Quarterly Movers
Frozen snapshot-to-snapshot changes in structural risk. These are real scoring deltas — not monitor fluctuations or outlook shifts.
Current snapshot
occupations-v7-2026-07.json
generated 16 Jul 2026
Previous snapshot
occupations-v7-2026-06.json
frozen comparison anchor
Band movers
0
occupations that changed risk band
Top Risers
Occupations with the largest increase in relative AI exposure since the previous frozen snapshot.
No upward movers in the current comparison set.
Top Fallers
Occupations with the largest decrease in relative AI exposure since the previous snapshot.
No downward movers in the current comparison set.
Band Changes
0No occupations changed risk bands in this snapshot pair.
Demand Changes
0New official demand entries
No new shortage / in-demand matches in this snapshot pair.
Removed demand entries
No removals from shortage / in-demand lists in this snapshot pair.
Frequently asked questions
Why do AI exposure ranks change between releases?
Scores shift when underlying data sources update - new demand signal lists, revised exposure indices, or changes to the scoring methodology between model versions.
What does a band change mean for my occupation?
A band change, such as Moderate to High, means the occupation crossed a structural threshold. It reflects a meaningful shift in the balance between AI exposure, human bottlenecks, and market demand.