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

V4.1 structural score · 2024 wages · Q4 2025 full live monitor · 562 occupations · 88 roles

Latest official labour release: MOM Labour Market Report Q4 2025 (2026-03-20)

Made by Kirill So · Built with Claude & GPT
MIT Licensed · Open Source · Structural release V4.1 · Updated 2026-03-20