Rankings

Curated views into the data. Each list slices differently to surface distinct insights while the global baseline remains the comparable spine.

All Rankings

Top 25 occupations by AI exposure rank

Roles where AI augments rather than replaces — high exposure + strong human bottlenecks

Occupations with significant AI overlap that are still on shortage or in-demand lists

Occupations with higher AI Exposure Ranks that still appear on official demand lists

Biggest gaps between theoretical AI exposure and observed AI usage from Anthropic data

Lower AI Exposure Ranks with above-median wages

Higher-exposure occupations with the best transition paths to less-exposed alternatives

The vulnerable quadrant — high displacement pressure where even the best adjacent move is a stretch

Highest-paid occupations with higher AI Exposure Ranks

Occupations that changed exposure bands since the last quarterly snapshot

Preview of the highest AI exposure ranks

Roles where AI augments rather than replaces

Lower AI Exposure Ranks with above-median wages