Datasets
Showing 114 of 114 datasets
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Agarwal Radiology AI
Experimental AI usage evidence
MIT; Harvard University; Stanford University
Diagnostic accuracy; belief updating; AI prediction usage; contextual information effects
2023
Anthropic Economic Index
AI usage "In the wild"
Anthropic
AI usage patterns at task level, automation vs augmentation ratios, task success rates, scope of impact
2024-present
APEX
AI benchmarking
Mercor
AI task completion quality; expert-level comparison; productivity measurement across professional domains
2025-present
Bono Security Copilot IT Admins
Experimental AI usage evidence
Microsoft
Task accuracy; completion time; user satisfaction; relevant facts identified
2024
Brynjolfsson Customer Service AI
Experimental AI usage evidence
MIT; Stanford University
Issues resolved per hour; customer sentiment; employee retention; call quality
2020-2021
Brynjolfsson et al. (2018)
AI exposure measure
MIT; Carnegie Mellon University
SML scores (1-5 scale); 21-question rubric; crowdsourced ratings; task-level ML suitability
2018
Butler Microsoft Dear Diary
Experimental AI usage evidence
Microsoft
Perception changes; tool usefulness; job satisfaction; daily productivity; coding metrics
2024
Chang Chatbot Information Retrieval
Experimental AI usage evidence
Academic institution
Information retrieval effectiveness; task completion; user satisfaction; service quality
2024
Chen-Chan Ad Copywriting
Experimental AI usage evidence
Not specified
Advertisement effectiveness; copywriting quality; feedback incorporation
2023
Choi-Monahan-Schwarcz Legal AI
Experimental AI usage evidence
University of Southern California; University of Minnesota
Task completion time; work quality; productivity; satisfaction ratings
2023
Coursera Global Skills Report
Survey on AI adoption
Coursera
Skill proficiency; course enrollments; GenAI adoption; micro-credential completion; demographic characteristics
2019-present
Coursera Job Skills Report
Survey on AI adoption
Coursera
Fastest-growing skills; AI skill demand; course enrollment trends; business priorities
2022-present
Cui Multi-Company Developers
Experimental AI usage evidence
Microsoft; Accenture; Fortune 100 Company; MIT; Princeton
Pull requests completed; builds; commits; task completion rates; adoption rates
2023-2024
Dallas Fed TBOS AI Module
Survey on AI adoption
Federal Reserve Bank of Dallas
AI adoption; generative AI usage; productivity impacts; employment effects; implementation challenges; business benefits
2018; 2024-present
Dell'Acqua BCG Consultants
Experimental AI usage evidence
Harvard Business School; University of Pennsylvania; Boston Consulting Group
Task completion rate; work quality; task speed; AI integration patterns
2023
Dell'Acqua P&G Cybernetic Teammate
Experimental AI usage evidence
Harvard Business School; University of Pennsylvania; ESSEC Business School; Procter & Gamble
Innovation quality; task performance; emotional engagement; cross-functional collaboration; expertise sharing
2024
Doshi-Hauser Creative Writing
Experimental AI usage evidence
UCL; University of Exeter
Story creativity ratings; novelty; usefulness; writing quality; collective diversity
2023
Eloundou et al. (2023)
AI exposure measure
OpenAI; University of Pennsylvania
Task exposure scores (0-1 scale); human and GPT-4 ratings; 50% time reduction threshold; complementary tool exposure
2023
Epoch AI Compute Trends
AI capability tracking
Epoch AI
Training compute (FLOP); model parameters; dataset size; training cost; hardware used
2010-present
Felten et al. (2021)
AI exposure measure
Princeton University; NYU Stern; Wharton
AIOE scores; 10 AI applications; 52 human abilities; crowdsourced relatedness ratings; AIIE industry scores; AIGE county scores
2018-2020
FinQA
AI benchmarking
University of California Santa Barbara; Salesforce Research; Carnegie Mellon University
Financial reasoning accuracy; numerical computation; multi-step reasoning over financial documents
2021-present
Fiverr Freelance Economic Impact
Survey on AI adoption
Fiverr
Freelance earnings; skills demand; AI adoption; client relationships; business growth; satisfaction metrics
2023-present
Gallup AI Survey
Survey on AI adoption
Gallup
AI usage frequency; workplace AI adoption; preparedness for AI; job impact perceptions; organizational AI strategy awareness
2023-present
GDPval
AI benchmarking
OpenAI
Task completion quality relative to human experts; cost comparison; time savings; deliverable accuracy across professional occupations
2025
GitHub Innovation Graph
AI capability tracking
GitHub
Git pushes; new repositories; developers; organizations; programming languages
2023-present
Hampole et al. (2025)
AI exposure measure
Northwestern University; Yale University; University of Minnesota; Federal Reserve Bank of Minneapolis
Task-level AI exposure scores; mean exposure; dispersion of exposure; employment effects; wage effects; firm productivity measures
2010-2023
HIMSS Healthcare AI Survey
Survey on AI adoption
Healthcare Information and Management Systems Society; WebMD Medscape
AI adoption by healthcare function; workforce impact; implementation challenges; productivity effects; ethical concerns; patient outcomes
2024-present
HumanEval
AI benchmarking
OpenAI
Code generation accuracy; functional correctness; programming capability
2021-present
ILO Global AI Exposure Index
AI exposure measure
International Labour Organization; Poland's National Research Institute (NASK)
GenAI exposure scores; automation risk gradients; task-level automation potential; exposure by gender and income level
2023; 2025 (refined)
LegalBench
AI benchmarking
Stanford University; University of Chicago; Harvard
Legal reasoning accuracy; IRAC framework performance; issue-spotting; rule application
2023-present
LLMArena/Chatbot Arena
AI usage "In the wild"
LMSYS (UC Berkeley, UC San Diego, CMU)
Conversation content, pairwise preferences, model comparisons, Elo ratings, user votes, language detection
2023-present
McKinsey Global AI
Survey on AI adoption
McKinsey & Company
AI adoption by business function; generative AI usage; AI investment; performance impact; risk management; hiring patterns
2018-present
MedQA
AI benchmarking
Multiple institutions
Medical knowledge accuracy; clinical reasoning; diagnostic capability
2020-present
Menlo Consumer AI Survey
Survey on AI adoption
Menlo Ventures
Consumer AI usage; spending patterns; adoption barriers; application categories; demographic patterns
2024-present
METR Open-Source Developers
Experimental AI usage evidence
METR
Task completion time; productivity measures; developer perceptions; objective vs subjective performance
2025
Microsoft 6-Month Cross-Industry
Experimental AI usage evidence
Microsoft; University of Chicago; Northwestern University; Harvard University
Time allocation patterns; email time; meeting time; document creation speed; behavior changes
2024
Microsoft Copilot Study
AI usage "In the wild"
Microsoft Research
Work activity classifications, task success rates, scope of impact, user satisfaction (thumbs up/down), AI applicability scores
2024
Microsoft Work Trend Index
Survey on AI adoption
Microsoft; Edelman Data x Intelligence
AI adoption patterns; productivity metrics; skill requirements; digital debt measures; meeting efficiency; workplace technology use
2021-present
MMLU
AI benchmarking
UC Berkeley; University of Chicago; New York University
Professional knowledge accuracy; reasoning capability; domain expertise across 57 subjects
2020-present
Noy-Zhang ChatGPT Writing
Experimental AI usage evidence
MIT; University of Pennsylvania
Writing task completion time; output quality; productivity measures; job satisfaction
2023
OECD AI Skills Demand
Survey on AI adoption
Organisation for Economic Co-operation and Development
AI skill requirements; job posting trends; skill demand patterns; geographic distribution
2020-2024
OECD AI Surveys
Survey on AI adoption
Organisation for Economic Co-operation and Development
AI adoption in workplace; AI impact on jobs; skill requirements; training needs; productivity effects
2023-present
OpenRouter
AI usage "In the wild"
OpenRouter Inc.
Daily token usage by model, app-specific demand patterns, pricing data, model adoption curves
2025-present
OPM AI Job Analysis
Survey on AI adoption
Office of Personnel Management
AI competencies; skill requirements; job tasks; training needs; career development pathways
2024-present
Peng GitHub Copilot Lab
Experimental AI usage evidence
Microsoft; GitHub
Task completion time; task success rate; coding efficiency
2023
Pew Research AI
Survey on AI adoption
Pew Research Center
ChatGPT usage; AI awareness; attitudes toward AI; job impact expectations; demographic characteristics
2023-present
Real-Time Population Survey
Survey on AI adoption
Harvard Kennedy School; Vanderbilt University
Generative AI usage; task applications; usage intensity; demographic characteristics; employment status; occupation
2024-present
Schwarcz AI-Powered Lawyering 2025
Experimental AI usage evidence
University of Minnesota; University of Michigan; Centre for Governance of AI
Task completion time; work quality; analytical depth; hallucination rates; productivity metrics
2025
Stack Overflow Survey
Survey on AI adoption
Stack Overflow
AI tool usage; programming language preferences; development workflow; job satisfaction; AI sentiment and trust
2011-present (AI questions since 2023)
Stanford HAI AI Index
AI capability tracking
Stanford HAI
AI R&D metrics; private investment ($109B US in 2024); adoption rates; policy tracking; technical performance benchmarks; public opinion
2017-present
SWE-bench
AI benchmarking
Princeton University; Stanford University; UW
Code generation accuracy; functional correctness; repository navigation; debugging capability
2023-present
UK EEF Teachers ChatGPT
Experimental AI usage evidence
Education Endowment Foundation; Bain & Company
Lesson preparation time; perceived time burden; tool usage frequency; task completion
2024
UK Government M365 Copilot
Experimental AI usage evidence
UK Government Digital Service
Time savings; task completion efficiency; user satisfaction; adoption rates by application
2024
Upwork Freelance Forward
Survey on AI adoption
Upwork Inc.; Edelman Data & Intelligence
AI usage patterns; freelancing growth; earnings; demographics; skill demand; industry trends
2014-present
Upwork Future Workforce Index
Survey on AI adoption
Upwork Research Institute
AI proficiency; productivity metrics; skill development; earnings comparison; adoption patterns
2024-present
Webb (2019)
AI exposure measure
Stanford University
Patent-task text similarity scores; noun-verb pair overlap; automation exposure indices
2010-2018
WEF Future of Jobs Report
Survey on AI adoption
World Economic Forum
Job creation/destruction forecasts; skills demand; AI adoption; automation plans; workforce transformation strategies; reskilling investments
2016-present
WildChat
AI usage "In the wild"
Allen Institute for AI
Conversation content, user demographics, language detection, toxicity flags, timestamps
2023
Yilmaz Programming Education
Experimental AI usage evidence
Academic institution
Computational thinking skills; programming self-efficacy; motivation; coding effectiveness
2023
Yu Freelancer M365 Copilot
Experimental AI usage evidence
Microsoft; University of Chicago; Northwestern University; New York University
Bidding behavior; job selection; completion times; earnings; project quality ratings
2024-2025
Ziegler GitHub Productivity
Experimental AI usage evidence
GitHub; Microsoft
Productivity perceptions; coding efficiency; user satisfaction; adoption patterns
2022
ABS
Core firm survey
Census Bureau; National Science Foundation
Technology use, innovation, IP, R&D, business characteristics, demographics of business owners
2017-present
ACS
Core labor force survey
Census Bureau
Income, occupation, industry, education, demographics, commuting, health insurance
2000-present
ADP Research Institute
Other supplemental data
ADP Research Institute
Wages; hiring; separations; hours worked; workforce flows; pay growth; job tenure
2010-present
AIES
Core firm survey
Census Bureau
Business characteristics; technology use; AI adoption; innovation; R&D; workforce demographics
2025-present
BEA Regional
Geographic data
Bureau of Economic Analysis (BEA)
GDP, personal income, employment by industry, wages and salaries, proprietors' income
1969-present
BLS Contingent Worker Supplement
Core labor force survey
Bureau of Labor Statistics; Census Bureau
Alternative work arrangements; gig work; platform-mediated work; job tenure; benefits access; multiple job holding
1995; 1997; 1999; 2001; 2005; 2017; 2023
BLS Employment Projections (AI module)
Employment projections
Bureau of Labor Statistics
Projected employment by occupation; AI impact adjustments; skills requirements; growth rates
2024-2034 projection cycle
BTOS
Core firm survey
Census Bureau
Business activity, supply chain, prices, staffing, AI adoption, work from home
2022-present
CBP
Core firm survey
Census Bureau
Establishments, employment, payroll by detailed industry and geography
1986-present
CES
Core firm survey
Bureau of Labor Statistics
Nonfarm payroll employment, hours, earnings by industry
1939-present
Consumer Expenditure Survey
Other supplemental data
Bureau of Labor Statistics; Census Bureau
Technology spending; computer equipment; software; internet services; digital subscriptions; household expenditures
1980-present
CPS
Core labor force survey
BLS & Census
Employment status, occupation, industry, wages, hours, demographics, union status
1940-present
DWS
Core labor force survey
BLS & Census
Job displacement characteristics, reemployment status, tenure, advance notice, reason for job loss, earnings changes
1984-present
ECEC
Core firm survey
Bureau of Labor Statistics
Wages, benefits costs by occupation and industry
1986-present
FEVS
Core labor force survey
Office of Personnel Management
Job satisfaction; employee engagement; leadership trust; organizational culture; workplace conditions; technology use
2002-present
Glassdoor Economic Research
Job posting data
Glassdoor
Salaries, company ratings, job postings, interview experiences, employer reviews
2008-present
GSS
Educational data
National Center for Science and Engineering Statistics (NCSES); National Institutes of Health (NIH)
Graduate enrollment by field, postdoc appointments, demographics, funding sources, nonfaculty researchers
1972-present
Indeed Hiring Lab
Job posting data
Indeed
Job postings index, wage growth, remote work rates, hiring trends
2004-present
IPEDS
Educational data
National Center for Education Statistics (NCES)
Enrollment, completions, graduation rates, finances, staff demographics, student aid, tuition and fees
1980-present
JOLTS
Core firm survey
Bureau of Labor Statistics
Job openings, hires, quits, layoffs, separations by industry
2000-present
LAUS
Geographic data
Bureau of Labor Statistics (BLS); State workforce agencies
Employment, unemployment, labor force, unemployment rate
1976-present
LEHD
Core firm survey
Census Bureau
Job flows, earnings, employment dynamics, worker characteristics
1990s-present
Lightcast (formerly Burning Glass)
Job posting data
Lightcast
Job titles, skills required, wages, duration, location, employer, education requirements
2007-present
LinkedIn Economic Graph
Job posting data
Skills, job transitions, hiring rates, migration patterns, career pathways
2008-present
LinkedIn Workforce Report
Other supplemental data
Hiring rates; migration patterns; skills gaps; industry growth; talent pools
2017-present
MBO Partners Independent Workers
Core labor force survey
MBO Partners
Independent work patterns; earnings; demographics; work arrangements; client relationships; business growth
2011-present
Metro Employment
Geographic data
Bureau of Labor Statistics (BLS); State workforce agencies
Employment, unemployment, labor force, unemployment rate, nonfarm payroll employment
1990-present
NLS
Core labor force survey
BLS
Labor market history, education, family, health, program participation
1966-present
NSCG
Educational data
National Center for Science and Engineering Statistics (NCSES); U.S. Census Bureau
Employment status, wages, work activities, demographics, degree field, job satisfaction, career history
1993-present
OES/OEWS
Core firm survey
BLS
Employment levels, mean/median wages, wage percentiles
1988-present
PSID
Core labor force survey
University of Michigan
Income, employment, wealth, health, family dynamics
1968-present
QCEW
Core firm survey
Bureau of Labor Statistics
Employment, wages, establishments by detailed industry and geography
1975-present
Revelio Labs
Other supplemental data
Revelio Labs
Workforce composition; hiring and attrition flows; skills; job postings; salary data; company headcount trends
2008-present
SDR
Educational data
National Center for Science and Engineering Statistics (NCSES); NORC at University of Chicago
Career paths, earnings, employment sector, research activities, demographics, job satisfaction, retirement patterns
1973-present
SED
Educational data
National Center for Science and Engineering Statistics (NCSES); RTI International
Demographics, funding sources, educational debt, post-graduation plans, field of study
1957-present
SIPP
Core labor force survey
Census Bureau
Monthly income, employment transitions, program participation, wealth, health insurance
1984-present
UI Wage Records
Other supplemental data
Bureau of Labor Statistics; State agencies
Quarterly wages; employer ID; employment transitions; industry
Varies by state (most 1990s-present)
WIOA PIRL
Geographic data
Employment and Training Administration (ETA); U.S. Department of Labor
Participant demographics, services received, employment outcomes, wages, training programs
2015-present
ZipRecruiter Job Market Reports
Other supplemental data
ZipRecruiter
Job posting volume; wage trends; hiring demand; skills requirements; remote work patterns
2019-present
ATUS
Skills, activities or tasks data
Bureau of Labor Statistics; Census Bureau
Time allocation across activities; work hours; leisure time; household production; care activities
2003-present
Compustat
Proxy for AI adoption
S&P Global
Financial statements; stock prices; company fundamentals; industry classifications; geographic segments
1962-present
CPS Computer Use
Other supplemental data
Census Bureau; NTIA
Computer access; internet use; device types; online activities; digital skills; barriers to use
1984-present (sporadic)
Expertise
Other supplemental data
Massachusetts Institute of Technology
Expertise requirements; task removal and addition; wage effects; employment effects
1980s-2020s
Google Trends
Proxy for AI adoption
Search volume index; related queries; geographic distribution; temporal trends
2004-present
H-1B LCA
Other supplemental data
Department of Labor (OFLC)
Employer name; job title; wage; SOC occupation; NAICS industry; filing date; decision status
2001-present
Harte Hanks
Proxy for AI adoption
Harte Hanks
Company information; technology adoption; IT infrastructure; employee counts; contact information
Not found
IFR Industrial Robots
Administrative/institutional
International Federation of Robotics
Industrial robot stock; robot shipments; robot density per worker; sector breakdown
1993-present
NCSL Occupational Licensing Database
Other supplemental data
National Conference of State Legislatures; Council of State Governments; National Governors Association
Licensing requirements; education requirements; examination requirements; fees; training hours; experience requirements
2017-present
O*NET
Skills, activities or tasks data
Department of Labor (ETA)
Knowledge; skills; abilities; tasks; work activities; work context; education requirements; work values
2001-present
PIAAC
Skills, activities or tasks data
OECD; NCES
Literacy; numeracy; problem solving in technology-rich environments; skills use at work; demographics; employment status
2012; 2015; 2017; 2023
PitchBook AI/ML Data
Proxy for AI adoption
PitchBook
Investment amounts; deal valuations; funding stages; company characteristics; investor information; exit data
2015-present
USPTO Patent
Proxy for AI adoption
United States Patent and Trademark Office
Patent number; filing date; grant date; inventor; assignee; classification codes; citations
1976-present
WIOA Performance
Other supplemental data
Department of Labor (ETA)
Demographics; services received; employment outcomes; wages; education completion; job placement
2015-present