AI Exposure vs Adaptive Capacity

356 U.S. occupations, covering 95.9% of the workforce. Color shows vulnerability = (1 − Adaptive Capacity) × AI Exposure. Bubble size scales with employment.
Data: Manning & Aguirre (January 2026), replication package t6aguirre/adaptive-capacity-index on GitHub. AC spec: growth-weighted skill & work-activity transferability + log median net liquid wealth + expected worker density + share age 55+ (percentile).
Stories
Employment-weighted Pearson r = (paper reports 0.502). Vulnerability formula and sample size per Figure 1, How Adaptable Are American Workers to AI-Induced Job Displacement? (Jan 2026).