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Color scheme

Exposure by outlook

Research & data

Based on AI Exposure of the US Job Market (Karpathy). Occupations: BLS OOH. Exposure metrics: LLM scores (Gemini Flash); Anthropic/EconomicIndex (observed usage); Felten et al. AIOE (occupation-level); ILO WP140 (task-based, ISCO–SOC); county map: Felten AIGE. Labor market impacts of AI (Massenkoff & McCrory, 2026).
© 2026, Todd Brous