{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/school-bus-monitors/",
  "methodology": "https://cookedindex.com/methodology",
  "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.",
  "scored_at": "2026-08-11",
  "model": "claude-opus-5",
  "occupation": {
    "title": "School Bus Monitors",
    "soc_code": "33-9094",
    "category": "Protective Service",
    "us_employment": 78420,
    "median_annual_wage": 35100
  },
  "verdict": "EXPOSED",
  "risk_resistance": 65,
  "contested": false,
  "near_boundary": true,
  "dimensions": {
    "task_resistance": 17,
    "embodiment": 18,
    "liability_shield": 6,
    "trust_premium": 14,
    "judgment_accountability": 10
  },
  "reasoning": {
    "task_resistance": "Securing a five-point harness on a student who is actively fighting it, positioning a wheelchair on the lift and running four tie-down straps plus the occupant belt, and physically getting between two kids swinging at each other in a moving vehicle are tasks with no software analogue — the 17 rather than 20 reflects that the paperwork side (route rosters, incident forms, headcount logs) is already tablet-based and shrinking.",
    "embodiment": "You work in a vehicle in motion, in snow, rain and 95-degree heat, kneeling in a narrow aisle, walking children across live traffic lanes with a hand-held stop paddle, and cleaning up vomit and blood — an 18 rather than 20 only because the environment is a single known bus interior rather than open unmapped terrain.",
    "liability_shield": "Most states require no monitor licence at all — you need a background check, a fingerprint clearance, CPR/first-aid, and district-run special-needs training, which is why this sits at 6 rather than 2, but nothing you do is countersigned by you and the driver plus the district own the legal exposure for what happens on the run.",
    "trust_premium": "A nonverbal autistic student who will only board for you, and the parent who hands their child over at the curb every morning knowing your name, are the reason the position survives budget votes; the 14 rather than 18 reflects that districts still treat monitors as reassignable across routes and the relationship is with the child, not a customer who can choose you.",
    "judgment_accountability": "You decide in seconds whether a behavior is a tantrum you can talk down or a medical emergency that means radioing dispatch and stopping the bus, and whether to restrain a student at all — real discretion, but it caps at 10 because the district's transportation policy, the student's IEP and behavior plan, and the driver's authority on the vehicle dictate most of what you're allowed to do next."
  },
  "rationale": "The work is almost entirely physical child supervision: buckling harnesses, operating wheelchair lifts, breaking up fights, walking students across the street, spotting a kid having a seizure or an asthma attack. No language model touches any of that, and no deployed robot can lift a 60-pound student in a wheelchair securement. The real exposure is not AI replacement but AI-adjacent cost-cutting — onboard cameras, AI video analytics, and student-count sensors give districts a story for staffing one monitor across more routes or dropping the position on non-special-needs runs.",
  "outlook": "The job survives on special-needs and behaviorally complex routes where a trained adult is functionally required, while camera-and-analytics packages give budget-pressed districts cover to thin monitors on general-education runs.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State-level mandates that a trained adult attendant, not camera analytics, must be present on any route transporting students with IEPs requiring wheelchair securement or medical monitoring — e.g. codifying in state pupil transportation regulations (as several states already do for preschool and special-needs runs) that the securement of each wheelchair be verified and logged by a named, trained attendant who signs the run sheet. Also plausible: IDEA-based settlements or OCR findings requiring named attendant staffing written into IEP transportation service lines, which makes the position legally non-substitutable for that student.",
        "plausibility": "already happening",
        "would_add": 6
      },
      {
        "dimension": "liability_shield",
        "change": "Insurer requirement: school district transportation liability carriers (e.g. pooled state risk trusts) conditioning coverage or premium tiers on a monitor being present for routes with medical-needs riders or on-board restraint use, after a securement or hot-bus fatality claim. Camera analytics do not satisfy a duty-of-care standard that requires physical intervention.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formalizing the monitor's role in mandated-reporter, seizure/epi-pen administration, and behavioral-crisis de-escalation protocols — states adding bus attendants to the list of school personnel authorized and trained to administer emergency medication (epinephrine, diazepam rescue meds) and requiring documented incident calls. This converts informal watchfulness into an owned consequential decision with a training credential and a record.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Parent-driven pressure after publicized incidents (child left on bus, wheelchair tip-over, bullying assault captured on video) producing board policy that cameras are supplementary and a monitor is required — the pattern already visible in districts that added attendants following left-behind-child deaths. Trust premium here is paid by parents through board politics, not by direct purchasers, so the ceiling is low.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift is weak here: there is no routine tier for AI to strip away. Sensors can count heads and flag stops but cannot buckle a harness, so the physical core is already the whole job. The only genuine raise would come from scope expansion — monitors absorbing medication administration, behavior plan implementation, and boarding-area supervision duties currently held by aides.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "The binding constraint is budget, not capability. Task resistance and embodiment are already near ceiling, so the score cannot rise much through anything AI does or fails to do; the realistic risk is districts cutting positions on general-ed routes and citing camera coverage. Levers that survive are the ones tied to a specific named student's legal entitlement (IEP transportation services) rather than to general supervision, which means the occupation may shrink toward a smaller, more protected special-needs core rather than hold its headcount."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      65,
      63
    ],
    "run_verdicts": [
      "EXPOSED",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 55310,
        "wage": 29100
      },
      {
        "y": 2022,
        "emp": 64100,
        "wage": 29880
      },
      {
        "y": 2023,
        "emp": 72320,
        "wage": 33130
      },
      {
        "y": 2024,
        "emp": 72140,
        "wage": 34980
      },
      {
        "y": 2025,
        "emp": 78420,
        "wage": 35100
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 41.8,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}