AI use and occupationsFatih Kansoy ↗
Occupation observations April–May 2026Five observation windows Definitions
Occupational allocation

AI activity beside employment.

Allocate published activity to international and UK occupations, keeping the national total and the uncertain links visible.

Method and assumptionsComplete dataset

Where is published activity concentrated?

A point above the diagonal has more allocated activity than its share of employment. Select a dot to inspect its occupation, allocation range and employment date. These compare two populations: consumer activity and official employment.

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What the range means

The lower and upper values allow any split among an occupation’s permitted destination links. They describe mapping ambiguity for the published source values. They are not confidence intervals and do not include the unpublished remainder. Different occupations cannot generally reach all their upper values at once.

What the accounting preserves

Allocated activity plus unmatched activity equals the original published occupation total. The remainder outside that published total stays separate. Filtering the table does not rescale any share. Employment is never used to choose the allocation weights.

Inspect every allocation weight · Inspect every conservation check