Datasets:

Anthropic
/

EconomicIndex

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
accept commissions to create music for special occasions.	0	0	0	0	0	1
act as advisers to student organizations.	0	0.382979	0.361702	0	0	0.255319
act as an advocate for farmers or farmers' groups.	0	0	0	0	0	1
act as an intermediary in negotiations between buyers and sellers over property prices and settlement details and during the closing of sales.	0	0.391304	0.434783	0	0	0.173913
act as an intermediary in negotiations between buyers and sellers, generally representing one or the other.	0	0.391304	0.376812	0	0	0.231884
act as liaisons between on-site managers or tenants and owners.	0	0.555556	0	0	0	0.444444
adapt instructional content or delivery methods for different levels or types of learners.	0.010558	0.282051	0.617898	0.018602	0.060332	0.010558
adapt or design computer hardware or software for medical science uses.	0	0	0	0	0	1
adapt software and accompanying technical documents to another language and culture.	0	0	0.444444	0	0	0.555556
adapt teaching methods and instructional materials to meet students' varying needs and interests.	0.014286	0.272222	0.530159	0.03254	0.134921	0.015873
adapt text to accommodate musical requirements of composers and singers.	0	0.582609	0.4	0	0	0.017391
adapt the quantity of ingredients to match the amount of items to be baked.	0	0	0	0	0	1
adapt translations to students' cognitive and grade levels, collaborating with educational team members as necessary.	0	0.585965	0.329825	0	0	0.084211
address employee relations issues, such as harassment allegations, work complaints, or other employee concerns.	0	0	0	0	0	1
address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.	0	0	0	0	0	1
address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.	0.036954	0.342046	0.083371	0.051374	0.436683	0.049572
adjust controls to regulate temperature, pressure, feed, or flow of liquids or gases and times of prescribed reactions, according to knowledge of equipment and processes.	0	0	0	0	0	1
adjust digital files to alter print elements, such as fonts, graphics, or color separations.	0	0.5	0.481481	0	0	0.018519
adjust sales scripts to better target the needs and interests of specific individuals.	0	0	0.531915	0	0	0.468085
adjust, maintain, or repair laboratory equipment such as microscopes.	0	0	0	0	0	1
adjust, repair, or replace malfunctioning components or assemblies, using hand tools or soldering irons.	0	0	0	0	0	1
administer document and system access rights and revision control to ensure security of system and integrity of master documents.	0	0.390805	0.218391	0	0.252874	0.137931
administer highway planning, construction, or maintenance.	0	0	0	0	0	1
administer online purchasing systems.	0	0.322581	0	0	0.290323	0.387097
administer standardized ability and achievement tests and interpret results to determine students' strengths and areas of need.	0	0.439024	0	0	0	0.560976
administer treatments or therapies, such as homeopathy, hydrotherapy, oriental or ayurvedic medicine, electrotherapy and diathermy, using physical agents including air, heat, cold, water, sound, or ultraviolet light to catalyze the body to heal itself.	0	0.19697	0.113636	0	0.643939	0.045455
administer, dispense, or prescribe natural medicines such as food or botanical extracts, herbs, dietary supplements, vitamins, nutraceuticals, and amino acids.	0	0.13369	0.112299	0	0.716578	0.037433
administer, proctor, or score academic or diagnostic assessments.	0	0.551111	0.037778	0.231111	0.117778	0.062222
advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.	0.081633	0.190476	0.05102	0	0.653061	0.02381
advise attorneys, juries, litigants, and court personnel regarding conduct, issues, and proceedings.	0	0	0	0	0.73913	0.26087
advise business or other groups on local, national, or international factors affecting the buying or selling of products or services.	0	0.204082	0.231293	0	0.496599	0.068027
advise client on interior design factors such as space planning, layout and use of furnishings or equipment, and color coordination.	0.168421	0.168421	0.168421	0	0.442105	0.052632
advise clients about proper clothing and shoes.	0	0	0	0	0.75	0.25
advise clients concerning business transactions, claim liability, advisability of prosecuting or defending lawsuits, or legal rights and obligations.	0	0	0	0	0.673913	0.326087
advise clients on financial and legal matters such as investments and taxes.	0	0.137427	0.105263	0	0.701754	0.055556
advise clients on how they could be helped by counseling.	0	0.14741	0.059761	0	0.681275	0.111554
advise clients on market conditions, prices, mortgages, legal requirements and related matters.	0.046322	0.190736	0.228883	0	0.490463	0.043597
advise clients on nail care and use of products and colors.	0	0	0	0	0	1
advise clients or community groups on issues related to improving general health, such as diet or exercise.	0	0	0	0	0.59375	0.40625
advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.	0	0.244186	0.209302	0	0.453488	0.093023
advise corporations on issues involving corporate image projects or problems.	0	0.215909	0.284091	0.261364	0.204545	0.034091
advise customer about or perform maintenance of software system.	0	0	0	0	0.673077	0.326923
advise customers concerning equipment operation, maintenance, or programming.	0	0	0	0	0	1
advise customers of necessary actions and strategies for debt repayment.	0	0.266667	0	0	0.416667	0.316667
advise customers on plant selection or care.	0	0	0	0	0.772727	0.227273
advise customers on product usage to improve production.	0	0	0	0	0	1
advise customers on use and care of merchandise.	0	0	0	0	0.567568	0.432432
advise farm groups or growers on land preparation or livestock care techniques that will maximize the quantity and quality of production.	0	0	0	0	0	1
advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.	0	0	0	0	0.390244	0.609756
advise farmers or growers of development programs or new equipment or techniques to aid in quality production.	0	0.255474	0.291971	0	0.364964	0.087591
advise food service managers and organizations on sanitation, safety procedures, menu development, budgeting, and planning to assist with the establishment, operation, and evaluation of food service facilities and nutrition programs.	0	0	0	0	0	1
advise internal management or business partners on the implementation or operation of compliance programs.	0	0	0	0	0.794872	0.205128
advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.	0	0	0	0	0	1
advise management concerning personnel, managerial, and marketing policies and practices and their potential effects on organizational effectiveness and efficiency.	0	0.12963	0.240741	0	0.537037	0.092593
advise management on matters related to the administration of contracts or employee discipline or grievance procedures.	0	0	0	0	0	1
advise management on organizing, preparing, or implementing recruiting or retention programs.	0	0	0	0	0	1
advise management on short-term and long-term financial objectives, policies, and actions.	0	0	0	0	0.607143	0.392857
advise management on such matters as equal employment opportunity, sexual harassment and discrimination.	0	0	0	0	0	1
advise management regarding customer satisfaction, product performance, or suggestions for product improvements.	0	0.303371	0.224719	0	0.325843	0.146067
advise managers and employees on state and federal employment regulations, collective agreements, benefit and compensation policies, personnel procedures and classification programs.	0	0	0	0	0.6	0.4
advise managers on organizational policy matters such as equal employment opportunity and sexual harassment, and recommend needed changes.	0	0.298246	0.298246	0	0.385965	0.017544
advise or assist in obtaining patents or meeting other legal requirements.	0	0.147239	0.141104	0	0.625767	0.08589
advise or consult with individuals and institutions regarding issues such as the historical authenticity of materials or the customs of a specific historical period.	0.025641	0.214178	0.104072	0.051282	0.565611	0.039216
advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.	0	0.159864	0.139456	0	0.646259	0.054422
advise participants in use of heat or ultraviolet treatments and hot baths.	0	0	0	0	0.888889	0.111111
advise patients about recommended courses of treatment.	0	0	0	0	0	1
advise patients about therapeutic exercise and nutritional medicine regimens.	0	0	0	0	0.744681	0.255319
advise patients and community members concerning diet, activity, hygiene, and disease prevention.	0	0	0	0	0.879121	0.120879
advise patients and their families on nutritional principles, dietary plans and diet modifications, and food selection and preparation.	0.028945	0.099907	0.079365	0	0.771242	0.020542
advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.	0	0	0	0	0.954545	0.045455
advise personnel about traffic problems, such as construction areas, accidents, congestion, weather conditions, or other hazards.	0	0	0	0	0.655172	0.344828
advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.	0	0.1875	0.273438	0	0.4375	0.101563
advise producers about improved products and techniques that could enhance their animal production efforts.	0	0	0	0	0.413043	0.586957
advise project teams on subjects such as premarket regulatory requirements, export and labeling requirements, or clinical study compliance issues.	0	0	0	0	0.808219	0.191781
advise students on academic and vocational curricula and on career issues.	0	0.177966	0.258475	0	0.419492	0.144068
advise students on academic and vocational curricula, and on career issues.	0	0.238636	0.215909	0	0.420455	0.125
advise students on academic and vocational curricula, career issues, and laboratory and field research.	0	0	0	0	0	1
advise students on internships, prospective employers, and job placement services.	0	0	0.384615	0	0	0.615385
advise students on issues such as course selection, progress toward graduation, and career decisions.	0	0	0	0	0	1
advocate for accessible health care that minimizes environmental health risks.	0	0	0	0	0.470588	0.529412
advocate for patients' and families' needs, or provide emotional support for patients and their families.	0	0	0	0	0	1
advocate for sustainability to community groups, government agencies, the general public, or special interest groups.	0	0	0	0	0	1
align, adjust, or calibrate equipment according to specifications.	0	0.181818	0.198347	0	0.429752	0.190083
allocate print space for story text, photos, and illustrations according to space parameters and copy significance, using knowledge of layout principles.	0	0.554545	0.390909	0	0	0.054545
analyze a script, noting events that affect each character's appearance, so that plans can be made for each scene.	0	0.262295	0.163934	0	0.352459	0.221311
analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.	0	0.346154	0.307692	0	0.221154	0.125
analyze and characterize user experiences and institutional settings to assist consumer product developers, technology developers, and software engineers with the design of innovative products and services.	0	0.294118	0.485294	0	0	0.220588
analyze and classify risks and investments to determine their potential impacts on companies.	0.075419	0.23743	0.195531	0.067039	0.413408	0.011173
analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.	0	0	0.37037	0	0.351852	0.277778
analyze and evaluate patient data or test findings to diagnose nature or extent of mental disorder.	0	0	0	0	0.555556	0.444444
analyze and evaluate robotic systems or prototypes.	0	0	0	0	0.42623	0.57377
analyze and evaluate security operations to identify risks or opportunities for improvement through auditing, review, or assessment.	0.068528	0.238579	0.14467	0.101523	0.360406	0.086294
analyze and implement engineering designs for producing electronic devices and systems and microprocessor-based control applications, applying principles of mathematics, digital signal processing, network analysis, and computer engineering.	0	0	0	0	0	1
analyze and interpret data to increase the understanding of human social behavior.	0.037594	0.37594	0.26817	0.0401	0.255639	0.022556
analyze and interpret news and information received from various sources to broadcast the information.	0	0	0	0	0	1
analyze and interpret patient, nursing, or information systems data to improve nursing services.	0	0.266667	0.325	0	0.275	0.133333
analyze and interpret patients' histories, symptoms, physical findings, or diagnostic information to develop appropriate diagnoses.	0.038685	0.27853	0.042553	0.05029	0.576402	0.01354
analyze and interpret results from tests such as microbial or parasite tests, urine analyses, hormonal assays, fine needle aspirations (fnas), and polymerase chain reactions (pcrs).	0.100796	0.265252	0.074271	0.058355	0.472149	0.029178
analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.	0	0.385714	0.4	0	0	0.214286
analyze and recommend chemical, biological, or other wastewater treatment methods to prepare water for industrial or domestic use.	0	0	0	0	0.468085	0.531915

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The Anthropic Economic Index

Overview

The Anthropic Economic Index provides insights into how AI is being incorporated into real-world tasks across the modern economy.

Data Releases

This repository contains multiple data releases, each with its own documentation:

2025-02-10 Release: Initial release with O*NET task mappings, automation vs. augmentation data, and more
2025-03-27 Release: Updated analysis with Claude 3.7 Sonnet data and cluster-level insights

Resources

License

Data released under CC-BY, code released under MIT License

Contact

For inquiries, contact [email protected] or [email protected]. We invite researchers to provide input on potential future data releases using this form.

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Models trained or fine-tuned on Anthropic/EconomicIndex