Research Library
Research on AI and labor displacement from academics, scientists, economists, AI labs, and policy scholars. All perspectives represented. The outlook gauge reflects the aggregate tone of the research, not editorial balance.
Research Outlook
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Score: 0 = most pessimistic, 100 = most optimistic. The gauge reflects the aggregate tone of the resources in the library, not editorial balance.
Core methodologies
The three published AI exposure methodologies used in our composite scores. Pinned here for quick reference.
How will Language Modelers like ChatGPT Affect Occupations and Industries?
What it measures: AI exposure at the occupation and industry level using an AIOE index that maps AI capabilities to O*NET task descriptions.
What it doesn't: Does not predict actual job losses (displacement) — only task-level exposure. Coverage limited to 774 SOC codes.
GPTs are GPTs: Labor Market Impact Potential of Large Language Models
What it measures: LLM exposure across all O*NET occupations, scoring both exposure with and without access to complementary tools.
What it doesn't: Does not model timing or magnitude of displacement. Exposure scores are proxies, not predictions.
Generative AI and Finance
What it measures: Firm-level and occupation-level exposure to generative AI, using a task-based methodology grounded in O*NET work activities.
What it doesn't: Focused on finance sector; broader generalization requires extrapolation. Does not predict employment outcomes.
Start here: essential reads
Key articles to understand AI's impact on labor — start with these before browsing the full library.
GPTs are GPTs: An Early Analysis of the Labor Market Impact Potential of Large Language Models
The Impact of AI on Developer Productivity: Evidence from GitHub Copilot
Generative AI at Work
Labor Market Effects of AI: Evidence from Occupational Exposure Data
AI and the Transformation of Work
The Future of Work: AI and the Labor Market
AI, Skills, and the Future of Work
Research by indicator
Each dashboard indicator links to the research behind it. The plain-language name is first; the registry ID (used for deep links) is kept as a small secondary label.
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Browse the full library
Recent articles from the research database. The full filterable version — by perspective, theme, citation grade, and occupation — is on the v1 Research Library.
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Press kit
Resources for journalists, researchers, and policymakers.
About the Dashboard
The AI Labor Displacement Dashboard tracks public labor-market data and published AI-exposure research to provide a real-time, evidence-based view of how AI is affecting the US workforce.
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