{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/bus-drivers-transit-and-intercity/",
  "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": "Bus Drivers, Transit and Intercity",
    "soc_code": "53-3052",
    "category": "Transportation",
    "us_employment": 159240,
    "median_annual_wage": 59050
  },
  "verdict": "EXPOSED",
  "risk_resistance": 58,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 17,
    "liability_shield": 11,
    "trust_premium": 8,
    "judgment_accountability": 9
  },
  "reasoning": {
    "task_resistance": "Holding a lane and reading a fixed-route schedule is exactly what driving-automation vendors have already demonstrated on closed campuses and highway corridors, which caps this at 13 rather than 17 — but the same shift includes lowering the ramp, strapping a mobility device into four-point tiedowns, telling a rider the fare is short and letting them ride anyway, and calling dispatch when a detour blocks half the route, none of which any deployed system does.",
    "embodiment": "The whole shift happens in a 40-foot vehicle in live traffic, weather, and construction detours, with kneeling the bus at a curb, checking mirrors for a wheelchair user in the aisle, and pre-trip inspecting brakes, tires and lights outdoors — 17 rather than 20 only because the driver stays seated in a fixed cab for most of it rather than climbing or lifting freight.",
    "liability_shield": "A CDL with P and air-brake endorsements, DOT medical card, random drug and alcohol testing under 49 CFR 382, and a personal driving record that a preventable-accident finding follows around are real personal exposure — but it is a licence to operate, not a professional judgment credential, so the transit agency absorbs the passenger-injury claims and the number lands at 11.",
    "trust_premium": "Regulars on a route know the driver who waits three seconds for them and remembers their stop, and that goodwill matters when a fare dispute or a disruptive passenger has to be defused — but riders board whoever is in the seat that morning and the agency, not the driver, holds the customer, which keeps this at 8.",
    "judgment_accountability": "Real calls get made in seconds — pull around a double-parked delivery truck into oncoming traffic, refuse to board an intoxicated rider, hold for a transfer and blow the headway, evacuate on a smoke smell — but they sit inside a route sheet, a rulebook, and a dispatcher on the radio, which is discretion under supervision rather than the ambiguous high-stakes ownership of a 15."
  },
  "rationale": "Almost nothing a transit driver does is text or screen work, so today's language AI is irrelevant to the job — the real threat is autonomous driving, which handles highway intercity runs far better than dense urban routes with double-parked cars, jaywalkers, and unpredictable curbside boarding. The non-driving half of the job (securing wheelchairs, managing fare disputes, de-escalating passengers, deciding whether to stop for a running rider or hold for a transfer) is embodied judgment that no current robot performs. A CDL with passenger and air-brake endorsements plus strong ATU contracts slow substitution, but pilot autonomous shuttles and driver-out freight are eroding the assumption that a human must be in the seat.",
  "outlook": "Urban transit driving jobs largely persist through the 2030s because dense-street autonomy and onboard passenger duties remain unsolved, but intercity and fixed-guideway routes will see driver-out pilots first and headcount growth will stall.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State law or FMCSA rulemaking requiring a CDL-holding safety attendant physically aboard any driverless transit vehicle carrying passengers — the pattern in California AB 1777-adjacent debates and in existing state AV shuttle permits (e.g. Florida, Ohio pilots) that mandate an onboard operator. If a passenger-endorsement CDL plus personal liability for wheelchair securement and evacuation is written into the permit condition, the seat stays legally occupied even when the steering is automated.",
        "plausibility": "already happening",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "ADA enforcement reading that securement of mobility devices and provision of stop announcements require a trained human attendant, formalized in an FTA circular or a consent decree from a Title II suit against an agency deploying driver-out service.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift if highway intercity and fixed-guideway BRT segments automate first, leaving the remaining human roster concentrated on dense urban routes, school-tripper and paratransit work where boarding assistance, fare disputes and de-escalation dominate the shift. The job that remains is the judgment tier; the driving tier was the automatable half.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Union contract language — ATU/TWU bargaining at agencies like MBTA, SEPTA or LA Metro — establishing that the onboard employee, not the remote operations center, holds final authority to stop service, refuse boarding, or evacuate, with that authority recognized in the agency's safety management system under FTA Part 673 PTASP rules.",
        "plausibility": "plausible",
        "would_add": 4
      }
    ],
    "ceiling_note": "Trust premium has no plausible route: transit riders do not choose their operator and agencies buy on cost per revenue hour, so no buyer can pay extra for a human. Liability and contractual authority are the only real levers, and both are agency-by-agency and reversible under budget pressure — a fare-box crisis reopens every one of them."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2019,
        "emp": 179510,
        "wage": 43030
      },
      {
        "y": 2020,
        "emp": 162850,
        "wage": 45900
      },
      {
        "y": 2021,
        "emp": 145720,
        "wage": 48620
      },
      {
        "y": 2022,
        "emp": 141530,
        "wage": 50890
      },
      {
        "y": 2023,
        "emp": 184990,
        "wage": 60170
      },
      {
        "y": 2024,
        "emp": 148980,
        "wage": 57440
      },
      {
        "y": 2025,
        "emp": 159240,
        "wage": 59050
      }
    ],
    "from": 2019,
    "to": 2025,
    "change_pct": -11.3,
    "comparable_from": 2019,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}