task_name
stringlengths
21
305
feedback_loop
float64
0
0.67
directive
float64
0
1
task_iteration
float64
0
0.85
validation
float64
0
0.71
learning
float64
0
0.95
filtered
float64
0
1
develop or direct software system testing or validation procedures.
0.179558
0.279006
0.201657
0
0.303867
0.035912
develop or direct study courses or religious education programs within congregations.
0
0.428571
0.571429
0
0
0
develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.
0
0
0.486486
0
0
0.513514
develop or document style guidelines for web site content.
0
0.316804
0.460055
0
0.157025
0.066116
develop or implement data analysis algorithms.
0
0.3
0.257143
0
0.214286
0.228571
develop or implement electronic maintenance programs or computer information management systems.
0.264368
0.183908
0.218391
0
0.310345
0.022989
develop or implement fund investment policies or strategies.
0
0.376812
0.318841
0
0
0.304348
develop or implement marketing strategies.
0.032857
0.29
0.461429
0
0.177143
0.038571
develop or implement plans and procedures for ophthalmologic services.
0
0
0
0
0
1
develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.
0.039548
0.220339
0.107345
0
0.485876
0.146893
develop or implement policy evaluation procedures for hydroelectric generation activities.
0
0
0
0
0
1
develop or implement procedures for ongoing web site revision.
0.19901
0.240594
0.212871
0
0.327723
0.019802
develop or implement procedures or systems to evaluate or select suppliers.
0
0
0
0
0
1
develop or implement product-marketing strategies, including advertising campaigns or sales promotions.
0
0
0
0
0
1
develop or implement programs to improve sustainability or reduce the environmental impacts of engineering or architecture activities or operations.
0
0
0.568182
0
0
0.431818
develop or implement projects to improve efficiency, economy, or effectiveness of hydroelectric plant operations.
0
0
0
0
0
1
develop or implement quality control programs.
0
0.275862
0.310345
0
0.333333
0.08046
develop or implement risk-assessment models or methodologies.
0
0.279412
0.400735
0
0.257353
0.0625
develop or implement treatment plans for problems such as stuttering, delayed language, swallowing disorders, or inappropriate pitch or harsh voice problems, based on own assessments and recommendations of physicians, psychologists, or social workers.
0
0
0
0
0
1
develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.
0.160542
0.307544
0.206963
0
0.282398
0.042553
develop or maintain archived procedures, procedural codes, or queries for applications.
0
0.343284
0.253731
0
0.313433
0.089552
develop or maintain cost estimates, forecasts, or cost models.
0.099256
0.315136
0.416873
0
0.141439
0.027295
develop or maintain internal or external company web sites.
0.156359
0.354726
0.211202
0
0.232205
0.045508
develop or maintain models for logistics uses, such as cost estimating or demand forecasting.
0
0.470588
0
0
0
0.529412
develop or maintain online help documentation.
0
0.364286
0.314286
0
0.25
0.071429
develop or maintain payment systems to ensure accuracy of vendor payments.
0
0.304762
0.328571
0
0.266667
0.1
develop or maintain programs associated with automated production equipment.
0
0.327273
0.363636
0
0
0.309091
develop or maintain project reporting systems.
0
0
0.607143
0
0
0.392857
develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.
0
0
0
0
0.45
0.55
develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.
0.163265
0
0.234694
0
0.44898
0.153061
develop or modify industrial electronic devices, circuits, or equipment, according to available specifications.
0
0
0
0
0
1
develop or monitor procedures to ensure adequate quality control of images.
0
0
0
0
0
1
develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
0
0.178862
0.203252
0
0.520325
0.097561
develop or review specifications for design or construction of security systems.
0
0.326087
0
0
0
0.673913
develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy.
0
0.380952
0.511905
0
0
0.107143
develop or select specific software programs for various research scenarios.
0
0.339623
0.415094
0
0
0.245283
develop or test new methods or models of transportation analysis.
0
0
0
0
0
1
develop or test photonic prototypes or models.
0
0
0
0
0
1
develop or update procedures, policies, or standards.
0
0
0
0
0
1
develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.
0
0.330769
0.461538
0
0
0.207692
develop or use new non-destructive testing (ndt) methods such as acoustic emission testing, leak testing, and thermal or infrared testing.
0
0
0
0
0
1
develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.
0
0.211268
0.338028
0
0.295775
0.15493
develop partnerships with businesses, communities, and other organizations to help meet identified educational needs and to provide school-to-work programs.
0
0
0.683333
0
0
0.316667
develop performance standards, and evaluate work in light of established standards.
0
0
0
0
0
1
develop plans and estimate costs for installation of systems, utilization of facilities, or construction of structures.
0
0.391892
0.256757
0
0.202703
0.148649
develop plans for oil and gas field drilling, and for product recovery and treatment.
0
0
0
0
0
1
develop plans or materials to communicate activities undertaken by organizations that are beneficial to the environment, public safety, or other important social issues.
0
0
0.5
0
0
0.5
develop plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure and to meet emergency data processing needs.
0.069079
0.213816
0.3125
0
0.365132
0.039474
develop planting plans for clients to assist them to garden productively or achieve particular aesthetic effects.
0
0.202703
0.22973
0
0.405405
0.162162
develop post-production models for films.
0
0
0
0
0
1
develop preproduction ideas and incorporate them into outlines, scripts, story boards, and graphics.
0
0.503086
0.404321
0
0.046296
0.046296
develop pricing strategies, balancing firm objectives and customer satisfaction.
0
0
0.517241
0
0
0.482759
develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.
0
0.232323
0.191919
0
0.484848
0.090909
develop program plans for individuals or assist in plan development.
0
0.379845
0.410853
0
0
0.209302
develop programs or policy recommendations to achieve environmental goals in cost-effective ways.
0
0
0.513514
0
0
0.486486
develop proposals that include documentation for estimates.
0
0.396341
0.54878
0
0
0.054878
develop rehabilitation or instructional plans collaboratively with clients, based on results of assessments, needs, and goals.
0
0
0
0
0
1
develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.
0
0
0
0
0
1
develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.
0
0
0
0
0
1
develop reports or presentations to communicate the effectiveness of sustainability initiatives.
0
0.341772
0.468354
0
0
0.189873
develop safety procedures to be employed by workers operating equipment or working in close proximity to on-going chemical reactions.
0
0.592593
0
0
0
0.407407
develop sales plans to introduce products in new markets.
0
0
0.517241
0
0
0.482759
develop set designs based on evaluation of scripts, budgets, research information, and available locations.
0
0.508772
0.345029
0
0
0.146199
develop software applications or programming to use for statistical modeling and graphic analysis.
0.154494
0.297753
0.269663
0
0.264045
0.014045
develop specialized computer software routines to customize and integrate image analysis.
0.29771
0.259542
0.244275
0
0.183206
0.015267
develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information.
0.073427
0.199301
0.15035
0.041958
0.479895
0.05507
develop statistical models or simulations of biochemical production, using statistical or modeling software.
0.25
0
0.3125
0
0
0.4375
develop story or content ideas, considering reader or audience appeal.
0
0.346154
0.557692
0
0
0.096154
develop strategies to advertise green products or merchandise to consumers.
0
0.24359
0.615385
0
0
0.141026
develop strategies to encourage new or increased contributions.
0
0.375
0.333333
0
0
0.291667
develop strategies, policies or procedures for introducing, evaluating or modifying information technology applied to nursing practice, administration, education, or research.
0
0
0
0
0
1
develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.
0
0
0
0
0
1
develop sustainability reports, presentations, or proposals for supplier, employee, academia, media, government, public interest, or other groups.
0
0.432432
0.486486
0
0
0.081081
develop system engineering, software engineering, system integration, or distributed system architectures.
0
0.257143
0.37551
0
0.289796
0.077551
develop system interaction or sequence diagrams.
0
0.267081
0.496894
0
0.149068
0.086957
develop systems that produce electricity using renewable energy sources, such as wind, solar, or biofuels.
0
0.271605
0.395062
0
0.259259
0.074074
develop teaching aids such as instructional software, multimedia visual aids, or study materials.
0.03653
0.458904
0.326484
0
0.1621
0.015982
develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course web sites.
0.016077
0.432655
0.499821
0.008217
0.038942
0.004287
develop teaching or training materials, such as handouts, study materials, or quizzes.
0.015855
0.428462
0.503152
0.006113
0.038013
0.008405
develop testing procedures or direct activities of workers in laboratory.
0.25641
0.25641
0.333333
0
0
0.153846
develop tests, questionnaires, and procedures that measure the effectiveness of curricula and use these tools to determine whether program objectives are being met.
0
0.380282
0.43662
0
0.133803
0.049296
develop theories based on personal observations or on observations and theories of other astronomers.
0
0.266881
0.122186
0.07074
0.482315
0.057878
develop therapeutic and treatment plans based on clients' interests, abilities, and needs.
0
0
0.454545
0
0
0.545455
develop three-dimensional simulations of automation systems.
0
0
0
0
0
1
develop training materials and conduct training sessions on fire protection.
0
0
0
0
0
1
develop training materials and procedures, or train users in the proper use of hardware or software.
0
0
0.606061
0
0
0.393939
develop training programs or routines designed to improve athletic performance.
0
0.256098
0.378049
0
0.195122
0.170732
develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
0.213053
0.331583
0.224306
0
0.209302
0.021755
develop treatment plan to meet needs of patient, based on needs assessment, patient interests and objectives of therapy.
0
0.349206
0.396825
0
0
0.253968
develop treatment plans based on diagnoses and on evaluation of factors such as age and general health, or procedural risks and costs.
0
0
0
0
0
1
develop treatment plans based on patients' histories and goals, the nature and severity of disorders, and treatment risks and benefits.
0
0.5
0.367647
0
0
0.132353
develop treatment plans based on scientific rationale, standards of care, and professional practice guidelines.
0
0.366548
0.320285
0
0.256228
0.05694
develop visual aids and charts for use in lectures or to present evidence in court.
0
0
0
0
0
1
develop web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
0.122689
0.306723
0.354622
0
0.189916
0.02605
develop work plans, including writing specifications or establishing material, manpower, or facilities needs.
0
0
0
0
0
1
develop, administer and evaluate applicant tests.
0
0
0
0
0
1
develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.
0.035936
0.33829
0.453532
0.018587
0.136307
0.017348
develop, implement or evaluate health information technology applications, tools, processes or structures to assist nurses with data management.
0
0.4
0.454545
0
0
0.145455
develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.
0
0.215054
0.311828
0
0.268817
0.204301
develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.
0.095712
0.341501
0.321593
0.028331
0.183767
0.029096