Carpenter vs Software Engineer: which is more exposed to AI?
47 points apart. These are not comparable risk profiles.
Software Engineer sits at 67% time-weighted AI exposure against 20% for Carpenter, a 47-point gap driven by the 32% of software engineer 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. The two sit in different families — Trades & Construction and Computer & Math — so any move between them is a career change, not a lateral step.
Seven dimensions, side by side.
What actually creates the gap.
Software Engineers spend 32% of their time-weighted week on tasks a current model can produce end-to-end, against 16% for Carpenters. The single largest contributor is "write boilerplate & crud code", graded at 92% and worth 14% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- 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
- Write boilerplate & CRUD code92% · 14% time
- Generate unit tests from specs88% · 8% time
- Author documentation85% · 6% time
- Translate code between languages81% · 4% time
- Mentor junior engineers11% · 3% time
- Negotiate scope with stakeholders14% · 5% time
- Triage production incidents22% · 4% time
These roles share no capability dimension where both score above 55. A move in either direction means rebuilding the core of the job rather than redeploying it — expect the transition to run on retraining, not on transferable experience.
| DIMENSION | CARPENTER | SOFTWARE ENGINEER |
|---|---|---|
| Manual | 94 | 6 |
| Cognitive | 30 | 78 |
| Procedural | 52 | 84 |
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 44 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.
Score your own exposure in 8 questions →Common questions.
Is Carpenter or Software Engineer more at risk from AI?
Software Engineer. It scores 67% time-weighted AI exposure against 20% for Carpenter — a 47-point gap. 32% of software engineer work time is already fully substitutable by current models, versus 16% for Carpenters.
Which pays more, Carpenter or Software Engineer?
Software Engineer, by roughly $76k at the median ($132k versus $56k). Note that the higher-paying role here is also the more AI-exposed one, which matters if you are weighing pay against durability.
Can a carpenter switch to being a software engineer?
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 44 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.
Which role is growing faster, Carpenter or Software Engineer?
Software Engineer, at 17% projected ten-year growth versus 4% — a 13-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.