ROLEOAK · AI & WORK
Published research shows that exposure varies by the tasks in a job. Explore a small number of evidence-backed examples. This is not a job-loss prediction or personalised employment advice.
Research signal: Strong documented GenAI task exposure
The ILO's 2025 index identifies clerical work among the most exposed groups.
Exception handling, source accuracy, compliance and responsibility for outcomes still matter.
Evidence: ILO 2025 occupational exposure index ↗Research signal: Lower direct exposure in many task measures
The ILO's 2026 brief places manual and care occupations toward the edge of networks of occupations affected by AI shocks.
Physical assistance, relationships, safe decisions and direct responsibility for people cannot be inferred to be replaceable by GenAI.
Evidence: ILO 2026 measurement limitations ↗These descriptions are qualitative summaries of published research, not an official ranking of these individual jobs. No percentages are assigned because occupational exposure does not establish a worker's risk of redundancy or predict hiring decisions. Evidence and job duties differ across countries and employers.
ABOUT YOUR OWN ROLE
Two people with the same title may spend their weeks very differently. Use the editable task explorer to assess your own assumptions, then consider upskilling.
