | develop application-specific software. | 2,627 | 0.272371 | null | null | directive | 54.244385 | 54.244385 | 23.86753 | 9.897221 | 9.364294 | 0.875523 | 317 | 0.779004 |
task_116707 | perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements. | 2,626 | 0.272267 | null | null | directive | 47.220107 | 47.220107 | 25.171363 | 6.816451 | 15.308454 | 3.427266 | 312 | 0.766717 |
task_674424 | select and edit documents for publication and display, applying knowledge of subject, literary expression, and presentation techniques. | 2,624 | 0.27206 | null | null | directive | 59.45122 | 59.45122 | 28.239329 | 2.057927 | 0.762195 | 2.782012 | null | null |
task_807001 | conduct internet-based and library research. | 2,609 | 0.270505 | null | null | directive | 44.576466 | 44.576466 | 12.380222 | 33.00115 | 2.376389 | 5.596014 | null | null |
task_304754 | provide occupational, educational, and other information to individuals so that they can make educational and vocational plans. | 2,580 | 0.267498 | null | null | learning | 46.589147 | 28.488372 | 18.527132 | 46.589147 | 1.782946 | 2.906977 | 231 | 0.567665 |
task_470434 | respond to program error messages by finding and correcting problems or terminating the program. | 2,540 | 0.263351 | null | null | feedback loop | 41.023622 | 26.692913 | 9.448819 | 15.19685 | 41.023622 | 4.566929 | 252 | 0.619271 |
task_648108 | read, evaluate and edit manuscripts or other materials submitted for publication and confer with authors regarding changes in content, style or organization, or publication. | 2,505 | 0.259722 | null | null | task iteration | 37.245509 | 23.193613 | 37.245509 | 11.576846 | 1.077844 | 24.550898 | null | null |
task_973859 | modify existing databases and database management systems or direct programmers and analysts to make changes. | 2,462 | 0.255263 | null | null | directive | 34.849716 | 34.849716 | 27.497969 | 5.970755 | 26.766856 | 3.736799 | 199 | 0.489028 |
task_280412 | analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques. | 2,461 | 0.25516 | null | null | learning | 50.26412 | 27.143438 | 11.458757 | 50.26412 | 3.697684 | 6.298253 | null | null |
task_984108 | answer customers' questions about products, prices, availability, or credit terms. | 2,443 | 0.253293 | null | null | directive | 40.851412 | 40.851412 | 12.812116 | 33.237822 | 2.988129 | 1.923864 | null | null |
task_184762 | provide professional consulting services to government, educational institutions, or industry. | 2,346 | 0.243236 | null | null | task iteration | 34.398977 | 28.729753 | 34.398977 | 25.660699 | 2.046036 | 7.331628 | null | null |
task_813346 | consult with multiple stakeholders to define requirements and implement online features. | 2,333 | 0.241888 | null | null | learning | 57.60823 | 17.873982 | 13.116159 | 57.60823 | 3.643378 | 3.94342 | null | null |
task_121228 | help programmers and systems analysts test and debug new programs. | 2,298 | 0.23826 | null | null | learning | 32.985205 | 22.106179 | 6.91906 | 32.985205 | 30.374238 | 5.265448 | 210 | 0.516059 |
task_826320 | revise programs or tapes to eliminate errors, and retest programs to check that problems have been solved. | 2,265 | 0.234838 | null | null | feedback loop | 45.562914 | 29.403974 | 12.09713 | 6.622517 | 45.562914 | 5.209713 | 319 | 0.783919 |
task_947950 | test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress. | 2,260 | 0.23432 | null | null | learning | 43.40708 | 23.628319 | 13.80531 | 43.40708 | 7.212389 | 10.221239 | null | null |
task_248170 | observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement. | 2,248 | 0.233076 | null | null | validation | 41.681495 | 26.156584 | 28.647687 | 1.912811 | 0.845196 | 41.681495 | null | null |
task_217254 | store, retrieve, and manipulate data for analysis of system capabilities and requirements. | 2,217 | 0.229861 | null | null | directive | 50.518719 | 50.518719 | 19.39558 | 12.268832 | 13.622012 | 2.571042 | null | null |
task_240816 | write, present, and publish reports that record site history, methodology, and artifact analysis results, along with recommendations for conserving and interpreting findings. | 2,214 | 0.22955 | null | null | directive | 49.503162 | 49.503162 | 20.144535 | 14.543812 | 1.806685 | 12.511292 | null | null |
task_278514 | provide advice to clients on a contract basis, working as a consultant. | 2,197 | 0.227788 | null | null | task iteration | 37.687756 | 25.989986 | 37.687756 | 22.71279 | 2.639964 | 8.60264 | null | null |
task_631159 | conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media. | 2,183 | 0.226336 | null | null | learning | 49.885479 | 25.927623 | 16.536876 | 49.885479 | 1.420064 | 4.94732 | null | null |
task_521363 | 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. | 2,072 | 0.214828 | null | null | task iteration | 48.117761 | 48.069498 | 48.117761 | 0 | 0 | 2.944015 | null | null |
task_153469 | interact with clients to assist them in gaining insight, defining goals, and planning action to achieve effective personal, social, educational, and vocational development and adjustment. | 1,935 | 0.200623 | null | null | learning | 49.250646 | 15.400517 | 13.436693 | 49.250646 | 2.945736 | 10.284238 | null | null |
task_333725 | search standard reference materials, including online sources and the internet, to answer patrons' reference questions. | 1,907 | 0.19772 | null | null | learning | 44.572627 | 37.441007 | 8.023073 | 44.572627 | 2.045097 | 6.292606 | null | null |
task_319391 | conduct research to gather information about survey topics. | 1,882 | 0.195128 | null | null | directive | 44.952179 | 44.952179 | 9.404888 | 36.609989 | 1.540914 | 5.047821 | null | null |
task_935801 | monitor database performance and perform any necessary maintenance, upgrades, or repairs. | 1,756 | 0.182064 | null | null | feedback loop | 36.560364 | 22.779043 | 9.05467 | 23.633257 | 36.560364 | 6.321185 | null | null |
task_775532 | 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. | 1,713 | 0.177606 | null | null | task iteration | 35.02627 | 30.939872 | 35.02627 | 15.645067 | 4.378284 | 11.325161 | null | null |
task_883604 | reinstall software programs or adjust settings on existing software to fix machine malfunctions. | 1,677 | 0.173874 | null | null | feedback loop | 38.75969 | 34.227788 | 9.063804 | 14.430531 | 38.75969 | 2.146691 | null | null |
task_029243 | provide information, guidance, and preparation for the general equivalency diploma (ged) examination. | 1,649 | 0.17097 | null | null | learning | 62.704669 | 20.861128 | 5.457853 | 62.704669 | 1.273499 | 2.183141 | null | null |
task_380117 | develop teaching aids such as instructional software, multimedia visual aids, or study materials. | 1,629 | 0.168897 | null | null | directive | 41.620626 | 41.620626 | 17.740945 | 35.481891 | 1.964395 | 2.209945 | 214 | 0.525889 |
task_136878 | prepare or edit organizational publications, such as employee newsletters or stockholders' reports, for internal or external audiences. | 1,622 | 0.168171 | null | null | task iteration | 54.993835 | 41.183724 | 54.993835 | 0 | 1.171393 | 1.787916 | null | null |
task_609249 | 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. | 1,595 | 0.165372 | null | null | learning | 68.213166 | 19.122257 | 8.15047 | 68.213166 | 1.880878 | 1.630094 | null | null |
task_923408 | prepare and deliver lectures to undergraduate or graduate students on topics such as anatomy, therapeutic recreation, and conditioning theory. | 1,588 | 0.164646 | null | null | learning | 70.025189 | 18.513854 | 5.352645 | 70.025189 | 1.511335 | 4.156171 | null | null |
task_987472 | troubleshoot network or connectivity problems for users or user groups. | 1,581 | 0.16392 | null | null | feedback loop | 36.685642 | 22.201139 | 6.198608 | 29.854522 | 36.685642 | 3.731815 | null | null |
task_927041 | review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. | 1,566 | 0.162365 | null | null | learning | 25.734355 | 25.542784 | 19.795658 | 25.734355 | 2.618135 | 21.902937 | null | null |
task_903669 | prepare and deliver lectures to undergraduate or graduate students on topics such as abnormal psychology, cognitive processes, and work motivation. | 1,542 | 0.159877 | null | null | learning | 76.005188 | 12.970169 | 4.863813 | 76.005188 | 1.102464 | 4.734112 | null | null |
task_217422 | provide assistance to students in college writing centers. | 1,536 | 0.159254 | null | null | task iteration | 41.731771 | 36.393229 | 41.731771 | 4.231771 | 0 | 13.736979 | null | null |
task_773796 | configure servers to meet functional specifications. | 1,512 | 0.156766 | null | null | directive | 29.431217 | 29.431217 | 14.880952 | 28.240741 | 22.55291 | 3.439153 | null | null |
task_832420 | compute dimensions, areas, volumes, and weights. | 1,509 | 0.156455 | null | null | directive | 60.636183 | 60.636183 | 13.187541 | 15.904573 | 5.235255 | 4.638834 | null | null |
task_170191 | develop teaching or training materials, such as handouts, study materials, or quizzes. | 1,502 | 0.155729 | null | null | directive | 55.925433 | 55.925433 | 37.949401 | 2.263648 | 1.997337 | 0 | null | null |
task_172458 | write computer programs or scripts to be used in querying databases. | 1,501 | 0.155626 | null | null | directive | 50.033311 | 50.033311 | 21.985343 | 14.856762 | 10.526316 | 1.532312 | null | null |
task_977732 | determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence. | 1,485 | 0.153967 | null | null | directive | 35.555556 | 35.555556 | 35.286195 | 19.59596 | 1.279461 | 7.811448 | null | null |
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