Maintenance engineer
80Very safeEngineering apprenticeship (electrical or mechanical), then a few years on the tools.
See maintenance engineer jobs →Will AI replace quality inspectors?
Partly.
Camera systems and AI vision are taking over visual inspection on production lines.
AI-proof score
46/100
Changing
AI will reshape this job, and fewer people may be needed.
Easy to automateNeeds a human
Our estimate from published research, not a prediction about you or any employer. How we score jobs
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Safer jobs to look at
Realistic moves from quality inspector into work that’s much harder to automate.
Mechanical fitter
85Very safeEngineering apprenticeship (mechanical fitting), usually Level 3.
See mechanical fitter jobs →CNC machinist / setter
51ChangingEngineering apprenticeship (machining), often starting as a machine operator.
See cnc machinist / setter jobs →Why it scores 46
Six ratings feed the score. Four protect a job from AI and two expose it. How we score jobs
- Hands-onProtects
Skilled physical work in the real world
- Unpredictable settingsProtects
Every site, home or patient is different
- Human touchProtects
Trust, care or persuasion face to face
- AccountabilityProtects
Licensed or high-stakes — someone has to sign it off
- Screen-basedExposes
Work done on a computer with text, data or images
- RoutineExposes
Repeatable, rules-based tasks
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