AI exposure: Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation
Inspect and monitor transportation equipment, vehicles, or systems to ensure compliance with regulations and safety standards.
Reading this score
computedAt 21.0% of weighted task load, Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation sits at the 38th percentile, below the point where a job's centre of gravity has moved. 58.2% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is verification cost. Across this occupation's 20 tasks it averages 2.00 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Issue notices and recommend corrective actions when infractions or problems are found, at 50.0%. The least is Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections, at 0.0%. A gap of 50.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within transportation and material moving occupations, this one is less exposed than the median of 24.3% across the group's 52 roles, with 31 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 20 tasks, 6 are currently banded exposed, 4 assisted and 10 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.79 | 0-4 |
| Embodiment | 1.78 | 0-3 |
| Presence | 0.83 | 0-3 |
| Accountability | 1.69 | 0-3 |
| Context | 1.53 | 0-3 |
| Verification cost | 2.00 | 0-3 |
Task by task
20 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Issue notices and recommend corrective actions when infractions or problems are found. | 50.0% | 25.0% | 25.0% | 3.84 | exposed |
| Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards. | 50.0% | 25.0% | 25.0% | 3.55 | exposed |
| Review commercial vehicle logs, shipping papers, or driver and equipment records to detect any problems or to ensure compliance with regulations. | 50.0% | 25.0% | 25.0% | 3.17 | exposed |
| Prepare reports on investigations or inspections and actions taken. | 45.0% | 30.0% | 25.0% | 3.61 | exposed |
| Identify emissions testing procedures and standards appropriate for the age and technology of vehicles. | 43.3% | 31.7% | 25.0% | 3.03 | exposed |
| Compare emissions findings with applicable emissions standards. | 40.0% | 35.0% | 25.0% | 2.90 | exposed |
| Negotiate with authorities, such as local government officials, to eliminate hazards along transportation routes. | 28.1% | 28.1% | 43.8% | – | assisted |
| Evaluate new methods of packaging, testing, shipping, or transporting hazardous materials to ensure adequate public safety protection. | 21.2% | 16.2% | 62.5% | – | untouched |
| Investigate and make recommendations on carrier requests for waiver of federal standards. | 20.0% | 30.0% | 50.0% | 2.82 | assisted |
| Investigate complaints regarding safety violations. | 16.7% | 33.3% | 50.0% | 4.24 | assisted |
| Investigate incidents or violations, such as delays, accidents, and equipment failures. | 16.7% | 33.3% | 50.0% | 3.69 | assisted |
| Perform low-pressure fuel evaluative tests (LPFET) to test for harmful emissions from vehicles without onboard diagnostics (OBD) equipment. | 11.1% | 13.9% | 75.0% | – | untouched |
| Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly. | 10.0% | 15.0% | 75.0% | 4.50 | untouched |
| Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations. | 10.0% | 15.0% | 75.0% | 4.43 | untouched |
| Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction. | 10.0% | 15.0% | 75.0% | 4.20 | untouched |
| Conduct vehicle or transportation equipment tests, using diagnostic equipment. | 10.0% | 15.0% | 75.0% | 4.15 | untouched |
| Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices. | 10.0% | 15.0% | 75.0% | 3.92 | untouched |
| Conduct visual inspections of emission control equipment and smoke emitted from gasoline or diesel vehicles. | 10.0% | 15.0% | 75.0% | 3.35 | untouched |
| Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions. | 10.0% | 15.0% | 75.0% | 3.29 | untouched |
| Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections. | 0.0% | 0.0% | 100.0% | 3.69 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean. 3 task(s) lacked a usable O*NET weight and are shown but excluded from the weighting.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.