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ObservedIndustry, Economy & CapitalNow
Clerical work remains highly exposed
Clerical occupations remain the most exposed group because many tasks are language-based, standardised and digitally represented. Exposure still does not determine whether employers automate, augment or redesign them.
International Labour Organization20 May 2025Reviewed 26 July 2026
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
Clerical occupations remain the most exposed group because many tasks are language-based, standardised and digitally represented. Exposure still does not determine whether employers automate, augment or redesign them.
FUURAA interpretation
Why this could matter
Transition plans should begin with clerical workflows while protecting accuracy, appeal and employment pathways.
How to read this signal
Documented development
The underlying event, report or finding has been published. Its future consequences may still be uncertain.
