AI exposure

Solar installer: will AI take this job?

5%Safe as houses
AI needs electricity. Electricity needs your roof. You win.

Why

Renewable-energy jobs are among the fastest-growing in the WEF 2025 report — and roofs don’t install themselves.

Where to look next

  1. Stay
  2. Battery storage specialist
  3. Grid / energy project manager

What AI already does

  • System design
  • Yield forecasts

What stays human

  • Roof work
  • Electrical connection

Skills worth learning — Trades & construction

  • Energy: heat pumps, solar, batteries
  • Smart-home and automation
  • Running your own business

Similar jobs

Check another job Play today’s challenge

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.