Auto Mechanic vs Carpenter: which is more exposed to AI?
Auto Mechanic carries 9 points more AI exposure than Carpenter.
Auto Mechanic sits at 29% time-weighted AI exposure against 20% for Carpenter, a 9-point gap driven by the 0% of auto mechanic work time that current models can already substitute outright. Carpenter holds a larger human-critical core — 67% of the role's time sits in work like "execute finish carpentry and trim" that models score poorly on. Both roles sit inside Trades & Construction, so the exposure difference reflects task design rather than a change of field.
Seven dimensions, side by side.
What actually creates the gap.
Carpenters spend 16% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Auto Mechanics. The single largest contributor is "handle invoices and paperwork", graded at 76% and worth 3% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- Repair engines, brakes, and drivetrains6% · 24% time
- Road test and validate repairs12% · 6% time
- Inspect vehicles and diagnose faults18% · 24% time
- Handle invoices and paperwork76% · 3% time
- Estimate materials and quotes72% · 6% time
- Order materials70% · 3% time
- Draft simple plans and layouts68% · 4% time
- Execute finish carpentry and trim6% · 20% time
- Frame structures on site8% · 28% time
- Fabricate custom pieces12% · 12% time
Both roles lean on manual, judgement — that is the part of your experience that travels intact. The real divide is procedural: Auto Mechanics score 82 there against 52 for Carpenters, a 30-point spread. That is the gap you would actually have to close.
| DIMENSION | AUTO MECHANIC | CARPENTER |
|---|---|---|
| Procedural | 82 | 52 |
| Cognitive | 56 | 30 |
| Judgement | 76 | 58 |
Neither role lists the other as a mapped adjacent career, but the capability profiles are only 19 points apart on average and both sit in Trades & Construction. In practice that means a move is plausible without retraining from scratch — the constraint is credentials and hiring convention, not capability.
Score your own exposure in 8 questions →Common questions.
Is Auto Mechanic or Carpenter more at risk from AI?
Auto Mechanic. It scores 29% time-weighted AI exposure against 20% for Carpenter — a 9-point gap. 0% of auto mechanic work time is already fully substitutable by current models, versus 16% for Carpenters.
Which pays more, Auto Mechanic or Carpenter?
Carpenter, by roughly $7k at the median ($56k versus $49k). Note that the higher-paying role here is also the less AI-exposed one, which matters if you are weighing pay against durability.
Can a auto mechanic switch to being a carpenter?
Neither role lists the other as a mapped adjacent career, but the capability profiles are only 19 points apart on average and both sit in Trades & Construction. In practice that means a move is plausible without retraining from scratch — the constraint is credentials and hiring convention, not capability.
Which role is growing faster, Auto Mechanic or Carpenter?
Carpenter, at 4% projected ten-year growth versus 3% — a 1-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.