How AI is repricing
professional roles.

Each role's skill mix, mapped to the AI frontier. Where AI commoditizes the work, a role's scarcity sinks; where it amplifies the holder, they rise. 78 roles, ranked by net pressure.

AI exposure of professional roles: each role's skill mix mapped to AI-exposure verdicts (commoditize / mixed / amplify / durable). Indicative assessment, not measurement; no population figures. Only roles with solid skill coverage are shown. Bands: Most exposed (net ≥ +15), Exposed (+5 to +14), Balanced (−4 to +4), Resilient (≤ −5).

How the 9 families were found. Roles are grouped by similarities in their skill mixes, not by any designed category scheme. Each role is represented only by the skills associated with it in this edition — job titles, team structure and exposure scores play no part in the grouping. We measure how much each pair of role skill mixes overlap, link every role to its closest neighbours, and let community detection find the families that emerge; the nine families are exactly what came out, and no role was moved by hand. Only the family names are ours, written in everyday words to say what the work is.