seeaman/economic-index-structured huggingface dataset:
Task: design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts.
Collaboration pattern: task iteration (41 conversations, 34.45378151260504% of this task's usage)
Task: design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.
Collaboration pattern: directive (25 conversations, 27.47252747252747% of this task's usage)
Task: design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.
Collaboration pattern: learning (31 conversations, 34.065934065934066% of this task's usage)
Task: design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.
Collaboration pattern: task iteration (22 conversations, 24.17582417582417% of this task's usage)
Task: design, install, or troubleshoot manufacturing equipment.
Collaboration pattern: feedback loop (21 conversations, 65.625% of this task's usage)
Task: design, integrate, or test photonics systems or components.
Collaboration pattern: directive (15 conversations, 22.388059701492537% of this task's usage)
Task: design, integrate, or test photonics systems or components.
Collaboration pattern: learning (17 conversations, 25.37313432835821% of this task's usage)
Task: design, integrate, or test photonics systems or components.
Collaboration pattern: task iteration (25 conversations, 37.3134328358209% of this task's usage)
Task: design, plan, organize, or direct orientation and training programs for employees or customers.
Collaboration pattern: directive (44 conversations, 54.32098765432099% of this task's usage)
Task: design, plan, organize, or direct orientation and training programs for employees or customers.
Collaboration pattern: task iteration (33 conversations, 40.74074074074074% of this task's usage)
Task: design, use, or maintain databases and software applications, such as geographic information systems (gis) mapping and artificial intelligence tools.
Collaboration pattern: directive (28 conversations, 38.88888888888889% of this task's usage)
Task: design, use, or maintain databases and software applications, such as geographic information systems (gis) mapping and artificial intelligence tools.
Collaboration pattern: learning (21 conversations, 29.166666666666668% of this task's usage)
Task: determine amounts and kinds of chemicals to use in destroying harmful organisms or removing impurities from purification systems.
Collaboration pattern: directive (18 conversations, 40% of this task's usage)
Task: determine amounts and kinds of chemicals to use in destroying harmful organisms or removing impurities from purification systems.
Collaboration pattern: learning (15 conversations, 33.33333333333333% of this task's usage)
Task: determine and set product prices.
Collaboration pattern: directive (23 conversations, 54.761904761904766% of this task's usage)
Task: determine commercial, industrial, scientific, or other uses for electro-optical applications or devices.
Collaboration pattern: learning (17 conversations, 68% of this task's usage)
Task: determine computer software or hardware needed to set up or alter system.
Collaboration pattern: directive (25 conversations, 47.16981132075472% of this task's usage)
Task: determine data collection methods to be employed in research projects or surveys.
Collaboration pattern: directive (16 conversations, 38.095238095238095% of this task's usage)
Task: determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.
Collaboration pattern: directive (80 conversations, 44.44444444444444% of this task's usage)
Task: determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.
Collaboration pattern: task iteration (85 conversations, 47.22222222222222% of this task's usage)
Task: determine efficient and cost-effective methods of moving goods from one location to another.
Collaboration pattern: directive (24 conversations, 54.54545454545454% of this task's usage)
Task: determine efficient and cost-effective methods of moving goods from one location to another.
Collaboration pattern: task iteration (15 conversations, 34.090909090909086% of this task's usage)
Task: determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
Collaboration pattern: directive (528 conversations, 35.55555555555556% of this task's usage)
Task: determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
Collaboration pattern: feedback loop (19 conversations, 1.2794612794612794% of this task's usage)
Task: determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
Collaboration pattern: learning (291 conversations, 19.5959595959596% of this task's usage)
Task: determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
Collaboration pattern: task iteration (524 conversations, 35.28619528619529% of this task's usage)
Task: determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
Collaboration pattern: validation (116 conversations, 7.811447811447811% of this task's usage)
Task: determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.
Collaboration pattern: directive (28 conversations, 35% of this task's usage)
Task: determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.
Collaboration pattern: learning (19 conversations, 23.75% of this task's usage)
Task: determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.
Collaboration pattern: task iteration (29 conversations, 36.25% of this task's usage)
Task: determine formats, approaches, content, levels, and mediums to effectively meet objectives within budgetary constraints, using research, knowledge, and training.
Collaboration pattern: directive (20 conversations, 60.60606060606061% of this task's usage)
Task: determine or help determine company policy, and explain complex technical matters to company executives, government officials, shareholders, policyholders, or the public.
Collaboration pattern: learning (48 conversations, 76.19047619047619% of this task's usage)
Task: determine policy contract provisions for each type of insurance.
Collaboration pattern: learning (15 conversations, 65.21739130434783% of this task's usage)
Task: determine schedules, sequences, and assignments for work activities, based on work priority, quantity of equipment, and skill of personnel.
Collaboration pattern: task iteration (15 conversations, 50% of this task's usage)
Task: determine size and arrangement of illustrative material and copy, and select style and size of type.
Collaboration pattern: directive (93 conversations, 55.68862275449101% of this task's usage)
Task: determine size and arrangement of illustrative material and copy, and select style and size of type.
Collaboration pattern: task iteration (64 conversations, 38.32335329341318% of this task's usage)
Task: determine sources of web page or server problems, and take action to correct such problems.
Collaboration pattern: directive (733 conversations, 20.918949771689498% of this task's usage)
Task: determine sources of web page or server problems, and take action to correct such problems.
Collaboration pattern: feedback loop (1610 conversations, 45.94748858447489% of this task's usage)
Task: determine sources of web page or server problems, and take action to correct such problems.
Collaboration pattern: learning (776 conversations, 22.146118721461185% of this task's usage)
Task: determine sources of web page or server problems, and take action to correct such problems.
Collaboration pattern: task iteration (242 conversations, 6.906392694063928% of this task's usage)
Task: determine sources of web page or server problems, and take action to correct such problems.
Collaboration pattern: validation (105 conversations, 2.996575342465753% of this task's usage)
Task: determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.
Collaboration pattern: learning (15 conversations, 45.45454545454545% of this task's usage)
Task: determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.
Collaboration pattern: directive (298 conversations, 42.269503546099294% of this task's usage)
Task: determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.
Collaboration pattern: feedback loop (59 conversations, 8.368794326241135% of this task's usage)
Task: determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.
Collaboration pattern: learning (85 conversations, 12.05673758865248% of this task's usage)
Task: determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.
Collaboration pattern: task iteration (230 conversations, 32.62411347517731% of this task's usage)
Task: determine which topics to research, or pursue research topics specified by clients or employers.
Collaboration pattern: directive (96 conversations, 52.74725274725275% of this task's usage)
Task: determine which topics to research, or pursue research topics specified by clients or employers.
Collaboration pattern: learning (37 conversations, 20.32967032967033% of this task's usage)
Task: determine which topics to research, or pursue research topics specified by clients or employers.
Collaboration pattern: task iteration (23 conversations, 12.637362637362637% of this task's usage)
Task: develop advertising campaigns for a wide range of clients, working with an advertising agency's creative director and art director to determine the best way to present advertising information.
Collaboration pattern: directive (18 conversations, 46.15384615384615% of this task's usage)
Task: develop advertising campaigns for a wide range of clients, working with an advertising agency's creative director and art director to determine the best way to present advertising information.
Collaboration pattern: task iteration (17 conversations, 43.58974358974359% of this task's usage)
Task: develop an understanding of customers' needs and take actions to ensure that such needs are met.
Collaboration pattern: directive (23 conversations, 42.5925925925926% of this task's usage)
Task: develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate.
Collaboration pattern: directive (22 conversations, 16.666666666666664% of this task's usage)
Task: develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate.
Collaboration pattern: learning (74 conversations, 56.060606060606055% of this task's usage)
Task: develop and direct software system testing and validation procedures, programming, and documentation.
Collaboration pattern: directive (297 conversations, 42.79538904899135% of this task's usage)
Task: develop and direct software system testing and validation procedures, programming, and documentation.
Collaboration pattern: feedback loop (70 conversations, 10.086455331412104% of this task's usage)
Task: develop and direct software system testing and validation procedures, programming, and documentation.
Collaboration pattern: learning (151 conversations, 21.75792507204611% of this task's usage)
Task: develop and direct software system testing and validation procedures, programming, and documentation.
Collaboration pattern: task iteration (150 conversations, 21.613832853025936% of this task's usage)
Task: develop and direct software system testing and validation procedures, programming, and documentation.
Collaboration pattern: validation (19 conversations, 2.737752161383286% of this task's usage)
Task: develop and distribute newsletters, brochures, or other printed materials to share information with patients or medical staff.
Collaboration pattern: directive (29 conversations, 50.877192982456144% of this task's usage)
Task: develop and distribute newsletters, brochures, or other printed materials to share information with patients or medical staff.
Collaboration pattern: task iteration (26 conversations, 45.614035087719294% of this task's usage)
Task: develop and document database architectures.
Collaboration pattern: directive (125 conversations, 30.26634382566586% of this task's usage)
Task: develop and document database architectures.
Collaboration pattern: feedback loop (23 conversations, 5.569007263922518% of this task's usage)
Task: develop and document database architectures.
Collaboration pattern: learning (95 conversations, 23.00242130750605% of this task's usage)
Task: develop and document database architectures.
Collaboration pattern: task iteration (138 conversations, 33.41404358353511% of this task's usage)
Task: develop and document database architectures.
Collaboration pattern: validation (28 conversations, 6.779661016949152% of this task's usage)
Task: develop and document style guidelines for web site content.
Collaboration pattern: directive (131 conversations, 55.74468085106383% of this task's usage)
Task: develop and document style guidelines for web site content.
Collaboration pattern: task iteration (75 conversations, 31.91489361702128% of this task's usage)
Task: develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
Collaboration pattern: directive (95 conversations, 40.59829059829059% of this task's usage)
Task: develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
Collaboration pattern: feedback loop (47 conversations, 20.085470085470085% of this task's usage)
Task: develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
Collaboration pattern: learning (26 conversations, 11.11111111111111% of this task's usage)
Task: develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
Collaboration pattern: task iteration (56 conversations, 23.93162393162393% of this task's usage)
Task: develop and implement individual treatment plans, specifying type, frequency, intensity, and duration of therapy.
Collaboration pattern: directive (19 conversations, 50% of this task's usage)
Task: develop and implement individualized treatment plans addressing family relationship problems, destructive patterns of behavior, and other personal issues.
Collaboration pattern: directive (20 conversations, 48.78048780487805% of this task's usage)
Task: develop and implement organizational policies and procedures for the facility or medical unit.
Collaboration pattern: directive (25 conversations, 51.02040816326531% of this task's usage)
Task: develop and implement organizational policies and procedures for the facility or medical unit.
Collaboration pattern: task iteration (22 conversations, 44.89795918367347% of this task's usage)
Task: develop and implement policies and procedures for the operation of a department or establishment.
Collaboration pattern: directive (53 conversations, 40.458015267175576% of this task's usage)
Task: develop and implement policies and procedures for the operation of a department or establishment.
Collaboration pattern: task iteration (72 conversations, 54.96183206106871% of this task's usage)
Task: develop and implement purchasing and contract management instructions, policies, and procedures.
Collaboration pattern: directive (19 conversations, 40.42553191489361% of this task's usage)
Task: develop and implement purchasing and contract management instructions, policies, and procedures.
Collaboration pattern: task iteration (16 conversations, 34.04255319148936% of this task's usage)
Task: develop and implement solutions for network problems.
Collaboration pattern: directive (29 conversations, 29.292929292929298% of this task's usage)
Task: develop and implement solutions for network problems.
Collaboration pattern: feedback loop (29 conversations, 29.292929292929298% of this task's usage)
Task: develop and implement solutions for network problems.
Collaboration pattern: learning (27 conversations, 27.27272727272727% of this task's usage)
Task: develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.
Collaboration pattern: directive (25 conversations, 37.3134328358209% of this task's usage)
Task: develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.
Collaboration pattern: task iteration (31 conversations, 46.26865671641791% of this task's usage)
Task: develop and implement treatment plans.
Collaboration pattern: directive (17 conversations, 54.83870967741935% of this task's usage)
Task: develop and interpret organizational goals, policies, and procedures.
Collaboration pattern: directive (34 conversations, 34.69387755102041% of this task's usage)
Task: develop and interpret organizational goals, policies, and procedures.
Collaboration pattern: learning (20 conversations, 20.40816326530612% of this task's usage)
Task: develop and interpret organizational goals, policies, and procedures.
Collaboration pattern: task iteration (40 conversations, 40.81632653061224% of this task's usage)
Task: develop and maintain computer databases.
Collaboration pattern: directive (200 conversations, 33.222591362126245% of this task's usage)
Task: develop and maintain computer databases.
Collaboration pattern: feedback loop (156 conversations, 25.91362126245847% of this task's usage)
Task: develop and maintain computer databases.
Collaboration pattern: learning (103 conversations, 17.109634551495017% of this task's usage)
Task: develop and maintain computer databases.
Collaboration pattern: task iteration (115 conversations, 19.1029900332226% of this task's usage)
Task: develop and maintain computer databases.
Collaboration pattern: validation (16 conversations, 2.6578073089701% of this task's usage)
Task: develop and maintain computerized record management systems to store and process data such as personnel activities and information, and to produce reports.
Collaboration pattern: directive (81 conversations, 35.68281938325991% of this task's usage)
Task: develop and maintain computerized record management systems to store and process data such as personnel activities and information, and to produce reports.
Collaboration pattern: feedback loop (57 conversations, 25.11013215859031% of this task's usage)
Task: develop and maintain computerized record management systems to store and process data such as personnel activities and information, and to produce reports.
Collaboration pattern: learning (28 conversations, 12.334801762114536% of this task's usage)
Task: develop and maintain computerized record management systems to store and process data such as personnel activities and information, and to produce reports.
Collaboration pattern: task iteration (52 conversations, 22.90748898678414% of this task's usage)
Task: develop and maintain design level documentation, including mechanics, guidelines, and mission outlines.
Collaboration pattern: task iteration (22 conversations, 62.85714285714285% of this task's usage)
Task: develop and maintain the company's corporate image and identity, which includes the use of logos and signage.
Collaboration pattern: directive (218 conversations, 38.58407079646018% of this task's usage)
Task: develop and maintain the company's corporate image and identity, which includes the use of logos and signage.
Collaboration pattern: learning (24 conversations, 4.2477876106194685% of this task's usage)
Task: develop and maintain the company's corporate image and identity, which includes the use of logos and signage.
Collaboration pattern: task iteration (284 conversations, 50.26548672566372% of this task's usage)
Task: develop and maintain the company's corporate image and identity, which includes the use of logos and signage.
Collaboration pattern: validation (19 conversations, 3.3628318584070795% of this task's usage)
Task: develop and modify astronomy-related programs for public presentation.
Collaboration pattern: directive (30 conversations, 40.54054054054054% of this task's usage)
Task: develop and modify astronomy-related programs for public presentation.
Collaboration pattern: learning (30 conversations, 40.54054054054054% of this task's usage)
Task: develop and organize training manuals, multimedia visual aids, and other educational materials.
Collaboration pattern: directive (156 conversations, 45.88235294117647% of this task's usage)
Task: develop and organize training manuals, multimedia visual aids, and other educational materials.
Collaboration pattern: task iteration (162 conversations, 47.647058823529406% of this task's usage)
Task: develop and test experimental designs, sampling techniques, and analytical methods.
Collaboration pattern: directive (64 conversations, 24.521072796934863% of this task's usage)
Task: develop and test experimental designs, sampling techniques, and analytical methods.
Collaboration pattern: feedback loop (32 conversations, 12.260536398467432% of this task's usage)
Task: develop and test experimental designs, sampling techniques, and analytical methods.
Collaboration pattern: learning (63 conversations, 24.13793103448276% of this task's usage)
Task: develop and test experimental designs, sampling techniques, and analytical methods.
Collaboration pattern: task iteration (83 conversations, 31.800766283524908% of this task's usage)
Task: develop and test experimental designs, sampling techniques, and analytical methods.
Collaboration pattern: validation (17 conversations, 6.513409961685824% of this task's usage)
Task: develop and test theories, using information from interviews, newspapers, periodicals, case law, historical papers, polls, or statistical sources.
Collaboration pattern: directive (35 conversations, 7.056451612903227% of this task's usage)
Task: develop and test theories, using information from interviews, newspapers, periodicals, case law, historical papers, polls, or statistical sources.
Collaboration pattern: learning (319 conversations, 64.31451612903226% of this task's usage)
Task: develop and test theories, using information from interviews, newspapers, periodicals, case law, historical papers, polls, or statistical sources.
Collaboration pattern: task iteration (58 conversations, 11.693548387096774% of this task's usage)
Task: develop and test theories, using information from interviews, newspapers, periodicals, case law, historical papers, polls, or statistical sources.
Collaboration pattern: validation (72 conversations, 14.516129032258066% of this task's usage)
Task: develop and use multimedia course materials and other current technology, such as online courses.
Collaboration pattern: directive (18 conversations, 36% of this task's usage)
Task: develop and use multimedia course materials and other current technology, such as online courses.
Collaboration pattern: learning (19 conversations, 38% of this task's usage)