← Risk register SOC 25-3099 · reviewed 2026-08-11

Teachers and Instructors, All Other

113,790 US workers · median $66,140/yr · Education

EXPOSED

This is a catch-all bucket — driving instructors, adult education and GED instructors, test-prep and enrichment tutors, community-ed and skills instructors — so the modal worker teaches live to small groups or one-on-one outside the licensed K-12 and postsecondary systems. Curriculum writing, worksheet and quiz generation, slide decks, grading, and one-on-one explanation of standard material are exactly what chatbots and adaptive tutoring platforms now do at near-zero marginal cost, which hollows out the paid-tutoring tier hardest. What survives is the in-room work: keeping a reluctant teenager behind the wheel, motivating an adult who dropped out at 16, physically correcting form, and being the person a learner shows up for.

10-year outlook: The materials-and-explanation half of this work gets absorbed by cheap AI tutoring within a decade, while instructors tied to vehicles, tools, bodies, and pass-rate accountability keep steady demand.

Score — 48/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 10 + 12 + 4 + 13 + 9 = 48.

Task resistance 10/20

Mixed — a routine tier and a judgment tier. Lesson planning, quiz-writing, and walking a student through standard GED math or SAT reading are already delivered by adaptive platforms and chatbots at near-zero cost, but the pacing decisions, re-explaining when a learner stalls, and holding an adult's attention through a two-hour night class are not, which splits the job roughly down the middle rather than leaving it mostly intact.

Embodiment 12/20

Some physical or field component. A driving instructor sits in the passenger seat with a dual brake in live traffic and a welding or CPR instructor corrects grip and posture by hand, but a large share of this bucket — test prep, ESL conversation, adult basic ed — runs fine over Zoom from a rented classroom, so the physical requirement is real for a subset rather than universal.

Liability shield 4/20

No licence, no signature requirement. Most of this bucket needs no teaching licence: state driver-training certificates and program-specific credentials exist, but a community-ed instructor or private tutor can be hired on subject knowledge alone, and no statute makes them personally answerable for a learner's outcome the way a licensed professional signs off on work.

Trust premium 13/20

The human relationship is the product. Adult learners who failed once in school and teenagers who are frightened of the road come back for a specific person, not a curriculum — retention in test prep and adult ed tracks the instructor's name and referrals — but placement is often through a school, dealership, or district program that controls the client, which keeps this short of the fully portable book of business a private coach holds.

Judgment & accountability 9/20

Meaningful discretion. Instructors decide when a student is road-ready, when to move a class off the syllabus, and when a learner's silence is confusion or something worse, but they work inside curricula, state driver-ed hour requirements, and standardized test frameworks that set most of the calls in advance.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, trust, physical-presence

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.