seeaman/economic-index-structured huggingface dataset:
Task: perform searches for qualified job candidates, using sources such as computer databases, networking, internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals.
Collaboration pattern: task iteration (15 conversations, 23.07692307692308% of this task's usage)
Task: perform security analyses of developed or packaged software components.
Collaboration pattern: directive (124 conversations, 29.95169082125604% of this task's usage)
Task: perform security analyses of developed or packaged software components.
Collaboration pattern: feedback loop (20 conversations, 4.830917874396135% of this task's usage)
Task: perform security analyses of developed or packaged software components.
Collaboration pattern: learning (128 conversations, 30.917874396135264% of this task's usage)
Task: perform security analyses of developed or packaged software components.
Collaboration pattern: task iteration (30 conversations, 7.246376811594203% of this task's usage)
Task: perform security analyses of developed or packaged software components.
Collaboration pattern: validation (90 conversations, 21.73913043478261% of this task's usage)
Task: perform statistical analyses, such as social network pattern analysis, network modeling, discrete event simulation, agent-based modeling, statistical natural language processing, computational sociology, mathematical optimization, or systems dynamics.
Collaboration pattern: directive (20 conversations, 30.76923076923077% of this task's usage)
Task: perform statistical analyses, such as social network pattern analysis, network modeling, discrete event simulation, agent-based modeling, statistical natural language processing, computational sociology, mathematical optimization, or systems dynamics.
Collaboration pattern: learning (17 conversations, 26.15384615384616% of this task's usage)
Task: perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
Collaboration pattern: directive (63 conversations, 39.87341772151899% of this task's usage)
Task: perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
Collaboration pattern: learning (62 conversations, 39.24050632911392% of this task's usage)
Task: perform various administrative tasks, such as typing documents or answering telephone calls.
Collaboration pattern: directive (71 conversations, 52.98507462686567% of this task's usage)
Task: perform various administrative tasks, such as typing documents or answering telephone calls.
Collaboration pattern: task iteration (54 conversations, 40.298507462686565% of this task's usage)
Task: perform various data entry or word processing tasks, such as updating phone directories, typing or proofreading documents, or creating schedules.
Collaboration pattern: directive (23 conversations, 63.888888888888886% of this task's usage)
Task: photograph objects for documentation.
Collaboration pattern: directive (65 conversations, 58.55855855855856% of this task's usage)
Task: photograph objects for documentation.
Collaboration pattern: task iteration (21 conversations, 18.91891891891892% of this task's usage)
Task: place special orders or call other stores to find desired items.
Collaboration pattern: directive (29 conversations, 85.29411764705883% of this task's usage)
Task: plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
Collaboration pattern: directive (46 conversations, 33.093525179856115% of this task's usage)
Task: plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
Collaboration pattern: learning (61 conversations, 43.884892086330936% of this task's usage)
Task: plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
Collaboration pattern: task iteration (23 conversations, 16.546762589928058% of this task's usage)
Task: plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.
Collaboration pattern: directive (18 conversations, 8.181818181818182% of this task's usage)
Task: plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.
Collaboration pattern: learning (151 conversations, 68.63636363636364% of this task's usage)
Task: plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.
Collaboration pattern: task iteration (31 conversations, 14.09090909090909% of this task's usage)
Task: plan and conduct special research projects in area of interest or expertise.
Collaboration pattern: directive (34 conversations, 44.15584415584416% of this task's usage)
Task: plan and conduct special research projects in area of interest or expertise.
Collaboration pattern: task iteration (23 conversations, 29.87012987012987% of this task's usage)
Task: plan and coordinate advertising campaigns and sales promotions and prepare merchandise displays and advertising copy.
Collaboration pattern: task iteration (15 conversations, 46.875% of this task's usage)
Task: plan and develop curricula and materials for training programs and conduct training.
Collaboration pattern: directive (91 conversations, 55.15151515151515% of this task's usage)
Task: plan and develop curricula and materials for training programs and conduct training.
Collaboration pattern: task iteration (61 conversations, 36.96969696969697% of this task's usage)
Task: plan and develop instructional methods and content for educational, vocational, or student activity programs.
Collaboration pattern: directive (140 conversations, 52.83018867924528% of this task's usage)
Task: plan and develop instructional methods and content for educational, vocational, or student activity programs.
Collaboration pattern: learning (27 conversations, 10.18867924528302% of this task's usage)
Task: plan and develop instructional methods and content for educational, vocational, or student activity programs.
Collaboration pattern: task iteration (90 conversations, 33.9622641509434% of this task's usage)
Task: plan and develop programs, agendas, budgets, and services according to customer requirements.
Collaboration pattern: directive (33 conversations, 50.76923076923077% of this task's usage)
Task: plan and develop programs, agendas, budgets, and services according to customer requirements.
Collaboration pattern: task iteration (23 conversations, 35.38461538461539% of this task's usage)
Task: plan and execute medical care programs to aid in the mental and physical growth and development of children and adolescents.
Collaboration pattern: learning (53 conversations, 66.25% of this task's usage)
Task: plan and follow the most efficient routes for delivering goods.
Collaboration pattern: directive (171 conversations, 50.44247787610619% of this task's usage)
Task: plan and follow the most efficient routes for delivering goods.
Collaboration pattern: feedback loop (16 conversations, 4.71976401179941% of this task's usage)
Task: plan and follow the most efficient routes for delivering goods.
Collaboration pattern: learning (21 conversations, 6.1946902654867255% of this task's usage)
Task: plan and follow the most efficient routes for delivering goods.
Collaboration pattern: task iteration (122 conversations, 35.9882005899705% of this task's usage)
Task: plan and install upgrades of database management system software to enhance database performance.
Collaboration pattern: directive (19 conversations, 23.456790123456788% of this task's usage)
Task: plan and install upgrades of database management system software to enhance database performance.
Collaboration pattern: feedback loop (21 conversations, 25.925925925925924% of this task's usage)
Task: plan and install upgrades of database management system software to enhance database performance.
Collaboration pattern: learning (25 conversations, 30.8641975308642% of this task's usage)
Task: plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.
Collaboration pattern: directive (76 conversations, 43.93063583815029% of this task's usage)
Task: plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.
Collaboration pattern: task iteration (85 conversations, 49.13294797687861% of this task's usage)
Task: plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.
Collaboration pattern: directive (336 conversations, 41.12607099143207% of this task's usage)
Task: plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.
Collaboration pattern: feedback loop (21 conversations, 2.570379436964504% of this task's usage)
Task: plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.
Collaboration pattern: learning (16 conversations, 1.9583843329253363% of this task's usage)
Task: plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.
Collaboration pattern: task iteration (429 conversations, 52.50917992656059% of this task's usage)
Task: plan and price menu items.
Collaboration pattern: directive (270 conversations, 54% of this task's usage)
Task: plan and price menu items.
Collaboration pattern: feedback loop (16 conversations, 3.2% of this task's usage)
Task: plan and price menu items.
Collaboration pattern: learning (17 conversations, 3.4000000000000004% of this task's usage)
Task: plan and price menu items.
Collaboration pattern: task iteration (189 conversations, 37.8% of this task's usage)
Task: plan and promote career and employment-related programs and events, such as career planning presentations, work-experience programs, job fairs, and career workshops.
Collaboration pattern: task iteration (18 conversations, 58.06451612903226% of this task's usage)
Task: plan and promote sporting events and social, cultural, and recreational activities.
Collaboration pattern: directive (51 conversations, 57.30337078651685% of this task's usage)
Task: plan and promote sporting events and social, cultural, and recreational activities.
Collaboration pattern: task iteration (30 conversations, 33.70786516853933% of this task's usage)
Task: plan arrangement according to client's requirements, utilizing knowledge of design and properties of materials, or select appropriate standard design pattern.
Collaboration pattern: task iteration (16 conversations, 51.61290322580645% of this task's usage)
Task: plan crop activities based on factors such as crop maturity or weather conditions.
Collaboration pattern: directive (33 conversations, 37.07865168539326% of this task's usage)
Task: plan crop activities based on factors such as crop maturity or weather conditions.
Collaboration pattern: learning (34 conversations, 38.20224719101123% of this task's usage)
Task: plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.
Collaboration pattern: directive (207 conversations, 48.027842227378194% of this task's usage)
Task: plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.
Collaboration pattern: feedback loop (18 conversations, 4.176334106728538% of this task's usage)
Task: plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.
Collaboration pattern: learning (31 conversations, 7.192575406032482% of this task's usage)
Task: plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.
Collaboration pattern: task iteration (163 conversations, 37.81902552204176% of this task's usage)
Task: plan or adjust routes based on changing conditions, using computer equipment, global positioning systems (gps) equipment, or other navigation devices to minimize fuel consumption and carbon emissions.
Collaboration pattern: directive (28 conversations, 53.84615384615385% of this task's usage)
Task: plan or conduct market or public opinion research to test products or determine potential for product success, communicating results to client or management.
Collaboration pattern: directive (33 conversations, 67.3469387755102% of this task's usage)
Task: plan or develop research models, using knowledge of mathematical and statistical concepts.
Collaboration pattern: directive (58 conversations, 36.024844720496894% of this task's usage)
Task: plan or develop research models, using knowledge of mathematical and statistical concepts.
Collaboration pattern: feedback loop (20 conversations, 12.422360248447204% of this task's usage)
Task: plan or develop research models, using knowledge of mathematical and statistical concepts.
Collaboration pattern: learning (24 conversations, 14.906832298136646% of this task's usage)
Task: plan or develop research models, using knowledge of mathematical and statistical concepts.
Collaboration pattern: task iteration (47 conversations, 29.19254658385093% of this task's usage)
Task: plan or direct development or communication of programs to maintain favorable public or stockholder perceptions of an organization's accomplishments, agenda, or environmental responsibility.
Collaboration pattern: directive (34 conversations, 52.30769230769232% of this task's usage)
Task: plan or direct development or communication of programs to maintain favorable public or stockholder perceptions of an organization's accomplishments, agenda, or environmental responsibility.
Collaboration pattern: task iteration (25 conversations, 38.46153846153847% of this task's usage)
Task: plan parties or other special events and services.
Collaboration pattern: directive (489 conversations, 45.235892691951896% of this task's usage)
Task: plan parties or other special events and services.
Collaboration pattern: feedback loop (43 conversations, 3.977798334875115% of this task's usage)
Task: plan parties or other special events and services.
Collaboration pattern: learning (34 conversations, 3.145235892691952% of this task's usage)
Task: plan parties or other special events and services.
Collaboration pattern: task iteration (480 conversations, 44.40333024976873% of this task's usage)
Task: plan parties or other special events and services.
Collaboration pattern: validation (18 conversations, 1.6651248843663276% of this task's usage)
Task: plan pipe system layout, installation, or repair, according to specifications.
Collaboration pattern: directive (16 conversations, 30.18867924528302% of this task's usage)
Task: plan pipe system layout, installation, or repair, according to specifications.
Collaboration pattern: learning (22 conversations, 41.50943396226416% of this task's usage)
Task: plan project arrangements or outlines, and organize material accordingly.
Collaboration pattern: directive (45 conversations, 48.38709677419355% of this task's usage)
Task: plan project arrangements or outlines, and organize material accordingly.
Collaboration pattern: task iteration (40 conversations, 43.01075268817204% of this task's usage)
Task: plan routes, itineraries, and accommodation details, and compute fares and fees, using schedules, rate books, and computers.
Collaboration pattern: directive (35 conversations, 39.77272727272727% of this task's usage)
Task: plan routes, itineraries, and accommodation details, and compute fares and fees, using schedules, rate books, and computers.
Collaboration pattern: task iteration (39 conversations, 44.31818181818182% of this task's usage)
Task: plan special events, parties, or meetings, which may include booking musicians or celebrities.
Collaboration pattern: directive (27 conversations, 41.53846153846154% of this task's usage)
Task: plan special events, parties, or meetings, which may include booking musicians or celebrities.
Collaboration pattern: task iteration (34 conversations, 52.30769230769232% of this task's usage)
Task: plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.
Collaboration pattern: directive (19 conversations, 51.35135135135135% of this task's usage)
Task: plan tour itineraries, applying knowledge of travel routes and destination sites.
Collaboration pattern: directive (73 conversations, 33.95348837209302% of this task's usage)
Task: plan tour itineraries, applying knowledge of travel routes and destination sites.
Collaboration pattern: task iteration (128 conversations, 59.53488372093023% of this task's usage)
Task: plan work on orders so that items served together are finished at the same time.
Collaboration pattern: task iteration (17 conversations, 54.83870967741935% of this task's usage)
Task: plan, coordinate and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.
Collaboration pattern: directive (48 conversations, 37.2093023255814% of this task's usage)
Task: plan, coordinate and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.
Collaboration pattern: learning (48 conversations, 37.2093023255814% of this task's usage)
Task: plan, coordinate and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.
Collaboration pattern: task iteration (16 conversations, 12.4031007751938% of this task's usage)
Task: plan, coordinate, and implement network security measures to protect data, software, and hardware.
Collaboration pattern: directive (82 conversations, 27.79661016949153% of this task's usage)
Task: plan, coordinate, and implement network security measures to protect data, software, and hardware.
Collaboration pattern: feedback loop (48 conversations, 16.271186440677965% of this task's usage)
Task: plan, coordinate, and implement network security measures to protect data, software, and hardware.
Collaboration pattern: learning (87 conversations, 29.491525423728817% of this task's usage)
Task: plan, coordinate, and implement network security measures to protect data, software, and hardware.
Collaboration pattern: task iteration (57 conversations, 19.322033898305087% of this task's usage)
Task: plan, coordinate, and implement network security measures to protect data, software, and hardware.
Collaboration pattern: validation (17 conversations, 5.762711864406779% of this task's usage)
Task: plan, describe, arrange, and sell itinerary tour packages and promotional travel incentives offered by various travel carriers.
Collaboration pattern: directive (78 conversations, 37.86407766990291% of this task's usage)
Task: plan, describe, arrange, and sell itinerary tour packages and promotional travel incentives offered by various travel carriers.
Collaboration pattern: task iteration (110 conversations, 53.398058252427184% of this task's usage)
Task: plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.
Collaboration pattern: directive (65 conversations, 41.13924050632912% of this task's usage)
Task: plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.
Collaboration pattern: learning (34 conversations, 21.51898734177216% of this task's usage)
Task: plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.
Collaboration pattern: task iteration (54 conversations, 34.177215189873415% of this task's usage)
Task: plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
Collaboration pattern: directive (185 conversations, 43.73522458628842% of this task's usage)
Task: plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
Collaboration pattern: learning (15 conversations, 3.546099290780142% of this task's usage)
Task: plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
Collaboration pattern: task iteration (198 conversations, 46.80851063829788% of this task's usage)
Task: plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
Collaboration pattern: directive (174 conversations, 40.37122969837587% of this task's usage)
Task: plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
Collaboration pattern: learning (27 conversations, 6.264501160092808% of this task's usage)
Task: plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
Collaboration pattern: task iteration (204 conversations, 47.33178654292343% of this task's usage)
Task: plan, organize, or direct activities concerned with the construction or maintenance of structures, facilities, or systems.
Collaboration pattern: directive (19 conversations, 45.23809523809524% of this task's usage)
Task: plan, organize, or direct activities concerned with the construction or maintenance of structures, facilities, or systems.
Collaboration pattern: task iteration (17 conversations, 40.47619047619048% of this task's usage)
Task: plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients.
Collaboration pattern: directive (25 conversations, 49.01960784313725% of this task's usage)
Task: plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients.
Collaboration pattern: task iteration (17 conversations, 33.33333333333333% of this task's usage)
Task: plan, prepare, and develop various teaching aids such as bibliographies, charts, and graphs.
Collaboration pattern: directive (25 conversations, 42.3728813559322% of this task's usage)
Task: plan, prepare, and develop various teaching aids such as bibliographies, charts, and graphs.
Collaboration pattern: task iteration (32 conversations, 54.23728813559322% of this task's usage)
Task: plan, supervise, and conduct psychological research and write papers describing research results.
Collaboration pattern: learning (18 conversations, 58.06451612903226% of this task's usage)
Task: portray and interpret roles, using speech, gestures, and body movements, to entertain, inform, or instruct radio, film, television, or live audiences.
Collaboration pattern: directive (189 conversations, 35.86337760910816% of this task's usage)
Task: portray and interpret roles, using speech, gestures, and body movements, to entertain, inform, or instruct radio, film, television, or live audiences.
Collaboration pattern: feedback loop (23 conversations, 4.364326375711575% of this task's usage)