Verdict
Bus Drivers, School and Light Truck Drivers are effectively tied on AI exposure (22 vs 25). Choose on pay, interest and entry cost — not on automation risk.
Transportation
22 /100
Student safety management and route driving involve physical presence and real-time judgment that AI cannot replicate safely.
Full risk profile →Transportation
25 /100
Physical loading, vehicle upkeep, and customer-facing delivery duties anchor this role in the real world beyond current AI.
Full risk profile →| Metric | Bus Drivers, School | Light Truck Drivers |
|---|---|---|
| AI Fear Score | 22/100 | 25/100 |
| Risk band | Resilient | Resilient |
| Automation probability | 22% | 25% |
| LLM task exposure | 22% | 25% |
| Median pay (BLS) | $47,040 | $44,140 |
| US workers | 387,920 | 994,410 |
| Timeline | Automated reporting tools will simplify paperwork, but autonomous school bus operation faces strict liability and safety regulations making meaningful automation unlikely before 2035. | GPS and routing AI already assist navigation; autonomous light trucks are in limited testing but regulatory approval for broad urban deployment is a decade away. |
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: Delivery operations supervisor, Logistics coordinator, Fleet maintenance technician. See the full plan →
They're effectively tied: Bus Drivers, School scores 22/100 and Light Truck Drivers scores 25/100 on our AI exposure scale.
Bus Drivers, School pays more at the median: $47,040 vs $44,140 (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.