Anthropic/EconomicIndex · Datasets at Hugging Face

task_name stringlengths 21 305	feedback_loop float64 0 0.67	directive float64 0 1	task_iteration float64 0 0.85	validation float64 0 0.71	learning float64 0 0.95	filtered float64 0 1
operate or oversee operation of radiologic or magnetic imaging equipment to produce images of the body for diagnostic purposes.	0	0	0	0	0	1
operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.	0.2	0.230435	0.265217	0	0.291304	0.013043
operate testing equipment, such as heat stress meters, octave band analyzers, motion analysis equipment, inclinometers, light meters, velometers, sling psychrometers, or colormetric detection tubes.	0	0	0	0	0.57377	0.42623
operate typing, adding, calculating, or billing machines.	0	0.608696	0.26087	0	0	0.130435
operate underwater video, sonar, recording, or related equipment to investigate underwater structures or marine life.	0	0	0	0	0	1
optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (seo) or for display and usability on internet-connected devices.	0	0.405488	0.429878	0.060976	0.07622	0.027439
optimize shopping cart experience or web site conversion rates against key performance indicators (kpis).	0	0.269231	0.25641	0	0.320513	0.153846
optimize web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.	0	0	0.489362	0	0	0.510638
organize and display students' work in a manner appropriate for their perceptual skills.	0	0.531532	0.405405	0	0	0.063063
organize and label materials and display students' work.	0	0.496689	0.430464	0	0	0.072848
organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, and storytelling.	0	0.391304	0.42029	0	0	0.188406
organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips.	0	0.586207	0	0	0	0.413793
organize and maintain periodicals and reference materials.	0	0.673913	0	0	0	0.326087
organize and string together raw footage into a continuous whole according to scripts or the instructions of directors and producers.	0	0.589744	0	0	0	0.410256
organize and work with detailed office or warehouse records, maintaining files for each policyholder, including policies that are to be reinstated or cancelled.	0	0.735294	0	0	0	0.264706
organize archival records and develop classification systems to facilitate access to archival materials.	0	0.538462	0	0	0	0.461538
organize collections of books, publications, documents, audio-visual aids, and other reference materials for convenient access.	0	0.483051	0.262712	0	0.237288	0.016949
organize data, and analyze and interpret its authenticity and relative significance.	0	0.388889	0.269841	0	0.174603	0.166667
organize information for publication and for other means of dissemination, such as use in cd-roms or internet sites.	0	0.534778	0.392246	0	0.030787	0.042189
organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology.	0.011742	0.380087	0.456008	0.033778	0.105839	0.012546
organize or engage in interfaith, community, civic, educational, or recreational activities sponsored by or related to religious programs.	0	0	0	0	0	1
organize or work with detailed office or warehouse records, using computers to enter, access, search or retrieve data.	0	0	0	0	0	1
organize production and design of curriculum materials.	0	0.538889	0.427778	0	0	0.033333
organize public exhibits and displays to promote public awareness of diverse and distinctive cultural traditions.	0	0.366197	0.401408	0	0.172535	0.059859
oversee or provide expertise on manufacturing, assembly, or fabrication processes.	0	0	0	0	0	1
oversee the flow of cash or financial instruments.	0	0	0	0	0	1
participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches.	0	0	0	0	0	1
participate in campus and community events, such as giving presentations to the public.	0	0.473684	0.350877	0	0.157895	0.017544
participate in campus and community events.	0	0.403846	0.307692	0	0	0.288462
participate in cultural and literary activities, such as traveling abroad and attending performing arts events.	0	0	0	0	0.661765	0.338235
participate in mediation and dispute resolution.	0	0.294798	0.271676	0	0.196532	0.236994
participate in new product planning or market research, including studying the potential need for new products.	0	0	0	0	0	1
participate in preparation of product usage and precautionary label instructions.	0	0	0	0	0	1
participate in research or testing of computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.	0	0	0	0	0	1
participate in seminars, workshops, or other professional activities to keep abreast of developments in anesthesiology.	0	0	0	0	0	1
participate in student recruitment, registration, and placement activities.	0	0.625	0.1875	0	0	0.1875
participate in the administration of municipal elections, such as preparation or distribution of ballots, appointment or training of election officers, or tabulation or certification of results.	0	0	0	0	0	1
participate in the development or implementation of clinical trial protocols.	0	0	0	0	0	1
participate in the development or implementation of online marketing strategy.	0	0	0	0	0	1
participate in the hiring process by reviewing credentials, conducting interviews, or making hiring decisions or recommendations.	0	0.315217	0.543478	0	0	0.141304
participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.	0	0.363636	0	0	0	0.636364
participate in the preparation of reports or scientific publications.	0	0	0	0	0	1
participate in the recruitment of employees through job fairs, career days, or advertising plans.	0	0.317308	0.5	0	0	0.182692
participate in the research, development, or manufacturing of medicinal and pharmaceutical preparations.	0	0.318681	0.252747	0	0.406593	0.021978
participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.	0	0.67366	0.221445	0	0.037296	0.067599
perform a variety of duties as requested by client, such as obtaining household supplies or running errands.	0	0.560976	0	0	0	0.439024
perform accounting and bookkeeping activities, such as invoicing, maintaining financial records, budgeting, and handling cash.	0	0.320755	0.141509	0	0.386792	0.150943
perform accounting duties, such as bookkeeping, billing customers for services, or maintaining inventories.	0	0.407895	0	0	0.328947	0.263158
perform accounting duties, such as recording daily cash flow, preparing bank deposits, or generating financial statements.	0	0.25	0	0	0.478261	0.271739
perform administrative duties such as serving as department head.	0	0	0	0	0	1
perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence.	0	0	0	0	0	1
perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents.	0	0	0	0	0	1
perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.	0	0.408163	0.489796	0	0	0.102041
perform before live audiences, or in television, radio, or movie productions.	0	0.648649	0	0	0	0.351351
perform bookkeeping duties, such as credits or collections, preparing and sending financial statements or bills, and keeping financial records.	0	0	0	0	0	1
perform clerical duties such as composing, typing and proofreading documents, scheduling appointments and meetings, handling mail and posting public notices.	0	0.5	0	0	0	0.5
perform clerical duties such as typing, proofreading, and sorting mail.	0	0	0	0	0	1
perform complex calculations as part of the analysis and evaluation of data, using computers.	0.086124	0.354067	0.133971	0	0.368421	0.057416
perform computations and apply methods of numerical analysis to data.	0	0	0	0	0	1
perform computer programming, data analysis, or software development for geographic information systems (gis) applications, including the maintenance of existing systems or research and development for future enhancements.	0.272727	0.272727	0.272727	0	0	0.181818
perform cost-benefit analyses to compare operating programs, review financial requests, or explore alternative financing methods.	0	0.369048	0.297619	0	0	0.333333
perform data backups and disaster recovery operations.	0	0.22449	0.193878	0	0.387755	0.193878
perform database verifications, using computers.	0	0	0	0	0.4	0.6
perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.	0	0	0	0	0.435897	0.564103
perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces.	0	0.15873	0.174603	0	0.642857	0.02381
perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.	0.082305	0.452675	0.164609	0	0.259259	0.041152
perform general office duties, such as filing, answering telephones, and handling routine correspondence.	0	0	0	0	0	1
perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.	0.279805	0.214112	0.194647	0	0.255474	0.055961
perform humorous and serious interpretations of emotions, actions, and situations, using body movements, facial expressions, and gestures.	0	0.639752	0	0	0	0.360248
perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.	0.450874	0.111288	0.068203	0.107949	0.241017	0.020668
perform laboratory procedures following protocols including deoxyribonucleic acid (dna) sequencing, cloning and extraction, ribonucleic acid (rna) purification, or gel electrophoresis.	0	0	0	0	0	1
perform mathematical modeling of underground or surface water resources, such as floodplains, ocean coastlines, streams, rivers, or wetlands.	0	0	0	0	0	1
perform monitoring activities to ensure that ships comply with international regulations and standards for life saving equipment and pollution preventatives.	0	0	0	0	0	1
perform narration of productions or present announcements.	0	0	0	0	0	1
perform needs assessments or consult with clients to determine the types of research and information required.	0	0.398148	0.240741	0	0.231481	0.12963
perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.	0	0.385542	0	0	0.421687	0.192771
perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.	0.289809	0.328025	0.184713	0	0.136943	0.06051
perform or direct web site updates.	0	0	0	0	0	1
perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation.	0.078014	0.262411	0.276596	0	0.343972	0.039007
perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (mri), computer tomography (ct), positron emission tomography (pet), nuclear cardiology treadmill studies, mammography, or ultrasound.	0	0	0	0	0	1
perform other adjunctive therapies or treatment techniques in addition to massage.	0	0	0	0	0.457143	0.542857
perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.	0	0	0	0	0	1
perform risk analyses so that appropriate countermeasures can be developed.	0	0.238532	0.362385	0.09633	0.279817	0.022936
perform risk assessments and execute tests of data processing system to ensure functioning of data processing activities and security measures.	0.156989	0.15914	0.101075	0.043011	0.535484	0.004301
perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.	0.160056	0.249561	0.074763	0.02106	0.411723	0.082836
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.	0	0.390244	0.487805	0	0	0.121951
perform securities valuation or pricing.	0	0	0	0	0	1
perform security analyses of developed or packaged software components.	0.106557	0.286885	0.127049	0.106557	0.352459	0.020492
perform spatial analysis and modeling using geographic information system techniques.	0	0	0	0	0	1
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.	0	0	0	0	0.339623	0.660377
perform statistical analysis of environmental data.	0	0	0	0	0	1
perform support duties such as preparing materials, keeping records, maintaining supplies, and scheduling activities.	0	0	0	0	0	1
perform system analysis, data analysis or programming, using a variety of computer languages and procedures.	0.051095	0.118613	0.089416	0	0.687956	0.05292
perform systems analysis and programming tasks to maintain and control the use of computer systems software as a systems programmer.	0	0	0	0	0	1
perform systems analysis or programming of radio frequency identification device (rfid) technology.	0	0	0	0	0	1
photograph objects for documentation.	0	0.49635	0	0	0.218978	0.284672
plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.	0	0.327869	0	0	0.393443	0.278689
plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.	0	0	0	0	0.62069	0.37931
plan and conduct special research projects in area of interest or expertise.	0	0	0.46875	0	0	0.53125
plan and conduct teacher training programs and conferences dealing with new classroom procedures, instructional materials and equipment, and teaching aids.	0	0	0	0	0	1

operate or oversee operation of radiologic or magnetic imaging equipment to produce images of the body for diagnostic purposes.

0

1

operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.

0.2

0.230435

0.265217

0

0.291304

0.013043

operate testing equipment, such as heat stress meters, octave band analyzers, motion analysis equipment, inclinometers, light meters, velometers, sling psychrometers, or colormetric detection tubes.

0

0.57377

0.42623

operate typing, adding, calculating, or billing machines.

0

0.608696

0.26087

0

0.130435

operate underwater video, sonar, recording, or related equipment to investigate underwater structures or marine life.

0

1

optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (seo) or for display and usability on internet-connected devices.

0

0.405488

0.429878

0.060976

0.07622

0.027439

optimize shopping cart experience or web site conversion rates against key performance indicators (kpis).

0

0.269231

0.25641

0

0.320513

0.153846

optimize web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.

0

0.489362

0

0.510638

organize and display students' work in a manner appropriate for their perceptual skills.

0

0.531532

0.405405

0

0.063063

organize and label materials and display students' work.

0

0.496689

0.430464

0

0.072848

organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, and storytelling.

0

0.391304

0.42029

0

0.188406

organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips.

0

0.586207

0

0.413793

organize and maintain periodicals and reference materials.

0

0.673913

0

0.326087

organize and string together raw footage into a continuous whole according to scripts or the instructions of directors and producers.

0

0.589744

0

0.410256

organize and work with detailed office or warehouse records, maintaining files for each policyholder, including policies that are to be reinstated or cancelled.

0

0.735294

0

0.264706

organize archival records and develop classification systems to facilitate access to archival materials.

0

0.538462

0

0.461538

organize collections of books, publications, documents, audio-visual aids, and other reference materials for convenient access.

0

0.483051

0.262712

0

0.237288

0.016949

organize data, and analyze and interpret its authenticity and relative significance.

0

0.388889

0.269841

0

0.174603

0.166667

organize information for publication and for other means of dissemination, such as use in cd-roms or internet sites.

0

0.534778

0.392246

0

0.030787

0.042189

organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology.

0.011742

0.380087

0.456008

0.033778

0.105839

0.012546

organize or engage in interfaith, community, civic, educational, or recreational activities sponsored by or related to religious programs.

0

1

organize or work with detailed office or warehouse records, using computers to enter, access, search or retrieve data.

0

1

organize production and design of curriculum materials.

0

0.538889

0.427778

0

0.033333

organize public exhibits and displays to promote public awareness of diverse and distinctive cultural traditions.

0

0.366197

0.401408

0

0.172535

0.059859

oversee or provide expertise on manufacturing, assembly, or fabrication processes.

0

1

oversee the flow of cash or financial instruments.

0

1

participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches.

0

1

participate in campus and community events, such as giving presentations to the public.

0

0.473684

0.350877

0

0.157895

0.017544

participate in campus and community events.

0

0.403846

0.307692

0

0.288462

participate in cultural and literary activities, such as traveling abroad and attending performing arts events.

0

0.661765

0.338235

participate in mediation and dispute resolution.

0

0.294798

0.271676

0

0.196532

0.236994

participate in new product planning or market research, including studying the potential need for new products.

0

1

participate in preparation of product usage and precautionary label instructions.

0

1

participate in research or testing of computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.

0

1

participate in seminars, workshops, or other professional activities to keep abreast of developments in anesthesiology.

0

1

participate in student recruitment, registration, and placement activities.

0

0.625

0.1875

0

0.1875

participate in the administration of municipal elections, such as preparation or distribution of ballots, appointment or training of election officers, or tabulation or certification of results.

0

1

participate in the development or implementation of clinical trial protocols.

0

1

participate in the development or implementation of online marketing strategy.

0

1

participate in the hiring process by reviewing credentials, conducting interviews, or making hiring decisions or recommendations.

0

0.315217

0.543478

0

0.141304

participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.

0

0.363636

0

0.636364

participate in the preparation of reports or scientific publications.

0

1

participate in the recruitment of employees through job fairs, career days, or advertising plans.

0

0.317308

0.5

0

0.182692

participate in the research, development, or manufacturing of medicinal and pharmaceutical preparations.

0

0.318681

0.252747

0

0.406593

0.021978

participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.

0

0.67366

0.221445

0

0.037296

0.067599

perform a variety of duties as requested by client, such as obtaining household supplies or running errands.

0

0.560976

0

0.439024

perform accounting and bookkeeping activities, such as invoicing, maintaining financial records, budgeting, and handling cash.

0

0.320755

0.141509

0

0.386792

0.150943

perform accounting duties, such as bookkeeping, billing customers for services, or maintaining inventories.

0

0.407895

0

0.328947

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perform accounting duties, such as recording daily cash flow, preparing bank deposits, or generating financial statements.

0

0.25

0

0.478261

0.271739

perform administrative duties such as serving as department head.

0

1

perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence.

0

1

perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents.

0

1

perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.

0

0.408163

0.489796

0

0.102041

perform before live audiences, or in television, radio, or movie productions.

0

0.648649

0

0.351351

perform bookkeeping duties, such as credits or collections, preparing and sending financial statements or bills, and keeping financial records.

0

1

perform clerical duties such as composing, typing and proofreading documents, scheduling appointments and meetings, handling mail and posting public notices.

0

0.5

0

0.5

perform clerical duties such as typing, proofreading, and sorting mail.

0

1

perform complex calculations as part of the analysis and evaluation of data, using computers.

0.086124

0.354067

0.133971

0

0.368421

0.057416

perform computations and apply methods of numerical analysis to data.

0

1

perform computer programming, data analysis, or software development for geographic information systems (gis) applications, including the maintenance of existing systems or research and development for future enhancements.

0.272727

0

0.181818

perform cost-benefit analyses to compare operating programs, review financial requests, or explore alternative financing methods.

0

0.369048

0.297619

0

0.333333

perform data backups and disaster recovery operations.

0

0.22449

0.193878

0

0.387755

0.193878

perform database verifications, using computers.

0

0.4

0.6

perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.

0

0.435897

0.564103

perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces.

0

0.15873

0.174603

0

0.642857

0.02381

perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.

0.082305

0.452675

0.164609

0

0.259259

0.041152

perform general office duties, such as filing, answering telephones, and handling routine correspondence.

0

1

perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.

0.279805

0.214112

0.194647

0

0.255474

0.055961

perform humorous and serious interpretations of emotions, actions, and situations, using body movements, facial expressions, and gestures.

0

0.639752

0

0.360248

perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

0.450874

0.111288

0.068203

0.107949

0.241017

0.020668

perform laboratory procedures following protocols including deoxyribonucleic acid (dna) sequencing, cloning and extraction, ribonucleic acid (rna) purification, or gel electrophoresis.

0

1

perform mathematical modeling of underground or surface water resources, such as floodplains, ocean coastlines, streams, rivers, or wetlands.

0

1

perform monitoring activities to ensure that ships comply with international regulations and standards for life saving equipment and pollution preventatives.

0

1

perform narration of productions or present announcements.

0

1

perform needs assessments or consult with clients to determine the types of research and information required.

0

0.398148

0.240741

0

0.231481

0.12963

perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.

0

0.385542

0

0.421687

0.192771

perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.

0.289809

0.328025

0.184713

0

0.136943

0.06051

perform or direct web site updates.

0

1

perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation.

0.078014

0.262411

0.276596

0

0.343972

0.039007

perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (mri), computer tomography (ct), positron emission tomography (pet), nuclear cardiology treadmill studies, mammography, or ultrasound.

0

1

perform other adjunctive therapies or treatment techniques in addition to massage.

0

0.457143

0.542857

perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.

0

1

perform risk analyses so that appropriate countermeasures can be developed.

0

0.238532

0.362385

0.09633

0.279817

0.022936

perform risk assessments and execute tests of data processing system to ensure functioning of data processing activities and security measures.

0.156989

0.15914

0.101075

0.043011

0.535484

0.004301

perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.

0.160056

0.249561

0.074763

0.02106

0.411723

0.082836

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.

0

0.390244

0.487805

0

0.121951

perform securities valuation or pricing.

0

1

perform security analyses of developed or packaged software components.

0.106557

0.286885

0.127049

0.106557

0.352459

0.020492

perform spatial analysis and modeling using geographic information system techniques.

0

1

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.

0

0.339623

0.660377

perform statistical analysis of environmental data.

0

1

perform support duties such as preparing materials, keeping records, maintaining supplies, and scheduling activities.

0

1

perform system analysis, data analysis or programming, using a variety of computer languages and procedures.

0.051095

0.118613

0.089416

0

0.687956

0.05292

perform systems analysis and programming tasks to maintain and control the use of computer systems software as a systems programmer.

0

1

perform systems analysis or programming of radio frequency identification device (rfid) technology.

0

1

photograph objects for documentation.

0

0.49635

0

0.218978

0.284672

plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.

0

0.327869

0

0.393443

0.278689

plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.

0

0.62069

0.37931

plan and conduct special research projects in area of interest or expertise.

0

0.46875

0

0.53125

plan and conduct teacher training programs and conferences dealing with new classroom procedures, instructional materials and equipment, and teaching aids.

0

1