← Risk register SOC 25-2011 · reviewed 2026-08-11

Preschool Teachers, Except Special Education

478,780 US workers · median $38,140/yr · Education

SAFE

The core of this job is physically supervising, calming, feeding, toileting, and redirecting a room of three- and four-year-olds — none of which is screen work and none of which current robotics touches. AI can draft lesson plans, generate activity ideas, write parent newsletters, and organize developmental observation notes, which trims paperwork hours but not staffing. State child-care licensing sets adult-to-child ratios and minimum credentials (CDA or associate/bachelor's depending on state), so a warm body with a background check is legally mandatory regardless of software.

10-year outlook: Employment holds or grows with public pre-K expansion; AI removes paperwork hours and never removes the adult required in the room, though pay stays the field's real problem rather than automation.

Score — 73/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 16 + 19 + 9 + 17 + 12 = 73.

Task resistance 16/20

Tasks largely resist digitisation. Zipping coats, wiping noses, breaking up a block-tower dispute, and reading a picture book to twelve kids who are all touching each other are the actual hours of the day; what AI can take is the lesson-plan template, the weekly parent email, and the typing-up of anecdotal records — maybe 4-6 hours a week out of a 40-hour job, which is why this sits at 16 and not 20.

Embodiment 19/20

Hands-on in uncontrolled environments. Diapering and toilet-accident cleanup, lifting a thrashing 35-pound child away from a hazard, outdoor playground supervision in weather, floor-level circle time, and knowing by touch that a forehead is too warm — all in a room where the environment is defined by unpredictable small humans, which is as uncontrolled as workplaces get short of disaster response.

Liability shield 9/20

Certification preferred, not legally required. State child-care licensing requires a credential (CDA, associate, or in some states bachelor's), a background check, and mandated-reporter training, and you can be personally named in a licensing violation — but it is a facility license and a director's license on the line, not an individually revocable practice license like an RN or attorney, which caps this at 9.

Trust premium 17/20

The human relationship is the product. Parents choose and stay at a center because of the specific teacher who knows their kid falls apart before nap and greets them by name at drop-off; attachment research and the fact that a beloved teacher's departure triggers withdrawals make the individual relationship the enrollment, not a nicety around it.

Judgment & accountability 12/20

Meaningful discretion. You decide in real time whether a bruise pattern triggers a CPS call, whether a bite is developmental or a pattern to document, and whether to flag a speech delay to parents who don't want to hear it — genuinely consequential calls, but framed by state licensing rules, curriculum frameworks, and a director you can escalate to, which keeps it at 12 rather than the high teens.

Scored twice. An independent second run returned 70/100 — SAFE, agreeing with the verdict above.

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

Tasks already automatable

What survives

Active moats: embodiment, trust, licensure

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.