Credits & Data Sources
AI Changing Work relies on publicly available data, peer-reviewed research, and open-source technologies. This page acknowledges every major source that powers the site.
Data Sources
1,016 occupation classifications, task-level data, and skill requirements.
CC BY 4.0Employment projections 2024–34, median wages, and education requirements.
Public DomainAI exposure metrics, economic primitives, and task-level automation data.
Global AI adoption rates, investment data, and policy analysis.
Labor statistics for 38 countries and the AI Policy Observatory.
Global employment trends and the GenAI occupational exposure index.
Research & Publications
Key institutions whose research is cited in our blog content and analysis:
- Brookings Institution — AI labor market meta-analyses
- Dallas Federal Reserve — AI employment and wage data
- PwC — AI Jobs Barometer
- Economic Innovation Group (EIG) — AI jobs counterarguments
- Yale Budget Lab — CPS labor market exposure analysis
- NBER — AI adoption and employment studies
Technology
Open-source technologies used to build this site:
| Project | Role | License |
|---|---|---|
| Next.js | React framework | MIT License |
| PostgreSQL | Database | PostgreSQL License |
| Tailwind CSS | Styling | MIT License |
| shadcn/ui | UI components | MIT License |
| Recharts | Data visualization | MIT License |
| next-intl | Internationalization | MIT License |
| Lucide | Icons | ISC License |
AI Tools
Data analysis, content generation, and translations are performed with the assistance of Anthropic Claude.
Open Data Licenses
We comply with the following data-use terms:
- O*NET data is used under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
- BLS data is in the U.S. Government Public Domain.
- OECD data is used in accordance with the OECD Terms and Conditions. View terms