seeaman/economic-index-structured huggingface dataset:
Task: identify potential for loss and develop strategies to eliminate it.
Collaboration pattern: learning (45 conversations, 23.809523809523807% of this task's usage)
Task: identify potential for loss and develop strategies to eliminate it.
Collaboration pattern: task iteration (53 conversations, 28.04232804232804% of this task's usage)
Task: identify potential for loss and develop strategies to eliminate it.
Collaboration pattern: validation (16 conversations, 8.465608465608465% of this task's usage)
Task: identify psychological, emotional, or behavioral issues and diagnose disorders, using information obtained from interviews, tests, records, and reference materials.
Collaboration pattern: learning (122 conversations, 83.56164383561644% of this task's usage)
Task: identify relationships and trends in data, as well as any factors that could affect the results of research.
Collaboration pattern: directive (61 conversations, 28.11059907834101% of this task's usage)
Task: identify relationships and trends in data, as well as any factors that could affect the results of research.
Collaboration pattern: feedback loop (26 conversations, 11.981566820276496% of this task's usage)
Task: identify relationships and trends in data, as well as any factors that could affect the results of research.
Collaboration pattern: learning (65 conversations, 29.95391705069124% of this task's usage)
Task: identify relationships and trends in data, as well as any factors that could affect the results of research.
Collaboration pattern: task iteration (34 conversations, 15.668202764976956% of this task's usage)
Task: identify relationships and trends in data, as well as any factors that could affect the results of research.
Collaboration pattern: validation (24 conversations, 11.059907834101384% of this task's usage)
Task: identify solutions to on-site technical design problems involving electrical systems equipment.
Collaboration pattern: directive (16 conversations, 21.91780821917808% of this task's usage)
Task: identify solutions to on-site technical design problems involving electrical systems equipment.
Collaboration pattern: learning (29 conversations, 39.72602739726028% of this task's usage)
Task: identify solutions to on-site technical design problems involving electrical systems equipment.
Collaboration pattern: task iteration (20 conversations, 27.3972602739726% of this task's usage)
Task: identify system data, hardware, or software components required to meet user needs.
Collaboration pattern: directive (47 conversations, 41.22807017543859% of this task's usage)
Task: identify system data, hardware, or software components required to meet user needs.
Collaboration pattern: learning (28 conversations, 24.561403508771928% of this task's usage)
Task: identify system data, hardware, or software components required to meet user needs.
Collaboration pattern: task iteration (34 conversations, 29.82456140350877% of this task's usage)
Task: identify target markets for designs, looking at factors such as age, gender, and socioeconomic status.
Collaboration pattern: directive (31 conversations, 73.80952380952381% of this task's usage)
Task: identify tissue structures or cell components to be used in the diagnosis, prevention, or treatment of diseases.
Collaboration pattern: directive (51 conversations, 38.059701492537314% of this task's usage)
Task: identify tissue structures or cell components to be used in the diagnosis, prevention, or treatment of diseases.
Collaboration pattern: learning (35 conversations, 26.119402985074625% of this task's usage)
Task: identify tissue structures or cell components to be used in the diagnosis, prevention, or treatment of diseases.
Collaboration pattern: task iteration (24 conversations, 17.91044776119403% of this task's usage)
Task: identify, compile, abstract, and code patient data, using standard classification systems.
Collaboration pattern: directive (32 conversations, 56.14035087719298% of this task's usage)
Task: identify, compile, abstract, and code patient data, using standard classification systems.
Collaboration pattern: task iteration (16 conversations, 28.07017543859649% of this task's usage)
Task: identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Collaboration pattern: directive (162 conversations, 30.337078651685395% of this task's usage)
Task: identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Collaboration pattern: feedback loop (18 conversations, 3.3707865168539324% of this task's usage)
Task: identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Collaboration pattern: learning (57 conversations, 10.674157303370784% of this task's usage)
Task: identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Collaboration pattern: task iteration (267 conversations, 50% of this task's usage)
Task: identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Collaboration pattern: validation (25 conversations, 4.681647940074907% of this task's usage)
Task: identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
Collaboration pattern: directive (131 conversations, 21.76079734219269% of this task's usage)
Task: identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
Collaboration pattern: feedback loop (38 conversations, 6.312292358803987% of this task's usage)
Task: identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
Collaboration pattern: learning (316 conversations, 52.49169435215947% of this task's usage)
Task: identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
Collaboration pattern: task iteration (70 conversations, 11.627906976744184% of this task's usage)
Task: identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
Collaboration pattern: validation (41 conversations, 6.810631229235881% of this task's usage)
Task: identify, investigate, or resolve security breaches.
Collaboration pattern: directive (121 conversations, 30.09950248756219% of this task's usage)
Task: identify, investigate, or resolve security breaches.
Collaboration pattern: feedback loop (64 conversations, 15.92039800995025% of this task's usage)
Task: identify, investigate, or resolve security breaches.
Collaboration pattern: learning (96 conversations, 23.88059701492537% of this task's usage)
Task: identify, investigate, or resolve security breaches.
Collaboration pattern: task iteration (26 conversations, 6.467661691542288% of this task's usage)
Task: identify, investigate, or resolve security breaches.
Collaboration pattern: validation (59 conversations, 14.676616915422883% of this task's usage)
Task: identify, monitor, or treat pregnancy-related problems such as hypertension, gestational diabetes, pre-term labor, and retarded fetal growth.
Collaboration pattern: learning (25 conversations, 62.5% of this task's usage)
Task: identify, standardize, and communicate levels of access and security.
Collaboration pattern: directive (29 conversations, 19.463087248322147% of this task's usage)
Task: identify, standardize, and communicate levels of access and security.
Collaboration pattern: learning (100 conversations, 67.11409395973155% of this task's usage)
Task: identify, track, or maintain metrics for trading system operations.
Collaboration pattern: directive (20 conversations, 51.28205128205128% of this task's usage)
Task: implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.
Collaboration pattern: directive (20 conversations, 22.22222222222222% of this task's usage)
Task: implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.
Collaboration pattern: feedback loop (24 conversations, 26.666666666666668% of this task's usage)
Task: implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.
Collaboration pattern: learning (40 conversations, 44.44444444444444% of this task's usage)
Task: implement changes to machine programs and enter new specifications, using computers.
Collaboration pattern: directive (209 conversations, 58.21727019498607% of this task's usage)
Task: implement changes to machine programs and enter new specifications, using computers.
Collaboration pattern: feedback loop (31 conversations, 8.635097493036211% of this task's usage)
Task: implement changes to machine programs and enter new specifications, using computers.
Collaboration pattern: learning (16 conversations, 4.456824512534819% of this task's usage)
Task: implement changes to machine programs and enter new specifications, using computers.
Collaboration pattern: task iteration (89 conversations, 24.79108635097493% of this task's usage)
Task: implement controls to provide security for operating systems, software, and data.
Collaboration pattern: directive (20 conversations, 27.77777777777778% of this task's usage)
Task: implement controls to provide security for operating systems, software, and data.
Collaboration pattern: learning (22 conversations, 30.55555555555556% of this task's usage)
Task: implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.
Collaboration pattern: directive (15 conversations, 51.72413793103448% of this task's usage)
Task: implement or monitor processes to reduce property or financial losses.
Collaboration pattern: directive (17 conversations, 37.77777777777778% of this task's usage)
Task: implement or monitor processes to reduce property or financial losses.
Collaboration pattern: task iteration (23 conversations, 51.11111111111111% of this task's usage)
Task: implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls.
Collaboration pattern: directive (30 conversations, 30.927835051546392% of this task's usage)
Task: implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls.
Collaboration pattern: feedback loop (18 conversations, 18.55670103092784% of this task's usage)
Task: implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls.
Collaboration pattern: learning (34 conversations, 35.051546391752574% of this task's usage)
Task: implement web site security measures, such as firewalls or message encryption.
Collaboration pattern: directive (15 conversations, 27.77777777777778% of this task's usage)
Task: implement web site security measures, such as firewalls or message encryption.
Collaboration pattern: feedback loop (16 conversations, 29.629629629629623% of this task's usage)
Task: implement web site security measures, such as firewalls or message encryption.
Collaboration pattern: learning (18 conversations, 33.33333333333333% of this task's usage)
Task: import text and art elements, such as electronic clip art or electronic files from photographs that have been scanned or produced with a digital camera, using computer software.
Collaboration pattern: task iteration (22 conversations, 59.45945945945946% of this task's usage)
Task: improve search-related activities through ongoing analysis, experimentation, or optimization tests, using a/b or multivariate methods.
Collaboration pattern: directive (32 conversations, 50.79365079365079% of this task's usage)
Task: inform businesses, community groups, and governmental agencies about educational needs, available programs, and program policies.
Collaboration pattern: directive (41 conversations, 53.94736842105263% of this task's usage)
Task: inform businesses, community groups, and governmental agencies about educational needs, available programs, and program policies.
Collaboration pattern: task iteration (30 conversations, 39.47368421052632% of this task's usage)
Task: inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.
Collaboration pattern: directive (228 conversations, 45.87525150905433% of this task's usage)
Task: inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.
Collaboration pattern: learning (145 conversations, 29.175050301810867% of this task's usage)
Task: inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.
Collaboration pattern: task iteration (84 conversations, 16.901408450704224% of this task's usage)
Task: inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.
Collaboration pattern: validation (23 conversations, 4.627766599597585% of this task's usage)
Task: inform job applicants of their acceptance or rejection of employment.
Collaboration pattern: directive (20 conversations, 44.44444444444444% of this task's usage)
Task: inform job applicants of their acceptance or rejection of employment.
Collaboration pattern: task iteration (21 conversations, 46.66666666666666% of this task's usage)
Task: inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics.
Collaboration pattern: directive (62 conversations, 42.75862068965517% of this task's usage)
Task: inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics.
Collaboration pattern: learning (60 conversations, 41.37931034482759% of this task's usage)
Task: inform patients or caregivers about study aspects and outcomes to be expected.
Collaboration pattern: learning (15 conversations, 65.21739130434783% of this task's usage)
Task: initiate market research studies or analyze their findings.
Collaboration pattern: directive (15 conversations, 53.57142857142857% of this task's usage)
Task: initiate, facilitate, and moderate classroom discussions.
Collaboration pattern: directive (15 conversations, 16.129032258064516% of this task's usage)
Task: initiate, facilitate, and moderate classroom discussions.
Collaboration pattern: learning (58 conversations, 62.36559139784946% of this task's usage)
Task: input data, such as file numbers, new or updated information, or document information codes into computer systems to support document and information retrieval.
Collaboration pattern: directive (26 conversations, 66.66666666666666% of this task's usage)
Task: inspect and test electrical or electronic systems to locate and diagnose malfunctions, using visual inspections and testing instruments such as oscilloscopes and voltmeters.
Collaboration pattern: directive (16 conversations, 24.615384615384617% of this task's usage)
Task: inspect and test electrical or electronic systems to locate and diagnose malfunctions, using visual inspections and testing instruments such as oscilloscopes and voltmeters.
Collaboration pattern: feedback loop (25 conversations, 38.46153846153847% of this task's usage)
Task: inspect and test electrical or electronic systems to locate and diagnose malfunctions, using visual inspections and testing instruments such as oscilloscopes and voltmeters.
Collaboration pattern: learning (17 conversations, 26.15384615384616% of this task's usage)
Task: inspect and verify dimensions and clearances of parts to ensure conformance to factory specifications.
Collaboration pattern: directive (16 conversations, 24.615384615384617% of this task's usage)
Task: inspect and verify dimensions and clearances of parts to ensure conformance to factory specifications.
Collaboration pattern: validation (28 conversations, 43.07692307692308% of this task's usage)
Task: inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.
Collaboration pattern: directive (82 conversations, 30.48327137546468% of this task's usage)
Task: inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.
Collaboration pattern: feedback loop (32 conversations, 11.895910780669144% of this task's usage)
Task: inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.
Collaboration pattern: learning (52 conversations, 19.33085501858736% of this task's usage)
Task: inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.
Collaboration pattern: task iteration (33 conversations, 12.267657992565056% of this task's usage)
Task: inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.
Collaboration pattern: validation (66 conversations, 24.53531598513011% of this task's usage)
Task: inspect layouts and advertising copy and edit scripts, audio and video tapes, and other promotional material for adherence to specifications.
Collaboration pattern: directive (17 conversations, 17.894736842105264% of this task's usage)
Task: inspect layouts and advertising copy and edit scripts, audio and video tapes, and other promotional material for adherence to specifications.
Collaboration pattern: task iteration (54 conversations, 56.84210526315789% of this task's usage)
Task: inspect layouts and advertising copy and edit scripts, audio and video tapes, and other promotional material for adherence to specifications.
Collaboration pattern: validation (21 conversations, 22.105263157894736% of this task's usage)
Task: install and configure new equipment, including operating software or peripheral equipment.
Collaboration pattern: directive (315 conversations, 38.27460510328068% of this task's usage)
Task: install and configure new equipment, including operating software or peripheral equipment.
Collaboration pattern: feedback loop (197 conversations, 23.93681652490887% of this task's usage)
Task: install and configure new equipment, including operating software or peripheral equipment.
Collaboration pattern: learning (246 conversations, 29.8906439854192% of this task's usage)
Task: install and configure new equipment, including operating software or peripheral equipment.
Collaboration pattern: task iteration (48 conversations, 5.83232077764277% of this task's usage)
Task: install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.
Collaboration pattern: directive (60 conversations, 29.411764705882355% of this task's usage)
Task: install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.
Collaboration pattern: feedback loop (75 conversations, 36.76470588235294% of this task's usage)
Task: install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.
Collaboration pattern: learning (56 conversations, 27.450980392156865% of this task's usage)
Task: install systems of recording costs or other financial and budgetary data or provide advice on such systems, based on examination of current financial records.
Collaboration pattern: learning (41 conversations, 51.89873417721519% of this task's usage)
Task: install systems of recording costs or other financial and budgetary data or provide advice on such systems, based on examination of current financial records.
Collaboration pattern: task iteration (20 conversations, 25.31645569620253% of this task's usage)
Task: install updated software, and programs that maintain existing software or provide requested features such as time-correlated call routing.
Collaboration pattern: directive (95 conversations, 44.18604651162791% of this task's usage)
Task: install updated software, and programs that maintain existing software or provide requested features such as time-correlated call routing.
Collaboration pattern: feedback loop (52 conversations, 24.186046511627907% of this task's usage)
Task: install updated software, and programs that maintain existing software or provide requested features such as time-correlated call routing.
Collaboration pattern: learning (54 conversations, 25.116279069767444% of this task's usage)
Task: install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders.
Collaboration pattern: directive (143 conversations, 48.97260273972603% of this task's usage)
Task: install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders.
Collaboration pattern: feedback loop (56 conversations, 19.17808219178082% of this task's usage)
Task: install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders.
Collaboration pattern: learning (80 conversations, 27.3972602739726% of this task's usage)
Task: instruct and counsel patients about prescribed therapeutic regimens, normal growth and development, family planning, emotional problems of daily living, and health maintenance.
Collaboration pattern: learning (17 conversations, 50% of this task's usage)
Task: instruct in use of voice, video, and data communications systems.
Collaboration pattern: directive (34 conversations, 28.8135593220339% of this task's usage)
Task: instruct in use of voice, video, and data communications systems.
Collaboration pattern: learning (71 conversations, 60.16949152542372% of this task's usage)
Task: instruct individuals and groups on ways to preserve health and prevent disease.
Collaboration pattern: directive (22 conversations, 22.68041237113402% of this task's usage)
Task: instruct individuals and groups on ways to preserve health and prevent disease.
Collaboration pattern: learning (70 conversations, 72.16494845360825% of this task's usage)
Task: instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
Collaboration pattern: directive (2052 conversations, 32.052483598875355% of this task's usage)
Task: instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
Collaboration pattern: feedback loop (87 conversations, 1.3589503280224928% of this task's usage)
Task: instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
Collaboration pattern: learning (394 conversations, 6.154326772883474% of this task's usage)
Task: instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
Collaboration pattern: task iteration (3556 conversations, 55.54514214308029% of this task's usage)
Task: instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
Collaboration pattern: validation (257 conversations, 4.01437050921587% of this task's usage)
Task: instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results.
Collaboration pattern: directive (26 conversations, 27.956989247311824% of this task's usage)