State of the professions
1,840 UK careers, measured against what AI is already used for. This is the Careermash Exposure Index, edition one: computed live from the same engine as every card, and the ledger below tracks what moved. Nothing here is a prediction.
The distribution
Median exposure across all scored careers is 19; the mean is 23. The spread is the story: most work still measures low, and a hard tail measures very high.
The moats
Of the 1,512 careers with a classified moat:
328 careers hold a real exposure score but no moat classification yet; their cards say so honestly rather than guessing. The register grows only through reviewed evidence, and every change lands in the public ledger.
Most exposed: 72
16 careers share the top measured score.
Least exposed: 4
132 careers share the lowest measured score.
Ties are shown as ties: within a shared score the order is alphabetical because the measurement supports no finer ranking. Full data: open data · careers.json.
Movers
First snapshot taken on 29 Aug 2026. Movers appear when there are two points to compare. We never invent a trend.