{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/rail-transportation-workers-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": "Rail Transportation Workers, All Other",
    "soc_code": "53-4099",
    "category": "Transportation",
    "us_employment": 1120,
    "median_annual_wage": 56360
  },
  "verdict": "EXPOSED",
  "risk_resistance": 53,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 14,
    "embodiment": 17,
    "liability_shield": 8,
    "trust_premium": 4,
    "judgment_accountability": 10
  },
  "reasoning": {
    "task_resistance": "Coupling air hoses, tying handbrakes, lining switches by hand, and walking a shove in the dark are physical tasks no language model performs — the 14 rather than 18 reflects that hump yard retarder control and hostler moves are exactly the functions railroads have already handed to automated retarder systems and remote-control locomotive packs.",
    "embodiment": "The job is on ballast in freight yards in ice, heat, and darkness, climbing on and off equipment in motion, working around live third rail or 100-ton cars — a 17 rather than 20 only because some of the bucket (retarder desks, bridge control cabins) is done from a tower or cab.",
    "liability_shield": "FRA Part 240/242 certification and territory-specific operating-rules qualification mean you can be pulled out of service for a rule violation, but nobody holds a personal state license that legally must sign off on a move; the railroad, not you, is the accountable entity, which is why this sits at 8 rather than in the licensed-professional teens.",
    "trust_premium": "Nobody in the shipping chain knows your name — cars get classified and delivered whether you or the extra board handles them, and the customer relationship belongs to the marketing and industrial-development side, not the yard.",
    "judgment_accountability": "You make real calls under time pressure — whether a car is safe to move, when to stop a shove, whether a defect is chargeable — but those calls are governed by GCOR, timetable special instructions, and dispatcher authority, so discretion is bounded rather than open-ended, putting it at 10."
  },
  "rationale": "This is a small residual bucket covering rail yard hands, car retarder and hostler operators, bridge and track vehicle operators, and similar niche roles — the modal worker is outdoors on ballast and around moving equipment, coupling cars, throwing switches, inspecting for defects, and riding shoves. Almost none of that is text or screen work, so language AI barely touches the job; the real threat is rail-specific automation — automated classification yards, remote-control locomotive operation, drone and machine-vision track inspection — which has already cut headcount for decades. FRA safety rules and operating-rules certification impose real human accountability, and union agreements slow crew reductions, but neither is a personal professional license that AI cannot route around.",
  "outlook": "Headcount keeps grinding down as yards automate and inspection goes to sensors and drones, but the remaining jobs stay human, physical, and safety-certified for the next decade.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "FRA finalizing a rule that makes automated track inspection technology only supplementable, not substitutable — i.e., requiring a certified inspector to physically walk/verify and personally sign defect dispositions, reversing the machine-vision test waivers granted to BNSF and Norfolk Southern. FRA's 2024-25 posture on track inspection waivers is the live docket to watch.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "State-level two-person crew and yard-staffing laws (already enacted in Nevada, Arizona, Ohio, Washington, Illinois) plus the FRA's 2024 crew-size final rule being extended to yard/hostler and remote-control operations, naming a specific certified employee responsible for each movement rather than the carrier generally.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Post-East Palestine legislation (Railway Safety Act framework) codifying defect-report authority and whistleblower protection so the on-ground worker's hold-the-car call is legally consequential and cannot be overridden by a dispatcher or algorithm without documented cause.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: as automated classification humping, RCL, and drone inspection absorb routine switching and sweep-inspection, the residual work concentrates in exception handling — derailment re-railing, hazmat car defects, bad-order sets, winter switch failures — which is genuinely harder to automate than the routine tier this bucket used to spend its day on.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Little headroom: already 17, and the work is already outdoor unstructured ballast work. Only a shift of the bucket's composition toward emergency/derailment response would nudge it.",
        "plausibility": "unlikely",
        "would_add": 1
      }
    ],
    "ceiling_note": "No realistic trust-premium route: freight shippers buy tonnage and transit time, not human handling, and there is no consumer-facing surface where a buyer could pay for a person. Liability also caps low because rail accountability attaches to the carrier and to operating-rules certification, not to a portable personal license — a carrier can restructure crafts around new technology in ways a state medical or engineering board cannot. Realistic ceiling is low-60s."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 4690,
        "wage": 58690
      },
      {
        "y": 2018,
        "emp": 2890,
        "wage": 55410
      },
      {
        "y": 2019,
        "emp": 2650,
        "wage": 51600
      },
      {
        "y": 2020,
        "emp": 1540,
        "wage": 47970
      },
      {
        "y": 2021,
        "emp": 1140,
        "wage": 47590
      },
      {
        "y": 2022,
        "emp": 2240,
        "wage": 42280
      },
      {
        "y": 2023,
        "emp": 1830,
        "wage": 44660
      },
      {
        "y": 2024,
        "emp": 1520,
        "wage": 49330
      },
      {
        "y": 2025,
        "emp": 1120,
        "wage": 56360
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -76.1,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}