seeaman/economic-index-structured huggingface dataset:
Task: develop pricing strategies, balancing firm objectives and customer satisfaction.
Collaboration pattern: task iteration (79 conversations, 58.95522388059702% of this task's usage)
Task: develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.
Collaboration pattern: directive (28 conversations, 32.94117647058823% of this task's usage)
Task: develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.
Collaboration pattern: learning (30 conversations, 35.294117647058826% of this task's usage)
Task: develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.
Collaboration pattern: task iteration (19 conversations, 22.35294117647059% of this task's usage)
Task: develop program plans for individuals or assist in plan development.
Collaboration pattern: directive (43 conversations, 61.42857142857143% of this task's usage)
Task: develop program plans for individuals or assist in plan development.
Collaboration pattern: task iteration (21 conversations, 30% of this task's usage)
Task: develop proposals that include documentation for estimates.
Collaboration pattern: directive (18 conversations, 50% of this task's usage)
Task: develop proposals that include documentation for estimates.
Collaboration pattern: task iteration (18 conversations, 50% of this task's usage)
Task: develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.
Collaboration pattern: directive (15 conversations, 68.18181818181817% of this task's usage)
Task: develop software applications or programming to use for statistical modeling and graphic analysis.
Collaboration pattern: directive (115 conversations, 43.72623574144487% of this task's usage)
Task: develop software applications or programming to use for statistical modeling and graphic analysis.
Collaboration pattern: feedback loop (35 conversations, 13.307984790874524% of this task's usage)
Task: develop software applications or programming to use for statistical modeling and graphic analysis.
Collaboration pattern: learning (35 conversations, 13.307984790874524% of this task's usage)
Task: develop software applications or programming to use for statistical modeling and graphic analysis.
Collaboration pattern: task iteration (69 conversations, 26.23574144486692% of this task's usage)
Task: develop specialized computer software routines to customize and integrate image analysis.
Collaboration pattern: directive (141 conversations, 52.02952029520295% of this task's usage)
Task: develop specialized computer software routines to customize and integrate image analysis.
Collaboration pattern: feedback loop (34 conversations, 12.546125461254611% of this task's usage)
Task: develop specialized computer software routines to customize and integrate image analysis.
Collaboration pattern: learning (30 conversations, 11.07011070110701% of this task's usage)
Task: develop specialized computer software routines to customize and integrate image analysis.
Collaboration pattern: task iteration (59 conversations, 21.771217712177123% of this task's usage)
Task: develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information.
Collaboration pattern: directive (126 conversations, 34.806629834254146% of this task's usage)
Task: develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information.
Collaboration pattern: learning (149 conversations, 41.16022099447514% of this task's usage)
Task: develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information.
Collaboration pattern: task iteration (47 conversations, 12.98342541436464% of this task's usage)
Task: develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information.
Collaboration pattern: validation (26 conversations, 7.18232044198895% of this task's usage)
Task: develop statistical models or simulations of biochemical production, using statistical or modeling software.
Collaboration pattern: directive (26 conversations, 48.14814814814815% of this task's usage)
Task: develop story or content ideas, considering reader or audience appeal.
Collaboration pattern: directive (53 conversations, 43.44262295081967% of this task's usage)
Task: develop story or content ideas, considering reader or audience appeal.
Collaboration pattern: task iteration (64 conversations, 52.459016393442624% of this task's usage)
Task: develop strategies to advertise green products or merchandise to consumers.
Collaboration pattern: directive (16 conversations, 53.333333333333336% of this task's usage)
Task: develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.
Collaboration pattern: task iteration (16 conversations, 47.05882352941176% of this task's usage)
Task: develop system engineering, software engineering, system integration, or distributed system architectures.
Collaboration pattern: directive (271 conversations, 47.37762237762238% of this task's usage)
Task: develop system engineering, software engineering, system integration, or distributed system architectures.
Collaboration pattern: feedback loop (19 conversations, 3.3216783216783217% of this task's usage)
Task: develop system engineering, software engineering, system integration, or distributed system architectures.
Collaboration pattern: learning (80 conversations, 13.986013986013988% of this task's usage)
Task: develop system engineering, software engineering, system integration, or distributed system architectures.
Collaboration pattern: task iteration (183 conversations, 31.993006993007% of this task's usage)
Task: develop system interaction or sequence diagrams.
Collaboration pattern: directive (62 conversations, 39.490445859872615% of this task's usage)
Task: develop system interaction or sequence diagrams.
Collaboration pattern: task iteration (78 conversations, 49.681528662420384% of this task's usage)
Task: develop teaching aids such as instructional software, multimedia visual aids, or study materials.
Collaboration pattern: directive (678 conversations, 41.62062615101289% of this task's usage)
Task: develop teaching aids such as instructional software, multimedia visual aids, or study materials.
Collaboration pattern: feedback loop (32 conversations, 1.9643953345610805% of this task's usage)
Task: develop teaching aids such as instructional software, multimedia visual aids, or study materials.
Collaboration pattern: learning (578 conversations, 35.48189073050951% of this task's usage)
Task: develop teaching aids such as instructional software, multimedia visual aids, or study materials.
Collaboration pattern: task iteration (289 conversations, 17.740945365254756% of this task's usage)
Task: develop teaching aids such as instructional software, multimedia visual aids, or study materials.
Collaboration pattern: validation (36 conversations, 2.209944751381215% of this task's usage)
Task: develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course web sites.
Collaboration pattern: directive (715 conversations, 55.29775715390565% of this task's usage)
Task: develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course web sites.
Collaboration pattern: feedback loop (32 conversations, 2.474864655839134% of this task's usage)
Task: develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course web sites.
Collaboration pattern: learning (27 conversations, 2.088167053364269% of this task's usage)
Task: develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course web sites.
Collaboration pattern: task iteration (497 conversations, 38.43774168600154% of this task's usage)
Task: develop teaching or training materials, such as handouts, study materials, or quizzes.
Collaboration pattern: directive (840 conversations, 55.9254327563249% of this task's usage)
Task: develop teaching or training materials, such as handouts, study materials, or quizzes.
Collaboration pattern: feedback loop (30 conversations, 1.9973368841544608% of this task's usage)
Task: develop teaching or training materials, such as handouts, study materials, or quizzes.
Collaboration pattern: learning (34 conversations, 2.263648468708389% of this task's usage)
Task: develop teaching or training materials, such as handouts, study materials, or quizzes.
Collaboration pattern: task iteration (570 conversations, 37.949400798934754% of this task's usage)
Task: develop tests, questionnaires, and procedures that measure the effectiveness of curricula and use these tools to determine whether program objectives are being met.
Collaboration pattern: directive (26 conversations, 44.82758620689656% of this task's usage)
Task: develop tests, questionnaires, and procedures that measure the effectiveness of curricula and use these tools to determine whether program objectives are being met.
Collaboration pattern: task iteration (15 conversations, 25.86206896551724% of this task's usage)
Task: develop theories based on personal observations or on observations and theories of other astronomers.
Collaboration pattern: learning (63 conversations, 66.3157894736842% of this task's usage)
Task: develop theories based on personal observations or on observations and theories of other astronomers.
Collaboration pattern: task iteration (15 conversations, 15.789473684210526% of this task's usage)
Task: develop training materials and procedures, or train users in the proper use of hardware or software.
Collaboration pattern: directive (24 conversations, 40.67796610169492% of this task's usage)
Task: develop training materials and procedures, or train users in the proper use of hardware or software.
Collaboration pattern: task iteration (27 conversations, 45.76271186440678% of this task's usage)
Task: develop training programs or routines designed to improve athletic performance.
Collaboration pattern: directive (25 conversations, 40.98360655737705% of this task's usage)
Task: develop training programs or routines designed to improve athletic performance.
Collaboration pattern: task iteration (30 conversations, 49.18032786885246% of this task's usage)
Task: develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
Collaboration pattern: directive (1639 conversations, 51.605793450881606% of this task's usage)
Task: develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
Collaboration pattern: feedback loop (414 conversations, 13.035264483627204% of this task's usage)
Task: develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
Collaboration pattern: learning (227 conversations, 7.14735516372796% of this task's usage)
Task: develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
Collaboration pattern: task iteration (838 conversations, 26.385390428211583% of this task's usage)
Task: develop treatment plan to meet needs of patient, based on needs assessment, patient interests and objectives of therapy.
Collaboration pattern: directive (24 conversations, 38.095238095238095% of this task's usage)
Task: develop treatment plan to meet needs of patient, based on needs assessment, patient interests and objectives of therapy.
Collaboration pattern: learning (17 conversations, 26.984126984126984% of this task's usage)
Task: develop treatment plan to meet needs of patient, based on needs assessment, patient interests and objectives of therapy.
Collaboration pattern: task iteration (16 conversations, 25.396825396825395% of this task's usage)
Task: develop treatment plans based on scientific rationale, standards of care, and professional practice guidelines.
Collaboration pattern: directive (43 conversations, 50% of this task's usage)
Task: develop treatment plans based on scientific rationale, standards of care, and professional practice guidelines.
Collaboration pattern: learning (21 conversations, 24.418604651162788% of this task's usage)
Task: develop treatment plans based on scientific rationale, standards of care, and professional practice guidelines.
Collaboration pattern: task iteration (16 conversations, 18.6046511627907% of this task's usage)
Task: develop visual aids and charts for use in lectures or to present evidence in court.
Collaboration pattern: directive (35 conversations, 53.84615384615385% of this task's usage)
Task: develop visual aids and charts for use in lectures or to present evidence in court.
Collaboration pattern: task iteration (26 conversations, 40% of this task's usage)
Task: develop web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
Collaboration pattern: directive (412 conversations, 52.61813537675607% of this task's usage)
Task: develop web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
Collaboration pattern: feedback loop (31 conversations, 3.959131545338442% of this task's usage)
Task: develop web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
Collaboration pattern: learning (21 conversations, 2.681992337164751% of this task's usage)
Task: develop web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
Collaboration pattern: task iteration (295 conversations, 37.675606641123885% of this task's usage)
Task: develop work plans, including writing specifications or establishing material, manpower, or facilities needs.
Collaboration pattern: directive (22 conversations, 56.41025641025641% of this task's usage)
Task: develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.
Collaboration pattern: directive (238 conversations, 40.06734006734007% of this task's usage)
Task: develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.
Collaboration pattern: feedback loop (32 conversations, 5.387205387205387% of this task's usage)
Task: develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.
Collaboration pattern: learning (54 conversations, 9.090909090909092% of this task's usage)
Task: develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.
Collaboration pattern: task iteration (243 conversations, 40.909090909090914% of this task's usage)
Task: develop, copy, or adapt designs for garments, and design patterns to fit measurements, applying knowledge of garment design, construction, styling, and fabric.
Collaboration pattern: validation (25 conversations, 4.208754208754209% of this task's usage)
Task: develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.
Collaboration pattern: directive (40 conversations, 37.38317757009346% of this task's usage)
Task: develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.
Collaboration pattern: task iteration (40 conversations, 37.38317757009346% of this task's usage)
Task: develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.
Collaboration pattern: directive (96 conversations, 50.526315789473685% of this task's usage)
Task: develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.
Collaboration pattern: learning (17 conversations, 8.947368421052632% of this task's usage)
Task: develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.
Collaboration pattern: task iteration (58 conversations, 30.526315789473685% of this task's usage)
Task: develop, maintain, and analyze budgets, preparing periodic reports that compare budgeted costs to actual costs.
Collaboration pattern: directive (20 conversations, 42.5531914893617% of this task's usage)
Task: develop, maintain, and analyze budgets, preparing periodic reports that compare budgeted costs to actual costs.
Collaboration pattern: task iteration (15 conversations, 31.91489361702128% of this task's usage)
Task: develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, web pages, electronic pathfinders, software programs, and online tutorials.
Collaboration pattern: directive (52 conversations, 26.39593908629442% of this task's usage)
Task: develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, web pages, electronic pathfinders, software programs, and online tutorials.
Collaboration pattern: feedback loop (29 conversations, 14.720812182741115% of this task's usage)
Task: develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, web pages, electronic pathfinders, software programs, and online tutorials.
Collaboration pattern: learning (78 conversations, 39.59390862944163% of this task's usage)
Task: develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, web pages, electronic pathfinders, software programs, and online tutorials.
Collaboration pattern: task iteration (21 conversations, 10.65989847715736% of this task's usage)
Task: develop, or contribute to the development of, educational or outreach programs on the environment or climate change.
Collaboration pattern: task iteration (18 conversations, 52.94117647058824% of this task's usage)
Task: develop, or oversee the development of, marketing or outreach media for sustainability projects or events.
Collaboration pattern: task iteration (16 conversations, 50% of this task's usage)
Task: develop, present, or respond to proposals for specific customer requirements, including request for proposal responses and industry-specific solutions.
Collaboration pattern: task iteration (15 conversations, 53.57142857142857% of this task's usage)
Task: develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools.
Collaboration pattern: directive (63 conversations, 31.343283582089555% of this task's usage)
Task: develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools.
Collaboration pattern: feedback loop (26 conversations, 12.935323383084576% of this task's usage)
Task: develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools.
Collaboration pattern: learning (60 conversations, 29.85074626865672% of this task's usage)
Task: develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools.
Collaboration pattern: task iteration (45 conversations, 22.388059701492537% of this task's usage)
Task: develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments.
Collaboration pattern: directive (26 conversations, 27.659574468085108% of this task's usage)
Task: develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments.
Collaboration pattern: feedback loop (15 conversations, 15.95744680851064% of this task's usage)
Task: develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments.
Collaboration pattern: learning (18 conversations, 19.148936170212767% of this task's usage)
Task: develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments.
Collaboration pattern: task iteration (27 conversations, 28.72340425531916% of this task's usage)
Task: develop, test, or program new robots.
Collaboration pattern: directive (40 conversations, 51.94805194805194% of this task's usage)
Task: devise or evaluate methods and procedures for collecting data, such as surveys, opinion polls, and questionnaires.
Collaboration pattern: directive (25 conversations, 44.642857142857146% of this task's usage)
Task: devise or evaluate methods and procedures for collecting data, such as surveys, opinion polls, and questionnaires.
Collaboration pattern: task iteration (26 conversations, 46.42857142857143% of this task's usage)
Task: devise trading, option, or hedge strategies.
Collaboration pattern: directive (94 conversations, 40.869565217391305% of this task's usage)
Task: devise trading, option, or hedge strategies.
Collaboration pattern: feedback loop (27 conversations, 11.73913043478261% of this task's usage)
Task: devise trading, option, or hedge strategies.
Collaboration pattern: learning (50 conversations, 21.73913043478261% of this task's usage)
Task: devise trading, option, or hedge strategies.
Collaboration pattern: task iteration (44 conversations, 19.13043478260869% of this task's usage)
Task: diagnose and treat conditions such as chemical dependency, alcohol dependency, acquired immune deficiency syndrome (aids) dementia, and environmental toxin exposure.
Collaboration pattern: learning (52 conversations, 65.82278481012658% of this task's usage)
Task: diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.
Collaboration pattern: learning (17 conversations, 80.95238095238095% of this task's usage)
Task: diagnose diseases or study medical conditions using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, and molecular biology.
Collaboration pattern: directive (89 conversations, 42.38095238095238% of this task's usage)
Task: diagnose diseases or study medical conditions using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, and molecular biology.
Collaboration pattern: feedback loop (15 conversations, 7.142857142857142% of this task's usage)
Task: diagnose diseases or study medical conditions using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, and molecular biology.
Collaboration pattern: learning (49 conversations, 23.33333333333333% of this task's usage)
Task: diagnose diseases or study medical conditions using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, and molecular biology.
Collaboration pattern: task iteration (35 conversations, 16.666666666666664% of this task's usage)