{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/shuttle-drivers-and-chauffeurs/",
  "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": "Shuttle Drivers and Chauffeurs",
    "soc_code": "53-3053",
    "category": "Transportation",
    "us_employment": 248530,
    "median_annual_wage": 37290
  },
  "verdict": "EXPOSED",
  "risk_resistance": 47,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 10,
    "embodiment": 15,
    "liability_shield": 7,
    "trust_premium": 9,
    "judgment_accountability": 6
  },
  "reasoning": {
    "task_resistance": "Driving a fixed loop between terminal and rental lot at 15 mph is squarely inside what Waymo and May Mobility already run in revenue service, but the same shift includes lifting 50-lb bags into a bay, ratcheting down a wheelchair to WC19 anchor points, and waking a passenger who slept past their stop — physical service tasks that keep this above the 6-and-under band without getting near 14.",
    "embodiment": "The work happens in airport curbside crush, snow-covered hotel driveways and unlit residential streets, with the driver out of the seat opening doors, deploying a lift, and standing in traffic to load — an uncontrolled outdoor environment, though the route itself is known and repeated, which is why this is 15 and not 19.",
    "liability_shield": "A CDL with passenger endorsement or a local chauffeur/TCP permit plus a DOT medical card is a real gate — you can be pulled off the road for a BP reading or a positive test — but the operating authority and the insurance sit with the hotel, casino or shuttle contractor, so no personal licence stands between the employer and a claim.",
    "trust_premium": "Regulars on a hospital or employee shuttle learn your name and a black-car client may request you specifically, but airport and parking-lot riders board whatever van is next and never see the same driver twice, so the relationship is a retention factor for some of the workforce rather than the product being sold.",
    "judgment_accountability": "Route, stop order, headway and dispatch calls come from the schedule board or the app, and the genuinely discretionary moments — refusing an over-intoxicated passenger, deciding a lane is too iced to attempt — are bounded by company policy and a radio call to dispatch, which is discretion of the reportable kind, not ownership of an ambiguous high-stakes call."
  },
  "rationale": "The core task — moving a vehicle along a repeated route — is the single most-funded automation target in the world, and fixed-route airport and campus shuttles are exactly the geofenced, low-speed case driverless systems handle first. What holds the job up is everything around the wheel: loading luggage, securing wheelchairs, handling a confused or intoxicated passenger, reading a client's mood in the back seat, and being the person a hotel or executive office is willing to answer for. Chauffeur permits and DOT medical cards slow entry but are not a strong legal shield, and the modal worker here is a shuttle driver, not a black-car chauffeur with a repeat client book.",
  "outlook": "Fixed-route shuttle driving in airports, campuses, and hotels will thin noticeably as geofenced autonomous fleets scale through the 2030s, while assisted-mobility transport and personal chauffeur work — where the passenger needs a body, not just a ride — hold on.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State/city rules that keep a licensed human safety attendant aboard autonomous passenger shuttles — e.g. California DMV driverless deployment permits and the CPUC AV passenger programs have repeatedly required a trained attendant; several states' AV bills (and NYC/Boston pilots) still bar unattended passenger AVs. If ADA paratransit rules or FMCSA/state school-and-campus-transport regs are written to require a CDL/chauffeur-permitted human on board to secure wheelchairs and sign the trip manifest, this rises materially",
        "plausibility": "already happening",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "Transit-union contracts (ATU/TWU) and municipal procurement clauses requiring an operator on board for any publicly funded shuttle — already present in several US transit AV pilot agreements",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Hotel, medical-transport and executive-security buyers specifying a named human driver in the contract — non-emergency medical transport and hospital discharge rides where a person must physically hand the patient off, and corporate duty-of-care/executive protection where the driver is vetted security personnel. Narrow segment, so the ceiling is low",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Task-mix shift: if driving is automated on the geofenced route, the remaining role becomes onboard incident authority — deciding whether to refuse an intoxicated or medically distressed passenger, evacuate, or override the vehicle. Where that authority is written into the operator's job description rather than routed to a remote command center, this rises",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "Growth in wheelchair-securement, ambulatory-assist and door-to-door paratransit share of the occupation (driven by ADA complaints and aging demographics) shifts the day toward physical handling automation cannot do",
        "plausibility": "already happening",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with all levers, the modal fixed-route airport/campus shuttle job is capped: attendant mandates historically loosen once safety records accumulate (Waymo already runs unattended passenger service in several metros), and one attendant can eventually cover several vehicles, so headcount falls even where the licence requirement survives. Trust premium cannot generalize — most shuttle riders are captive, non-paying passengers with no vendor choice."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      47,
      48
    ],
    "run_verdicts": [
      "EXPOSED",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 175660,
        "wage": 30000
      },
      {
        "y": 2022,
        "emp": 201070,
        "wage": 32800
      },
      {
        "y": 2023,
        "emp": 204930,
        "wage": 35240
      },
      {
        "y": 2024,
        "emp": 229630,
        "wage": 36670
      },
      {
        "y": 2025,
        "emp": 248530,
        "wage": 37290
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 41.5,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}