AI Work Index

Best Transition Paths

For high-risk occupations, these are the most feasible transitions to lower-risk alternatives. Scores combine archetype similarity, skill overlap, wage preservation, demand strength, and risk improvement.

Structural AI exposure scores, not employment predictions. Methodology

V3.1 · 2024 wages · Q3 2025 full + Q4 2025 advance labour data · 562 occupations · 80 roles