Librarian vs High-school Teacher: which is more exposed to AI?
A 16-point gap separates these roles — High-school Teacher is the more defensible seat.
Librarian sits at 45% time-weighted AI exposure against 29% for High-school Teacher, a 16-point gap driven by the 28% of librarian work time that current models can already substitute outright. High-school Teacher holds a larger human-critical core — 57% of the role's time sits in work like "behavioral and emotional support" that models score poorly on. Both roles sit inside Education, so the exposure difference reflects task design rather than a change of field.
Seven dimensions, side by side.
What actually creates the gap.
Librarians spend 28% of their time-weighted week on tasks a current model can produce end-to-end, against 20% for High-school Teachers. The single largest contributor is "catalog and classify materials", graded at 84% and worth 8% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- Catalog and classify materials84% · 8% time
- Answer factual reference questions80% · 8% time
- Manage circulation records78% · 6% time
- Compile research guides76% · 6% time
- Serve vulnerable patrons10% · 12% time
- Run community programs14% · 14% time
- Defend intellectual freedom16% · 8% time
- Draft assessments and quizzes78% · 8% time
- Create lesson plans and curricula74% · 12% time
- Behavioral and emotional support6% · 11% time
- Student mentorship and support8% · 14% time
- Parent and community engagement11% · 8% time
Both roles lean on social, judgement, cognitive — that is the part of your experience that travels intact. The real divide is creative: High-school Teachers score 54 there against 38 for Librarians, a 16-point spread. That is the gap you would actually have to close.
| DIMENSION | LIBRARIAN | HIGH-SCHOOL TEACHER |
|---|---|---|
| Creative | 38 | 54 |
| Social | 76 | 91 |
High-school Teacher appears in our dataset as a mapped adjacent career for Librarians: the move lowers exposure by 16 points, landing at 29%. Switch difficulty reads low — capability profiles are 10 points apart on average and both sit in the same family.
Score your own exposure in 8 questions →Common questions.
Is Librarian or High-school Teacher more at risk from AI?
Librarian. It scores 45% time-weighted AI exposure against 29% for High-school Teacher — a 16-point gap. 28% of librarian work time is already fully substitutable by current models, versus 20% for High-school Teachers.
Which pays more, Librarian or High-school Teacher?
Librarian, by roughly $2k at the median ($64k versus $62k). 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 librarian switch to being a high-school teacher?
High-school Teacher appears in our dataset as a mapped adjacent career for Librarians: the move lowers exposure by 16 points, landing at 29%. Switch difficulty reads low — capability profiles are 10 points apart on average and both sit in the same family.
Which role is growing faster, Librarian or High-school Teacher?
Librarian, at 3% projected ten-year growth versus 1% — 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.