AI exposure

Train driver: will AI take this job?

40%Changing fast
Driverless metros exist. Your train still goes through fields with cows on the track.

Why

Closed metro lines automate well; mainline railways are slower to change.

Where to look next

  1. Stay
  2. Remote train operations
  3. Rail traffic control

What AI already does

  • Speed control and signalling

What stays human

  • Unexpected situations
  • Safety

Skills worth learning — Transport & logistics

  • Logistics software and planning
  • Specialist licences (ADR, heavy loads)
  • Supervising automated fleets

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For fun, not a forecast. Scores are our rough estimates of how much of a job’s tasks AI can already help with, based on the ILO (2025) and Microsoft Research (2025) studies. Exposure usually means the job changes, not that it disappears — the ILO puts about 1 in 4 jobs worldwide in exposed occupations, but only 3.3% in the highest category.