Verdict
Automotive Body and Related Repairers and Bus and Truck Mechanics and Diesel Engine Specialists are effectively tied on AI exposure (14 vs 16). Choose on pay, interest and entry cost — not on automation risk.
Installation & Repair
14 /100
Hands-on metalwork, paint matching, and frame straightening resist AI — only the estimate paperwork is automatable.
Full risk profile →Installation & Repair
16 /100
Diesel diagnostics increasingly use AI-assisted scanners, but hands-on repair of heavy mechanical systems remains firmly human.
Full risk profile →| Metric | Automotive Body and Related Repairers | Bus and Truck Mechanics and Diesel Engine Specialists |
|---|---|---|
| AI Fear Score | 14/100 | 16/100 |
| Risk band | Resilient | Resilient |
| Automation probability | 14% | 16% |
| LLM task exposure | 14% | 16% |
| Median pay (BLS) | $51,680 | $60,640 |
| US workers | 155,220 | 287,230 |
| Timeline | AI can streamline estimates and parts lookup now, but the core metal-and-paint craft stays hands-on for at least 15 years. | AI scan tools improve diagnosis speed now, but the wrench-turning and heavy-component work remains hands-on for at least a decade; electrification adds complexity rather than removing jobs. |
For long-tail occupations the two research anchors share a single AI-reviewed exposure estimate — see the methodology.
The usual pivots that reuse your experience while cutting exposure: Fleet maintenance supervisor, Diesel systems instructor, Electric bus/truck technician. See the full plan →
They're effectively tied: Automotive Body and Related Repairers scores 14/100 and Bus and Truck Mechanics and Diesel Engine Specialists scores 16/100 on our AI exposure scale.
Bus and Truck Mechanics and Diesel Engine Specialists pays more at the median: $60,640 vs $51,680 (BLS May 2024).
Scores are estimates, not predictions — two research anchors applied to task mixes, with BLS May-2024 wages and employment. Not career advice.