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 |
End of preview. Expand
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YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
Anthropic Economic Index - Structured Task Dataset
Dataset Description
This dataset provides a structured, flattened view of the Anthropic Economic Index data, focusing on real-world AI task usage patterns, collaboration behaviors, and India-specific insights.
Source: Anthropic/EconomicIndex
Processing: This dataset was extracted and structured from the raw Economic Index data using custom analysis scripts to provide:
- Task-level usage metrics (global and India-specific)
- Collaboration pattern distributions
- Automation/augmentation percentages
- Easy-to-use tabular format
Dataset Statistics
- Total Tasks: 2,616
- Total Columns: 15
- Tasks with India Data: 47
- Total India Usage: 40,693
Column Descriptions
Task Identification
task_id: Unique identifier for each tasktask_name: Description of the task (from O*NET occupational tasks)
Usage Metrics (Global)
global_usage_count: Number of times this task was used globallyglobal_usage_pct: Percentage of total global usage this task represents
Automation & Augmentation
automation_pct: Percentage of usage involving full automationaugmentation_pct: Percentage of usage involving human-AI augmentation
Collaboration Patterns (Global)
These show how users collaborate with Claude when performing this specific task:
dominant_collaboration_pattern: The most common collaboration pattern for this taskdominant_pattern_pct: Percentage of the dominant patterndirective_pct: % of usage with directive pattern (user gives clear instructions)task_iteration_pct: % of usage with iterative refinement patternlearning_pct: % of usage where user is learning/exploringfeedback_loop_pct: % of usage with back-and-forth feedbackvalidation_pct: % of usage for validation/checking work
India-Specific Metrics
india_usage_count: Number of times this task was used in Indiaindia_usage_pct: Percentage of total India usage this task represents
Use Cases
This dataset is ideal for:
- Understanding AI Task Patterns: Analyze which real-world tasks are commonly performed with AI assistance
- Persona-Task Matching: Match AI usage patterns to user personas for scenario generation
- Collaboration Research: Study how different tasks require different human-AI collaboration patterns
- Regional Analysis: Compare global vs India-specific task usage patterns
- Automation Research: Understand which tasks are being automated vs augmented
Top Tasks by India Usage
The most popular tasks in India include:
- Writing/modifying programs to meet customer requirements
- [Analysis of your data will reveal more patterns]
Citation
If you use this dataset, please cite both this processed version and the original Economic Index:
@misc{economic_index_structured,
title={Anthropic Economic Index - Structured Task Dataset},
author={Sarvam AI},
year={2025},
howpublished={\url{https://huggingface.co/datasets/anna-sarvam/economic_index_structured}}
}
@misc{anthropic_economic_index,
title={Anthropic Economic Index},
author={Anthropic},
year={2025},
howpublished={\url{https://huggingface.co/datasets/Anthropic/EconomicIndex}}
}
Data Processing
This dataset was created using a multi-step pipeline:
- Downloaded raw Economic Index CSV files from Anthropic's repository
- Extracted task information, collaboration patterns, and intersection data
- Calculated India-specific metrics from geo-filtered data
- Flattened into a single tabular format for easy analysis
- Removed redundant columns and kept only valuable metrics
License
This dataset follows the same license as the original Anthropic Economic Index dataset.
Contact
For questions or issues, please open an issue in the source repository.
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