{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/transit-and-railroad-police/",
  "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": "Transit and Railroad Police",
    "soc_code": "33-3052",
    "category": "Protective Service",
    "us_employment": 4390,
    "median_annual_wage": 90230
  },
  "verdict": "SAFE",
  "risk_resistance": 73,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 15,
    "embodiment": 18,
    "liability_shield": 14,
    "trust_premium": 11,
    "judgment_accountability": 15
  },
  "reasoning": {
    "task_resistance": "Physically removing an unresponsive person from a rail car, sweeping a yard for trespassers on live third-rail track, and cuffing a resisting subject on a moving train are the core duties — AI takes the incident narrative, the CAD entry and the camera monitoring, which is why this sits at 15 rather than 19.",
    "embodiment": "Shifts are spent on foot on platforms and ballast, in tunnels, on right-of-way with hostile weather, live traction current and moving equipment, plus grappling with people who do not want to be grappled with — an uncontrolled environment by any definition, held just below the ceiling only because some hours go to station posts and report writing.",
    "liability_shield": "These are sworn peace officers under state POST certification with railroad police commissions (49 U.S.C. 28101 for interstate authority); the officer's own name is on the arrest affidavit and the use-of-force report, and a bad stop lands on them personally in a §1983 suit — the 14 rather than 18 reflects that the agency indemnifies and the badge, not an individual practice, generates the work.",
    "trust_premium": "Regular commuters, station staff, conductors and yard crews come to rely on specific officers who know the homeless population and the local fare-evasion regulars, but riders do not choose their transit cop and most encounters are one-time — relationship helps the work, it isn't the product.",
    "judgment_accountability": "Deciding in seconds whether a man on the platform edge is suicidal, intoxicated or diabetic, whether to draw, and whether to hold or release a juvenile trespasser are unscripted high-stakes calls; general orders and use-of-force continua constrain the range enough to keep this at 15 rather than 19."
  },
  "rationale": "The job is walking platforms, rail yards and train cars, intervening in fights and medical emergencies, clearing trespassers off track right-of-way, and making arrests — none of which a language model or current robot can do. AI does compress the paperwork side: incident reports, video review, crime-pattern mapping and fare-evasion analytics are already being automated, and smart camera systems reduce the number of officers needed for pure surveillance posts. What remains is a sworn, personally liable human who must decide in seconds whether to use force and then defend that call in court.",
  "outlook": "Headcount stays small and roughly flat as camera analytics absorb static surveillance posts, but the sworn officer who boards the train, restrains a subject, and testifies afterward is not going anywhere in ten years.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State POST (peace officer standards and training) rules or transit-agency policy requiring that any AI-flagged detection — gun detection, fare-evasion analytics, facial recognition hit — be independently corroborated and the arrest decision signed by a sworn officer, with the officer named as declarant on the probable-cause affidavit. Already partially in motion: several states (e.g. Utah, Washington, Maryland facial-recognition statutes) bar FRT matches as sole basis for arrest and require human corroboration; extension to transit weapons-detection pilots (NYC MTA Evolv trial) is the checkable step.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Task-mix shift: as camera-based monitoring absorbs static surveillance posts, the remaining deployment is response-only — use-of-force, crisis intervention, track-intrusion rescue. Formalized if a transit authority contract or FTA safety-management-system rule designates the officer as the accountable decision-maker for de-escalation and mental-health calls (Metro Transit and BART crisis-intervention specialist tiers are precedents).",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Two-tier structure is real here: report writing, video review and pattern mapping are the routine tier; platform intervention and testimony are the judgment tier. If agencies formally reassign report-drafting and analytics to civilian analysts plus AI tools, the sworn role's remaining day is almost entirely non-automatable field work.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "liability_shield",
        "change": "Union contract language (e.g. Amtrak FOP, MTA PBA, SEPTA TWU-adjacent police units) requiring minimum sworn-officer staffing per station or train consist independent of camera coverage — bargained headcount floors that survive surveillance buildout.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Trust premium has no realistic route: riders do not choose their transit police and cannot pay for a human alternative, so the dimension is capped by the absence of a purchasing decision. Embodiment is already near ceiling at 18. The larger risk to this occupation is not AI capability but headcount: smart-camera justified staffing cuts and substitution of unsworn ambassadors/civilian analysts shrink the workforce even while each remaining job scores high."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      73,
      78
    ],
    "run_verdicts": [
      "SAFE",
      "SAFE"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 5520,
        "wage": 70280
      },
      {
        "y": 2018,
        "emp": 4470,
        "wage": 74030
      },
      {
        "y": 2019,
        "emp": 4690,
        "wage": 71820
      },
      {
        "y": 2020,
        "emp": 3800,
        "wage": 72580
      },
      {
        "y": 2021,
        "emp": 3590,
        "wage": 64930
      },
      {
        "y": 2022,
        "emp": 3370,
        "wage": 69150
      },
      {
        "y": 2023,
        "emp": 2360,
        "wage": 72250
      },
      {
        "y": 2024,
        "emp": 3000,
        "wage": 82320
      },
      {
        "y": 2025,
        "emp": 4390,
        "wage": 90230
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -20.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}