← Risk register SOC 25-3021 · reviewed 2026-08-11

Self-Enrichment Teachers

332,110 US workers · median $46,800/yr · Education

EXPOSED

The modal self-enrichment teacher — guitar lessons, yoga, pottery, conversational Spanish, cooking classes, test prep — sells live presence, physical correction, and group energy, which AI cannot replicate in a studio. But the content layer is already commoditized: lesson plans, exercise sequences, vocabulary drills, and practice materials are free and instant, and AI language tutors, form-checking fitness apps, and on-demand video courses eat directly into the beginner-instruction market that supports much of this workforce. There is no license protecting the role, so competition is purely about who students want to show up for.

10-year outlook: Demand for live classes as social and physical experience holds up, but solo beginner instruction priced by the hour gets squeezed hard by apps and video — expect the field to consolidate around teachers with a studio, a cohort, or a specialty.

Score — 50/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 14 + 2 + 15 + 8 = 50.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. Demonstrating a wheel-throwing pull, adjusting a student's fingering mid-scale, or catching a collapsing warrior-two in real time can't be pushed to a screen, but curriculum design, level-appropriate exercise sequencing, drill generation, and progress tracking — a large share of the prep hours — are already handled by free apps and generated content, which is what holds this at 11 rather than the high teens.

Embodiment 14/20

Hands-on in uncontrolled environments. The work happens in studios, dojos, pools, kitchens, and community-center rooms with your hands on clay, instruments, or students' shoulders, in spaces you often don't control (shared rooms, outdoor classes, borrowed equipment) — short of the 17+ reserved for jobs where the physical environment is actively hazardous or unpredictable.

Liability shield 2/20

No licence, no signature requirement. Anyone can rent a room and advertise lessons; there is no state license, no board, and no protected title for teaching guitar or watercolor, and the 2 rather than 0 reflects only the narrow slice — swim instruction, yoga, martial arts — where insurers or venues demand a private certification (RYA, ACE, Red Cross WSI) that no statute actually requires.

Trust premium 15/20

The human relationship is the product. Students re-enroll for you specifically — parents pick a piano teacher by reputation and referral, adults stay with the same yoga instructor for years, and word-of-mouth is the entire client-acquisition channel — but it sits at 15 rather than 19 because group classes, park-district catalogs, and franchised studios do place warm bodies in front of students who signed up for the subject, not the person.

Judgment & accountability 8/20

Meaningful discretion. You decide when a student is ready for a harder piece, how to modify a pose for a bad knee, and how to keep a distracted eight-year-old at the keyboard — real discretion exercised weekly — but the consequences of a wrong call are a slow month or a lost student, not a diagnosis or a fatality, and there is no external body reviewing your decisions.

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

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Preschool Teachers, Except Special Education SAFE · 73/100 · you already have ~66% of the skill profile

Skills to close: Negotiation, Coordination, Critical Thinking, Monitoring

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.