seeaman/economic-index-structured huggingface dataset:
Task: develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
Collaboration pattern: learning (95 conversations, 18.410852713178297% of this task's usage)
Task: develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
Collaboration pattern: task iteration (126 conversations, 24.418604651162788% of this task's usage)
Task: develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
Collaboration pattern: validation (23 conversations, 4.457364341085271% of this task's usage)
Task: develop measurement tools to evaluate the effectiveness of instruction or training interventions.
Collaboration pattern: directive (32 conversations, 45.71428571428572% of this task's usage)
Task: develop measurement tools to evaluate the effectiveness of instruction or training interventions.
Collaboration pattern: task iteration (28 conversations, 40% of this task's usage)
Task: develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs.
Collaboration pattern: directive (348 conversations, 37.54045307443366% of this task's usage)
Task: develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs.
Collaboration pattern: feedback loop (147 conversations, 15.857605177993529% of this task's usage)
Task: develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs.
Collaboration pattern: learning (280 conversations, 30.20496224379719% of this task's usage)
Task: develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs.
Collaboration pattern: task iteration (122 conversations, 13.160733549083064% of this task's usage)
Task: develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs.
Collaboration pattern: validation (16 conversations, 1.7259978425026967% of this task's usage)
Task: develop new chemical engineering processes or production techniques.
Collaboration pattern: directive (62 conversations, 29.383886255924168% of this task's usage)
Task: develop new chemical engineering processes or production techniques.
Collaboration pattern: feedback loop (16 conversations, 7.582938388625592% of this task's usage)
Task: develop new chemical engineering processes or production techniques.
Collaboration pattern: learning (51 conversations, 24.17061611374407% of this task's usage)
Task: develop new chemical engineering processes or production techniques.
Collaboration pattern: task iteration (67 conversations, 31.753554502369667% of this task's usage)
Task: develop new food items for production, based on consumer feedback.
Collaboration pattern: directive (15 conversations, 53.57142857142857% of this task's usage)
Task: develop new methods to study the mechanisms of biological processes.
Collaboration pattern: directive (38 conversations, 48.71794871794872% of this task's usage)
Task: develop new methods to study the mechanisms of biological processes.
Collaboration pattern: task iteration (19 conversations, 24.35897435897436% of this task's usage)
Task: develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.
Collaboration pattern: directive (23 conversations, 32.3943661971831% of this task's usage)
Task: develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.
Collaboration pattern: learning (25 conversations, 35.2112676056338% of this task's usage)
Task: develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.
Collaboration pattern: task iteration (16 conversations, 22.53521126760564% of this task's usage)
Task: develop new principles and new relationships between existing mathematical principles to advance mathematical science.
Collaboration pattern: directive (48 conversations, 22.018348623853218% of this task's usage)
Task: develop new principles and new relationships between existing mathematical principles to advance mathematical science.
Collaboration pattern: learning (94 conversations, 43.11926605504588% of this task's usage)
Task: develop new principles and new relationships between existing mathematical principles to advance mathematical science.
Collaboration pattern: task iteration (55 conversations, 25.229357798165136% of this task's usage)
Task: develop new recipes for baked goods.
Collaboration pattern: directive (37 conversations, 40.21739130434783% of this task's usage)
Task: develop new recipes for baked goods.
Collaboration pattern: task iteration (36 conversations, 39.130434782608695% of this task's usage)
Task: develop new software applications or customize existing applications to meet specific scientific project needs.
Collaboration pattern: directive (2871 conversations, 47.746549143522365% of this task's usage)
Task: develop new software applications or customize existing applications to meet specific scientific project needs.
Collaboration pattern: feedback loop (904 conversations, 15.03409279893564% of this task's usage)
Task: develop new software applications or customize existing applications to meet specific scientific project needs.
Collaboration pattern: learning (534 conversations, 8.880758356893399% of this task's usage)
Task: develop new software applications or customize existing applications to meet specific scientific project needs.
Collaboration pattern: task iteration (1556 conversations, 25.8772659238317% of this task's usage)
Task: develop new software applications or customize existing applications to meet specific scientific project needs.
Collaboration pattern: validation (53 conversations, 0.8814235822384833% of this task's usage)
Task: develop or analyze information to assess the current or future financial status of firms.
Collaboration pattern: directive (205 conversations, 50.742574257425744% of this task's usage)
Task: develop or analyze information to assess the current or future financial status of firms.
Collaboration pattern: learning (83 conversations, 20.544554455445542% of this task's usage)
Task: develop or analyze information to assess the current or future financial status of firms.
Collaboration pattern: task iteration (79 conversations, 19.554455445544555% of this task's usage)
Task: develop or analyze information to assess the current or future financial status of firms.
Collaboration pattern: validation (18 conversations, 4.455445544554455% of this task's usage)
Task: develop or apply data mining and machine learning algorithms.
Collaboration pattern: directive (1774 conversations, 34.30671050087024% of this task's usage)
Task: develop or apply data mining and machine learning algorithms.
Collaboration pattern: feedback loop (684 conversations, 13.227615548249856% of this task's usage)
Task: develop or apply data mining and machine learning algorithms.
Collaboration pattern: learning (1296 conversations, 25.06285051247341% of this task's usage)
Task: develop or apply data mining and machine learning algorithms.
Collaboration pattern: task iteration (1084 conversations, 20.963063237284857% of this task's usage)
Task: develop or apply data mining and machine learning algorithms.
Collaboration pattern: validation (208 conversations, 4.022432798298201% of this task's usage)
Task: develop or approve project plans, schedules, or budgets.
Collaboration pattern: directive (19 conversations, 44.18604651162791% of this task's usage)
Task: develop or approve project plans, schedules, or budgets.
Collaboration pattern: task iteration (18 conversations, 41.86046511627907% of this task's usage)
Task: develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.
Collaboration pattern: directive (122 conversations, 52.13675213675214% of this task's usage)
Task: develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.
Collaboration pattern: feedback loop (15 conversations, 6.41025641025641% of this task's usage)
Task: develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.
Collaboration pattern: task iteration (73 conversations, 31.1965811965812% of this task's usage)
Task: develop or direct development of offering documents or marketing materials.
Collaboration pattern: task iteration (30 conversations, 65.21739130434783% of this task's usage)
Task: develop or direct software system testing or validation procedures.
Collaboration pattern: directive (165 conversations, 40.64039408866995% of this task's usage)
Task: develop or direct software system testing or validation procedures.
Collaboration pattern: feedback loop (49 conversations, 12.06896551724138% of this task's usage)
Task: develop or direct software system testing or validation procedures.
Collaboration pattern: learning (96 conversations, 23.64532019704433% of this task's usage)
Task: develop or direct software system testing or validation procedures.
Collaboration pattern: task iteration (68 conversations, 16.748768472906402% of this task's usage)
Task: develop or direct software system testing or validation procedures.
Collaboration pattern: validation (21 conversations, 5.172413793103448% of this task's usage)
Task: develop or direct study courses or religious education programs within congregations.
Collaboration pattern: directive (43 conversations, 49.42528735632184% of this task's usage)
Task: develop or direct study courses or religious education programs within congregations.
Collaboration pattern: task iteration (44 conversations, 50.57471264367817% of this task's usage)
Task: develop or document style guidelines for web site content.
Collaboration pattern: directive (66 conversations, 46.478873239436616% of this task's usage)
Task: develop or document style guidelines for web site content.
Collaboration pattern: task iteration (53 conversations, 37.32394366197183% of this task's usage)
Task: develop or implement electronic maintenance programs or computer information management systems.
Collaboration pattern: directive (27 conversations, 42.85714285714285% of this task's usage)
Task: develop or implement electronic maintenance programs or computer information management systems.
Collaboration pattern: learning (16 conversations, 25.396825396825395% of this task's usage)
Task: develop or implement fund investment policies or strategies.
Collaboration pattern: directive (36 conversations, 36.734693877551024% of this task's usage)
Task: develop or implement fund investment policies or strategies.
Collaboration pattern: learning (15 conversations, 15.306122448979592% of this task's usage)
Task: develop or implement fund investment policies or strategies.
Collaboration pattern: task iteration (36 conversations, 36.734693877551024% of this task's usage)
Task: develop or implement marketing strategies.
Collaboration pattern: directive (188 conversations, 36.93516699410609% of this task's usage)
Task: develop or implement marketing strategies.
Collaboration pattern: feedback loop (15 conversations, 2.9469548133595285% of this task's usage)
Task: develop or implement marketing strategies.
Collaboration pattern: learning (78 conversations, 15.324165029469548% of this task's usage)
Task: develop or implement marketing strategies.
Collaboration pattern: task iteration (206 conversations, 40.47151277013752% of this task's usage)
Task: develop or implement marketing strategies.
Collaboration pattern: validation (17 conversations, 3.3398821218074657% of this task's usage)
Task: develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.
Collaboration pattern: directive (46 conversations, 29.29936305732484% of this task's usage)
Task: develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.
Collaboration pattern: learning (68 conversations, 43.31210191082803% of this task's usage)
Task: develop or implement procedures for ongoing web site revision.
Collaboration pattern: directive (319 conversations, 42.42021276595745% of this task's usage)
Task: develop or implement procedures for ongoing web site revision.
Collaboration pattern: feedback loop (83 conversations, 11.037234042553193% of this task's usage)
Task: develop or implement procedures for ongoing web site revision.
Collaboration pattern: learning (156 conversations, 20.74468085106383% of this task's usage)
Task: develop or implement procedures for ongoing web site revision.
Collaboration pattern: task iteration (163 conversations, 21.67553191489361% of this task's usage)
Task: develop or implement procedures for ongoing web site revision.
Collaboration pattern: validation (17 conversations, 2.2606382978723407% of this task's usage)
Task: develop or implement product-marketing strategies, including advertising campaigns or sales promotions.
Collaboration pattern: directive (57 conversations, 43.51145038167939% of this task's usage)
Task: develop or implement product-marketing strategies, including advertising campaigns or sales promotions.
Collaboration pattern: task iteration (55 conversations, 41.98473282442748% of this task's usage)
Task: develop or implement risk-assessment models or methodologies.
Collaboration pattern: directive (39 conversations, 42.391304347826086% of this task's usage)
Task: develop or implement risk-assessment models or methodologies.
Collaboration pattern: learning (19 conversations, 20.65217391304348% of this task's usage)
Task: develop or implement risk-assessment models or methodologies.
Collaboration pattern: task iteration (27 conversations, 29.347826086956523% of this task's usage)
Task: develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.
Collaboration pattern: directive (49 conversations, 74.24242424242425% of this task's usage)
Task: develop or maintain archived procedures, procedural codes, or queries for applications.
Collaboration pattern: directive (34 conversations, 44.15584415584416% of this task's usage)
Task: develop or maintain archived procedures, procedural codes, or queries for applications.
Collaboration pattern: task iteration (30 conversations, 38.961038961038966% of this task's usage)
Task: develop or maintain cost estimates, forecasts, or cost models.
Collaboration pattern: directive (81 conversations, 45.50561797752809% of this task's usage)
Task: develop or maintain cost estimates, forecasts, or cost models.
Collaboration pattern: learning (21 conversations, 11.797752808988765% of this task's usage)
Task: develop or maintain cost estimates, forecasts, or cost models.
Collaboration pattern: task iteration (59 conversations, 33.146067415730336% of this task's usage)
Task: develop or maintain internal or external company web sites.
Collaboration pattern: directive (604 conversations, 47.446975648075416% of this task's usage)
Task: develop or maintain internal or external company web sites.
Collaboration pattern: feedback loop (219 conversations, 17.203456402199528% of this task's usage)
Task: develop or maintain internal or external company web sites.
Collaboration pattern: learning (126 conversations, 9.897879025923016% of this task's usage)
Task: develop or maintain internal or external company web sites.
Collaboration pattern: task iteration (269 conversations, 21.1311861743912% of this task's usage)
Task: develop or maintain internal or external company web sites.
Collaboration pattern: validation (20 conversations, 1.5710919088766693% of this task's usage)
Task: 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.
Collaboration pattern: directive (27 conversations, 31.76470588235294% of this task's usage)
Task: 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.
Collaboration pattern: learning (29 conversations, 34.11764705882353% of this task's usage)
Task: 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.
Collaboration pattern: task iteration (20 conversations, 23.52941176470588% of this task's usage)
Task: develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.
Collaboration pattern: directive (73 conversations, 33.7962962962963% of this task's usage)
Task: develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.
Collaboration pattern: feedback loop (16 conversations, 7.4074074074074066% of this task's usage)
Task: develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.
Collaboration pattern: learning (74 conversations, 34.25925925925926% of this task's usage)
Task: develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.
Collaboration pattern: task iteration (37 conversations, 17.12962962962963% of this task's usage)
Task: develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.
Collaboration pattern: validation (15 conversations, 6.944444444444445% of this task's usage)
Task: develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
Collaboration pattern: directive (74 conversations, 22.289156626506024% of this task's usage)
Task: develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
Collaboration pattern: learning (179 conversations, 53.915662650602414% of this task's usage)
Task: develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
Collaboration pattern: task iteration (41 conversations, 12.349397590361445% of this task's usage)
Task: develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
Collaboration pattern: validation (21 conversations, 6.325301204819277% of this task's usage)
Task: develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy.
Collaboration pattern: directive (59 conversations, 42.7536231884058% of this task's usage)
Task: develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy.
Collaboration pattern: task iteration (61 conversations, 44.20289855072464% of this task's usage)
Task: develop or select specific software programs for various research scenarios.
Collaboration pattern: directive (15 conversations, 55.55555555555556% of this task's usage)
Task: develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.
Collaboration pattern: directive (60 conversations, 43.47826086956522% of this task's usage)
Task: develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.
Collaboration pattern: task iteration (71 conversations, 51.44927536231883% of this task's usage)
Task: develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.
Collaboration pattern: directive (35 conversations, 23.64864864864865% of this task's usage)
Task: develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.
Collaboration pattern: learning (40 conversations, 27.027027027027028% of this task's usage)
Task: develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.
Collaboration pattern: task iteration (35 conversations, 23.64864864864865% of this task's usage)
Task: develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.
Collaboration pattern: validation (18 conversations, 12.162162162162163% of this task's usage)
Task: develop partnerships with businesses, communities, and other organizations to help meet identified educational needs and to provide school-to-work programs.
Collaboration pattern: task iteration (16 conversations, 84.21052631578947% of this task's usage)
Task: develop plans or materials to communicate activities undertaken by organizations that are beneficial to the environment, public safety, or other important social issues.
Collaboration pattern: directive (20 conversations, 45.45454545454545% of this task's usage)
Task: develop plans or materials to communicate activities undertaken by organizations that are beneficial to the environment, public safety, or other important social issues.
Collaboration pattern: task iteration (22 conversations, 50% of this task's usage)
Task: develop plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure and to meet emergency data processing needs.
Collaboration pattern: learning (19 conversations, 42.22222222222222% of this task's usage)
Task: develop planting plans for clients to assist them to garden productively or achieve particular aesthetic effects.
Collaboration pattern: directive (21 conversations, 31.818181818181817% of this task's usage)
Task: develop planting plans for clients to assist them to garden productively or achieve particular aesthetic effects.
Collaboration pattern: learning (16 conversations, 24.24242424242424% of this task's usage)
Task: develop planting plans for clients to assist them to garden productively or achieve particular aesthetic effects.
Collaboration pattern: task iteration (22 conversations, 33.33333333333333% of this task's usage)
Task: develop preproduction ideas and incorporate them into outlines, scripts, story boards, and graphics.
Collaboration pattern: directive (81 conversations, 45% of this task's usage)
Task: develop preproduction ideas and incorporate them into outlines, scripts, story boards, and graphics.
Collaboration pattern: task iteration (78 conversations, 43.333333333333336% of this task's usage)
Task: develop pricing strategies, balancing firm objectives and customer satisfaction.
Collaboration pattern: directive (26 conversations, 19.402985074626866% of this task's usage)
Task: develop pricing strategies, balancing firm objectives and customer satisfaction.
Collaboration pattern: learning (19 conversations, 14.17910447761194% of this task's usage)