{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/motor-vehicle-operators-all-other/",
  "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": "Motor Vehicle Operators, All Other",
    "soc_code": "53-3099",
    "category": "Transportation",
    "us_employment": 46880,
    "median_annual_wage": 37180
  },
  "verdict": "EXPOSED",
  "risk_resistance": 50,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 12,
    "embodiment": 15,
    "liability_shield": 8,
    "trust_premium": 8,
    "judgment_accountability": 7
  },
  "reasoning": {
    "task_resistance": "Dispatch, routing, manifests and mileage are already software, but the day still turns on unprotected left turns in mixed traffic, backing a van into a loading dock, and folding a wheelchair into a lift — automation can hold a lane on a highway and cannot do curbside pickup, which is why this sits at 12 rather than in the resistant high teens.",
    "embodiment": "You are in a vehicle you don't control the environment of — ice, double-parked delivery trucks, hotel driveways, residential driveways with no turnaround — plus lift operation, four-point tiedowns, walking a passenger to a door and lifting bags, which puts it above a fixed-route bus and just below a tow operator working a live shoulder.",
    "liability_shield": "A CDL or passenger endorsement is required for some of these vehicles and paratransit work carries state ambulette or non-emergency medical transport certification, but plenty of shuttle, valet and vehicle-transport jobs run on a clean regular licence and a DOT physical — so the credential is a hiring filter, not a personal liability wall the way a nurse's licence is.",
    "trust_premium": "Dialysis and school-run paratransit riders learn their driver's name and request them, and hotel guests remember the valet who handled the car well, but the contract is with the transit authority, hospital or hotel, and the route can be reassigned tomorrow without anyone losing a customer.",
    "judgment_accountability": "Most of the shift runs on the manifest and the schedule, but you decide alone whether a road is safe to enter, whether a passenger is too impaired to be left at a curb, and whether to abandon a pickup — real calls with no one to phone, made a handful of times a day rather than continuously."
  },
  "rationale": "This is a catch-all title covering shuttle and van drivers, ambulette and paratransit operators, valet and vehicle-transport drivers — the modal worker spends the day behind the wheel in mixed traffic, plus loading, securing, and assisting passengers or cargo. Language AI touches almost none of that; the real threat is autonomous driving, which works in geofenced pilots but is nowhere near handling curbside pickup of a wheelchair passenger or a chaotic hotel driveway. Routing, dispatch logs, manifests, and mileage reporting are already automated, and the passenger-assistance and physical-handling portion is what keeps the job.",
  "outlook": "Autonomous shuttles will absorb fixed-route, controlled-campus driving in some metros by the mid-2030s, but paratransit, passenger-assistance, and cargo-handling roles in this bucket keep a human in the seat well beyond that.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "embodiment",
        "change": "Paratransit and ambulette work concentrating into the ADA-mandated assistance tier: FTA complementary paratransit rules already require origin-to-destination service including securing wheelchairs with 4-point tiedowns and hands-on boarding assistance. If states adopt attendant-required rules for non-emergency medical transport (as several Medicaid NEMT programs do), the physically irreducible portion of the day rises even where the driving is automated.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "State licensure/certification of the passenger-assistance role rather than the driving role — e.g. PASS (Passenger Service and Safety) certification via CTAA, or state NEMT driver credentialing with background checks, defensive-driving and wheelchair-securement certificates as a condition of Medicaid billing. If a named certified attendant must be logged on each trip and carries personal responsibility for securement, the seat survives driver removal.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "State AV statutes that require a credentialed human safety operator aboard vehicles carrying vulnerable passengers or schoolchildren — California DMV's driverless deployment rules currently exclude passenger service without CPUC authorization, and several state bills have carved out school and medical transport from driverless permits.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formal designation of the operator as the on-scene decision-maker for refusal-of-service, medical-distress, and no-show calls in NEMT contracts — currently these are informal. If contract language or a state Medicaid manual assigns the trip-abort and escalation decision to a named certified attendant, the role owns consequential calls rather than executing dispatch instructions.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift as geofenced autonomy absorbs the fixed-route shuttle tier: the residual work becomes curbside negotiation, unpredictable venue driveways, cargo securement and passenger transfer. This occupation does have two genuine tiers, and the routine one is the one automating first.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Trust premium has no plausible route: buyers here are transit agencies, hospitals, hotels and Medicaid programs procuring on lowest bid, and no segment of them advertises or pays extra for a human driver. Valet and vehicle-transport subsets have no licensure hook at all and will not benefit from the paratransit levers — the score gains above are concentrated in the ambulette/NEMT slice, roughly a third of the title."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      50,
      49
    ],
    "run_verdicts": [
      "EXPOSED",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 56950,
        "wage": 26640
      },
      {
        "y": 2018,
        "emp": 56810,
        "wage": 30360
      },
      {
        "y": 2019,
        "emp": 56590,
        "wage": 32910
      },
      {
        "y": 2020,
        "emp": 51390,
        "wage": 37170
      },
      {
        "y": 2021,
        "emp": 48690,
        "wage": 30600
      },
      {
        "y": 2022,
        "emp": 49340,
        "wage": 33210
      },
      {
        "y": 2023,
        "emp": 51140,
        "wage": 35690
      },
      {
        "y": 2024,
        "emp": 50330,
        "wage": 36260
      },
      {
        "y": 2025,
        "emp": 46880,
        "wage": 37180
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -17.7,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}