← Risk register SOC 53-3051 · reviewed 2026-08-11

Bus Drivers, School

402,930 US workers · median $47,920/yr · Transportation

SAFE

The job is operating a 40-foot vehicle full of unsupervised children through residential streets, railroad crossings, snow, and double-parked cars — plus managing behavior, verifying students board and exit safely, and handling medical or behavioral incidents in transit. Autonomous driving is nowhere near unsupervised child transport, and even a fully self-driving bus would still need an adult aboard for supervision and liability, which is the expensive part. Route optimization and dispatch paperwork are already software; the seat behind the wheel is not.

10-year outlook: Through 2035 the seat stays occupied by a human; the real pressures are district budgets, route consolidation, and chronic pay-driven shortages rather than automation.

Score — 71/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 15 + 19 + 14 + 13 + 10 = 71.

Task resistance 15/20

Tasks largely resist digitisation. Route sheets and dispatch logs are already digitized, but the daily core — sweeping the bus at end of route for a sleeping kindergartener, activating the crossing arm and physically escorting a child across a live traffic lane, stopping and opening the door at every rail crossing, securing wheelchair tiedowns — is a sequence of physical judgment calls no vendor is piloting without a driver, which is why this sits at 15 rather than into the high teens: the navigation itself is the one part that is being automated.

Embodiment 19/20

Hands-on in uncontrolled environments. You are in the vehicle in whatever weather the district doesn't call a snow day for, doing pre-trip inspections on brakes, mirrors, and emergency exits in a cold yard at 5:30am, backing a 40-footer in a cul-de-sac, and walking the aisle to break up a fight — 19 because the entire shift is uncontrolled outdoor and in-vehicle physical work, short of the top only because you are seated for most of it.

Liability shield 14/20

Licensed human required and personally liable. A CDL with the S (school bus) and P (passenger) endorsements, DOT medical card, state fingerprint and background clearance, and an FMCSA-regulated drug and alcohol program mean a positive test or a preventable crash ends your ability to hold the job anywhere — 14 rather than 18 because the district and its insurer absorb the civil damages, and your exposure is licence-level and administrative rather than personal malpractice liability.

Trust premium 13/20

The human relationship is the product. Parents at the stop know your name, the district hears about it when a regular driver is swapped for a sub, and special-needs routes are deliberately assigned to the same driver because the child's routine depends on the same face and the driver knows which student can't handle a changed seat — 13 puts it just over the line where the relationship is the service, held there because the route runs whether or not you're the one driving it.

Judgment & accountability 10/20

Meaningful discretion. The written framework is heavy — stop-arm procedure, railroad crossings, evacuation drills, discipline referral forms, when to radio dispatch rather than decide — but you personally call whether an unfamiliar adult at the stop gets the child, whether a hill is too icy to attempt, and whether a diabetic or seizure incident means pulling over and calling 911 or continuing to the school nurse, which is real unscripted authority and lands it at 10.

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

Tasks already automatable

What survives

Active moats: embodiment, licensure, trust

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.