AI Impact Analysis · 2026 · 111 Occupations
Not every role is at risk. These 111 occupations score below 40/100 on the JobForesight AI exposure index — meaning current and near-term language models can't reliably automate the core tasks involved.
What makes a job AI-proof? Three things, mostly. Physical presence in unpredictable environments — a plumber crawling under a sink, a paramedic on a stretcher, a glazier on scaffolding. Multi-step social judgement where the cost of being wrong is high — therapists reading between the lines, social workers weighing competing accounts, judges deciding what a reasonable person would do.
And regulated accountability — work where a human has to sign their name to the outcome and answer to a regulator, a court, or a coroner if something goes wrong. Current language models can draft the document; they can't be the licensed person who takes responsibility for it.
The roles below score below 40/100 on the JobForesight exposure index. Most of them combine at least two of those three properties. We've also given each one a time window — because AI-proof today doesn't mean AI-proof in 2030, and we'd rather show you the 5-year horizon honestly than pretend any job is permanently safe.
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