AI exposure
Engineer: will AI take this job?
35%Mostly safe
AI does the calculations. You sign them. Guess who goes to jail if the bridge falls.
Why
Calculations and drafting speed up; responsibility and real-world constraints stay human.
Where to look next
- Energy and grid infrastructure (huge AI demand)
- Robotics
- Project / site lead
What AI already does
- Calculations and simulations
- Drafting
What stays human
- Real-world constraints
- Signing off safety
- Coordinating teams
Skills worth learning — Industry & agriculture
- Robots and automation
- Maintenance
- Precision technology