Research · Insights

Insights from the 88-occupation research

Short, citable notes drawn only from published JR research — the AI Job Risk Index tiers (15 high / 51 moderate / 22 low = 88) and the per-role task pages behind them.

These pages do not invent percentages, testimonials, or unpublished trends. If a claim is not in the Index or a linked role page, it is not here.

AI skills by professionCiteable aggregate of profession clusters, Index tier mixes, and Academy map coverage How the 88 occupations sort into AI exposure tiers15 high · 51 moderate · 22 low — definitions and example roles Durable skills patterns across researched rolesWhat tends to stay human when execution automates — from published task breakdowns Role transition signals in the career graphHigh-intent pivots JR publishes only where both sides of the move have supporting pages

Also: AI Job Risk Index · jobs most & least affected · AI-resilient careers · how scoring works.

Personalize the research

Role pages describe occupations. Your free AI Exposure Score is task-level for your actual work.

Check My AI Exposure — Free