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Data Sources
We rely on a diverse set of trusted sources to ensure accuracy and completeness.
Research & Analysis Firms
- Goldman Sachs — AI economic impact reports, labor market analysis
- McKinsey Global Institute — Workforce transition studies, automation potential estimates
- World Economic Forum (WEF) — Future of Jobs Report, global workforce projections
Financial News & Wire Services
- Reuters — Breaking news on corporate restructuring
- Bloomberg — Financial analysis and layoff reporting
- Wall Street Journal — In-depth corporate coverage
Technology & Business Media
- TechCrunch — Startup and tech industry layoffs
- CNBC — Corporate earnings and workforce news
- BBC — Global labor market coverage
Specialized Trackers
- layoffs.fyi — Comprehensive tech layoff database
Official Filings & Primary Sources
- SEC EDGAR — 10-K, 10-Q, 8-K filings with workforce disclosures
- Company Earnings Calls — Direct management commentary on AI adoption and headcount
- WARN Act Notices — State-level mass layoff notifications