AI exposure: Automotive Service Technicians and Mechanics
Diagnose, adjust, repair, or overhaul automotive vehicles.
Reading this score
computedAt 10.0% of weighted task load, Automotive Service Technicians and Mechanics sits at the 14th percentile, below the point where a job's centre of gravity has moved. 82.9% 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 embodiment. Across this occupation's 30 tasks it averages 2.60 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Review work orders and discuss work with supervisors, at 50.0%. The least is Retrofit vehicle fuel systems with aftermarket products, 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 installation, maintenance and repair occupations, this one is less exposed than the median of 13.8% across the group's 50 roles, with 33 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 30 tasks, 5 are currently banded exposed, 1 assisted and 24 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 | 0.65 | 0-4 |
| Embodiment | 2.60 | 0-3 |
| Presence | 0.48 | 0-3 |
| Accountability | 0.96 | 0-3 |
| Context | 1.41 | 0-3 |
| Verification cost | 1.56 | 0-3 |
Task by task
30 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Review work orders and discuss work with supervisors. | 50.0% | 25.0% | 25.0% | 4.31 | exposed |
| Plan work procedures, using charts, technical manuals, and experience. | 50.0% | 25.0% | 25.0% | 4.05 | exposed |
| Estimate costs of vehicle repair. | 50.0% | 25.0% | 25.0% | 4.21 | exposed |
| Confer with customers to obtain descriptions of vehicle problems and to discuss work to be performed and future repair requirements. | 40.0% | 35.0% | 25.0% | 4.24 | exposed |
| Inspect vehicles for damage and record findings so that necessary repairs can be made. | 37.5% | 25.0% | 37.5% | 4.39 | exposed |
| Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment. | 23.3% | 26.7% | 50.0% | 4.28 | assisted |
| Test and adjust repaired systems to meet manufacturers' performance specifications. | 15.0% | 10.0% | 75.0% | 4.46 | untouched |
| Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas. | 11.7% | 13.3% | 75.0% | 4.48 | untouched |
| Test electronic computer components in automobiles to ensure proper operation. | 10.0% | 15.0% | 75.0% | 4.24 | untouched |
| Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups. | 0.0% | 0.0% | 100.0% | 4.43 | untouched |
| Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines. | 0.0% | 0.0% | 100.0% | 4.36 | untouched |
| Repair, reline, replace, and adjust brakes. | 0.0% | 0.0% | 100.0% | 4.36 | untouched |
| Repair, replace, or adjust defective fuel injectors, carburetor parts, and gasoline filters. | 0.0% | 0.0% | 100.0% | 4.34 | untouched |
| Align vehicles' front ends. | 0.0% | 0.0% | 100.0% | 4.33 | untouched |
| Repair and service air conditioning, heating, engine cooling, and electrical systems. | 0.0% | 0.0% | 100.0% | 4.32 | untouched |
| Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices. | 0.0% | 0.0% | 100.0% | 4.27 | untouched |
| Maintain cleanliness of work area. | 0.0% | 0.0% | 100.0% | 4.24 | untouched |
| Overhaul or replace carburetors, blowers, generators, distributors, starters, and pumps. | 0.0% | 0.0% | 100.0% | 4.21 | untouched |
| Tune automobile engines to ensure proper and efficient functioning. | 0.0% | 0.0% | 100.0% | 4.18 | untouched |
| Repair or replace parts such as pistons, rods, gears, valves, and bearings. | 0.0% | 0.0% | 100.0% | 4.18 | untouched |
| Diagnose and replace or repair engine management systems or related sensors for flexible fuel vehicles (FFVs) with ignition timing, fuel rate, alcohol concentration, or air-to-fuel ratio malfunctions. | 0.0% | 0.0% | 100.0% | 4.16 | untouched |
| Tear down, repair, and rebuild faulty assemblies, such as power systems, steering systems, and linkages. | 0.0% | 0.0% | 100.0% | 4.15 | untouched |
| Disassemble units and inspect parts for wear, using micrometers, calipers, and gauges. | 0.0% | 0.0% | 100.0% | 4.04 | untouched |
| Change spark plugs, fuel filters, air filters, and batteries in hybrid electric vehicles. | 0.0% | 0.0% | 100.0% | 3.94 | untouched |
| Rewire ignition systems, lights, and instrument panels. | 0.0% | 0.0% | 100.0% | 3.82 | untouched |
| Install, adjust, or repair hydraulic or electromagnetic automatic lift mechanisms used to raise and lower automobile windows, seats, and tops. | 0.0% | 0.0% | 100.0% | 3.76 | untouched |
| Conduct visual inspections of compressed natural gas fuel systems to identify cracks, gouges, abrasions, discoloration, broken fibers, loose brackets, damaged gaskets, or other problems. | 0.0% | 0.0% | 100.0% | 4.16 | untouched |
| Repair or rebuild transmissions. | 0.0% | 0.0% | 100.0% | 4.05 | untouched |
| Rebuild parts, such as crankshafts and cylinder blocks. | 0.0% | 0.0% | 100.0% | 4.00 | untouched |
| Retrofit vehicle fuel systems with aftermarket products, such as vapor transfer devices, evaporation control devices, swirlers, lean burn devices, and friction reduction devices, to enhance combustion and fuel efficiency. | 0.0% | 0.0% | 100.0% | 3.82 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
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.