task_name
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21
305
feedback_loop
float64
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directive
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task_iteration
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validation
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learning
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analyze test results and develop a treatment plan.
0
0.346154
0
0
0.551282
0.102564
analyze test results, machine error messages, or information obtained from operators to diagnose equipment problems.
0
0
0
0
0.447368
0.552632
analyze the effectiveness of marketing tactics or channels.
0.04798
0.315657
0.300505
0.060606
0.244949
0.030303
analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed.
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0.215569
0.401198
0.107784
0.209581
0.065868
analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.
0
0
0
0
0
1
analyze the indications, contraindications, risk complications, and cost-benefit tradeoffs of therapeutic interventions.
0
0.225225
0
0
0.603604
0.171171
analyze the layout, instrumentation, or function of electrical generation or transmission facilities.
0.104089
0.223048
0.219331
0
0.405204
0.048327
analyze the probable outcomes of cases, using knowledge of legal precedents.
0
0.270073
0.226277
0
0.343066
0.160584
analyze training needs to design employee development, language training and health and safety programs.
0
0
0.540541
0
0
0.459459
analyze training needs to develop new training programs or modify and improve existing programs.
0
0.253521
0.408451
0
0.295775
0.042254
analyze trends in sales prices, construction costs, and rents, to assess property values or determine the accuracy of assessments.
0
0
0.258621
0
0.344828
0.396552
analyze user needs and recommend appropriate hardware.
0
0
0
0
0
1
analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
0.05798
0.181874
0.130302
0.051877
0.494965
0.083003
analyze user needs to determine technical requirements.
0
0
0
0
0
1
analyze x-rays to locate the sources of patients' difficulties and to rule out fractures or diseases as sources of problems.
0
0
0
0
0
1
analyze, estimate, or report production costs.
0
0
0
0
0
1
analyze, fabricate, or test fiber-optic links.
0
0
0
0
0
1
analyze, interpret, or create graphical representations of energy data, using engineering software.
0.143405
0.253067
0.270706
0.038344
0.269939
0.02454
analyze, interpret, or disseminate system performance data.
0.150155
0.147059
0.117647
0.026316
0.527864
0.03096
announce musical selections, station breaks, commercials, or public service information, and accept requests from listening audience.
0
0
0
0
0
1
answer applicants' questions about benefits and claim procedures.
0
0
0
0
0.734177
0.265823
answer clients' questions about the purposes and details of financial plans and strategies.
0.039716
0.147518
0.114894
0.029787
0.634043
0.034043
answer clients' questions regarding construction work, financing, maintenance, repairs, and appraisals.
0
0.229358
0.155963
0
0.486239
0.12844
answer customer inquiries or explain cost, availability, policies, and procedures of facilities.
0
0.217105
0
0
0.572368
0.210526
answer customer questions related to energy sales procedures, energy markets, or alternative energy sources.
0
0
0
0
0
1
answer customers' questions about merchandise and advise customers on merchandise selection.
0
0
0
0
0.454545
0.545455
answer customers' questions about products, prices, availability, or credit terms.
0
0.219239
0.069351
0
0.606264
0.105145
answer customers' questions about products, prices, availability, product uses, and credit terms.
0.047884
0.202673
0.075724
0.016704
0.612472
0.044543
answer customers' questions, and explain available services such as deposit accounts, bonds, and securities.
0
0
0
0
0
1
answer customers' questions, and provide information on procedures or policies.
0.02338
0.156981
0.051436
0.034068
0.570474
0.163661
answer inquiries from current or prospective customers regarding methods, materials, or price ranges.
0
0.193548
0.041056
0
0.447214
0.318182
answer inquiries from the general public regarding judicial procedures, court appearances, trial dates, adjournments, outstanding warrants, summonses, subpoenas, witness fees, or payment of fines.
0
0
0
0
0.666667
0.333333
answer inquiries from the public concerning animal control operations.
0
0
0
0
0
1
answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints.
0
0
0
0
0
1
answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment.
0
0.287671
0.328767
0
0.315068
0.068493
answer inquiries regarding information such as schedules, accommodations, procedures, and policies.
0
0.225166
0.033113
0
0.547461
0.19426
answer passengers' questions about flights, aircraft, weather, travel routes and services, arrival times, or schedules.
0
0
0
0
0.571429
0.428571
answer questions about product features and benefits.
0
0.147826
0
0
0.582609
0.269565
answer questions about records or files.
0
0.176796
0.03453
0.038674
0.592541
0.157459
answer questions and provide future tax planning to clients.
0
0
0
0
0.791667
0.208333
answer questions from passengers concerning train rules, stations, and timetable information.
0
0
0
0
0.675
0.325
answer questions from taxpayers and assist them in completing tax forms.
0
0
0
0
0.689655
0.310345
answer questions from the public and media.
0
0
0
0
0.537037
0.462963
answer questions or provide advice to the public regarding licensing policies, procedures, or regulations.
0
0.183486
0
0
0.743119
0.073394
answer questions regarding examinations, eligibility, salaries, benefits, and other pertinent information.
0
0
0.188235
0
0.635294
0.176471
answer questions regarding mail regulations and procedures, postage rates, and post office boxes.
0
0
0
0
0
1
answer questions regarding the store and its merchandise.
0
0.129555
0.044534
0.036437
0.637652
0.151822
answer telephone calls to take messages, answer questions, and provide information during non-business hours or when switchboard is closed.
0
0.714286
0
0
0
0.285714
answer telephones and direct calls to appropriate staff.
0
0
0
0
0
1
answer telephones and give information to callers, take messages, or transfer calls to appropriate individuals.
0
0.150794
0
0
0.15873
0.690476
answer telephones, and route calls or deliver messages.
0
0
0
0
0
1
answer telephones, direct calls, and take messages.
0
0.079051
0
0
0.079051
0.841897
answer telephones, responding to questions or requests.
0
0.406593
0
0
0
0.593407
answer user inquiries regarding computer software or hardware operation to resolve problems.
0
0.2
0
0
0.503448
0.296552
apply analytic methods or tools to understand, predict, or control logistics operations or processes.
0
0
0
0
0
1
apply caulk, sealants, or other agents to installed surfaces.
0
0
0
0
0
1
apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
0
0
0
0
0.55102
0.44898
apply finger and hand pressure to specific points of the body.
0
0
0
0
0.422222
0.577778
apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.
0.148077
0.309615
0.182692
0.05
0.292308
0.017308
apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.
0
0
0
0
0.625
0.375
apply modeling or quantitative analysis to forecast events, such as human decisions or behaviors, the structure or processes of organizations, or the attitudes or actions of human groups.
0
0
0
0
0
1
apply nanotechnology to improve the performance or reduce the environmental impact of energy products, such as fuel cells or solar cells.
0
0.289157
0.39759
0
0.180723
0.13253
apply relevant laws, regulations, policies, or precedents to reach conclusions.
0
0.277778
0.222222
0
0.444444
0.055556
apply research or simulation results to extend biological theory or recommend new research projects.
0
0
0
0
0
1
apply selected research findings to practice.
0
0
0
0
0.677419
0.322581
apply standardized mathematical formulas, principles, and methodology to the solution of technological problems involving engineering or physical science.
0
0
0
0
0
1
apply story development, directing, cinematography, and editing to animation to create storyboards that show the flow of the animation and map out key scenes and characters.
0
0.492063
0.412698
0
0
0.095238
apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.
0
0
0
0
0.484848
0.515152
appraise property values, assessing income potential when relevant.
0
0.347826
0.206522
0
0.26087
0.184783
approve, prepare, monitor, and adjust operational budgets.
0
0
0
0
0
1
arrange and mount typeset material and illustrations into paste-ups for printing reproduction, based on artists' or editors' layouts.
0
0.545455
0.418182
0
0
0.036364
arrange conference, meeting, or travel reservations for office personnel.
0
0
0
0
0
1
arrange financing of deals from sources such as financial institutions, agencies, or public or private companies.
0
0
0
0
0
1
arrange for advertising or posting of job vacancies and notify eligible workers of position availability.
0
0.419355
0.537634
0
0
0.043011
arrange for financing of property purchases.
0
0
0.611111
0
0
0.388889
arrange for special transport of sensitive cargoes, such as livestock, food, or medical supplies.
0
0
0
0
0
1
arrange tours, taxis, or restaurant reservations for customers.
0
0
0
0
0
1
ask questions in accordance with instructions to obtain various specified information, such as person's name, address, age, religious preference, or state of residency.
0
0.312834
0.042781
0
0.379679
0.264706
ask questions that will help clients identify their feelings and behaviors.
0
0
0
0
0.74375
0.25625
assemble and compile documents for loan closings, such as title abstracts, insurance forms, loan forms, and tax receipts.
0
0.373984
0.422764
0
0
0.203252
assemble, maintain, or distribute information for library or record systems.
0
0.571429
0
0
0.242857
0.185714
assemble, operate, or maintain field or laboratory testing, measuring, or mechanical equipment.
0
0
0
0
0.454545
0.545455
assemble, test, or maintain circuitry or electronic components, according to engineering instructions, technical manuals, or knowledge of electronics, using hand or power tools.
0
0
0
0
0
1
assemble, typeset, scan and produce digital camera-ready art or film negatives and printer's proofs.
0
0.773438
0.21875
0
0
0.007813
assess cardiac physiology and calculate valve areas from blood flow velocity measurements.
0
0
0
0
0.727273
0.272727
assess clients' overall financial situation by reviewing income, assets, debts, expenses, credit reports, or other financial information.
0
0
0
0
0.5
0.5
assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.
0
0.454545
0.272727
0
0
0.272727
assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods.
0
0
0
0
0
1
assess effectiveness and efficiency of instruction according to ease of instructional technology use and student learning, knowledge transfer, and satisfaction.
0
0
0
0
0
1
assess electrical components for consumer electronics applications, such as fuel cells for consumer electronic devices, power saving devices for computers or televisions, or energy efficient power chargers.
0
0
0
0
0
1
assess nutritional needs of patients, plan special menus, supervise the assembly of regular and special diet trays, and oversee the delivery of food trolleys to hospital patients.
0
0
0
0
0
1
assess nutritional needs, diet restrictions and current health plans to develop and implement dietary-care plans and provide nutritional counseling.
0.159836
0.163934
0.282787
0
0.319672
0.07377
assess patients for risk of suicide attempts.
0
0.586667
0
0
0
0.413333
assess project feasibility by analyzing technology, resource needs, and market demand.
0
0
0
0
0
1
assess risks to mitigate potential consequences of incidents and develop a plan to respond to incidents.
0
0.304348
0.304348
0
0.297101
0.094203
assess students' dancing abilities to determine where improvement or change is needed.
0
0
0
0
0
1
assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks.
0
0
0
0
0
1
assess the identity, strength, or purity of medications.
0
0.112219
0.05985
0
0.773067
0.054863
assess the nature and level of threats so that the scope of the problem can be determined.
0
0.294872
0
0
0.333333
0.371795
assess the usefulness of pre-developed application packages and adapt them to a user environment.
0.085011
0.177852
0.091723
0.017897
0.590604
0.036913