Software Engineer vs Therapist / Counsellor: which is more exposed to AI?
48 points apart. These are not comparable risk profiles.
Software Engineer sits at 67% time-weighted AI exposure against 19% for Therapist / Counsellor, a 48-point gap driven by the 32% of software engineer work time that current models can already substitute outright. Therapist / Counsellor holds a larger human-critical core — 78% of the role's time sits in work like "crisis intervention" that models score poorly on. The two sit in different families — Computer & Math and Healthcare — 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 0% for Therapist / Counsellors. 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.
- 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
- Crisis intervention4% · 14% time
- Conduct therapy sessions6% · 38% time
- Group therapy facilitation8% · 6% time
Both roles lean on cognitive — that is the part of your experience that travels intact. The real divide is social: Therapist / Counsellors score 98 there against 32 for Software Engineers, a 66-point spread. That is the gap you would actually have to close.
| DIMENSION | SOFTWARE ENGINEER | THERAPIST / COUNSELLOR |
|---|---|---|
| Social | 32 | 98 |
| Judgement | 41 | 92 |
| Procedural | 84 | 44 |
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 38 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 Software Engineer or Therapist / Counsellor more at risk from AI?
Software Engineer. It scores 67% time-weighted AI exposure against 19% for Therapist / Counsellor — a 48-point gap. 32% of software engineer work time is already fully substitutable by current models, versus 0% for Therapist / Counsellors.
Which pays more, Software Engineer or Therapist / Counsellor?
Software Engineer, by roughly $74k at the median ($132k versus $58k). 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 software engineer switch to being a therapist / counsellor?
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 38 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, Software Engineer or Therapist / Counsellor?
Therapist / Counsellor, at 19% projected ten-year growth versus 17% — a 2-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.