AI exposure by occupation, O*NET 53-6051.07
Will AI replace Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation?
Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation: AI can already handle 4 of 14 tasks; the work mostly needs an efficient-tier model.
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Every task, scored
The 14 tasks O*NET 30.3 lists for Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation, from most to least exposed. 4 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Issue notices and recommend corrective actions when infractions or problems are found. | Observed | Frontier | |
| Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections. | Estimated | Efficient | |
| Prepare reports on investigations or inspections and actions taken. | Estimated | Efficient | |
| Review commercial vehicle logs, shipping papers, or driver and equipment records to detect any problems or to ensure compliance with regulations. | Estimated | Standard | |
| Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards. | Estimated | Efficient | |
| Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction. | Estimated | Efficient | |
| Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions. | Estimated | Efficient | |
| Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices. | Estimated | Efficient | |
| Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations. | Estimated | Efficient | |
| Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly. | Estimated | Efficient | |
| Conduct visual inspections of emission control equipment and smoke emitted from gasoline or diesel vehicles. | Estimated | Efficient | |
| Conduct vehicle or transportation equipment tests, using diagnostic equipment. | Estimated | No tier | |
| Investigate incidents or violations, such as delays, accidents, and equipment failures. | Estimated | No tier | |
| Investigate complaints regarding safety violations. | Estimated | No tier |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 1 of 14 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 13 of 14. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
An efficient-tier model or lower covers 66% of the role's importance-weighted task work. 80% of the work is something AI can address at some tier, and 20% is hands-on.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 24,500
- Median annual wage
- $92,100
- Middle half of earners
- $58,780 to $108,890
- Projected change, 2024 to 2034
- +1.7%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034. BLS publishes these figures by SOC code, so O*NET occupations that share a SOC code show the same figures.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Transportation Inspectors 80% skill overlap, about 7 months to move Exposure27
- Aviation Inspectors 71% skill overlap, about 10 months to move Exposure27
- Electrical and Electronics Installers and Repairers, Transportation Equipment 69% skill overlap, about 11 months to move Exposure18
- Automotive Service Technicians and Mechanics 67% skill overlap, about 12 months to move Exposure21
- Rail Car Repairers 66% skill overlap, about 12 months to move Exposure19
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation and AI
Will AI replace Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation?
AI already handles 4 of the 14 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 37 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by +1.7% from 2024 to 2034.
What is the AI exposure of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation?
37 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 1 of the 14 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 13 are estimated from each task's O*NET work activity.
Which Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation tasks can AI already do?
The tasks with the highest exposure are: Issue notices and recommend corrective actions when infractions or problems are found; Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections; Prepare reports on investigations or inspections and actions taken. They are three of the 4 tasks that reach 60 or more.
What AI model tier does this role need?
An efficient-tier model or lower covers 66% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation, and what do they earn?
24,500 people in the United States, with a median annual wage of $92,100 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +1.7% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/transportation-vehicle-equipment-and-systems-inspectors-except-aviation
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