{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/rail-yard-engineers-dinkey-operators-and-hostlers/", "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 Yard Engineers, Dinkey Operators, and Hostlers", "soc_code": "53-4013", "category": "Transportation", "us_employment": 3920, "median_annual_wage": 60600 }, "verdict": "EXPOSED", "risk_resistance": 44, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 15, "liability_shield": 9, "trust_premium": 2, "judgment_accountability": 7 }, "reasoning": { "task_resistance": "Coupling air hoses, tying handbrakes, and riding the point to spot a car in a dark yard still needs a body on the equipment, but the sequencing, throttle, and brake application that used to be the engineer's craft are exactly what Beltpack/LOCOTROL remote-control operation and yard management software already do — which is why this sits at 11 and not 15.", "embodiment": "You are on ballast and switch stands in rain, ice, and 100-degree heat, climbing on and off moving locomotives, reaching between cars to lace air hoses, and working around live third rails or unprotected shove movements — a 15 rather than 18 only because the yard is a bounded, mapped, slow-speed environment rather than open road or mainline territory.", "liability_shield": "You hold FRA 49 CFR Part 240 certification with efficiency testing, rules exams, and decertifiable offenses on your record, but hostling and dinkey work is often performed under restricted or utility-employee status with the road crew, trainmaster, or yardmaster holding the movement authority, so the personal exposure is real but narrower than a certified road engineer's.", "trust_premium": "Nobody in the yard requests you by name; the shipper sees a car spotted on time and the incoming crew sees a locomotive fueled, sanded, and on the ready track, which any qualified hostler on any shift could have produced.", "judgment_accountability": "You make live calls on shove distances, point protection, and whether a track is clear before making a joint, but those calls are bounded by GCOR/NORAC rules, restricted speed, and a switch list from the yardmaster, so the discretion is tactical rather than ownership of an ambiguous high-stakes decision." }, "rationale": "Moving locomotives between service tracks, coupling and uncoupling equipment, and spotting cars on yard leads is physical work in weather, mud, and moving-equipment hazards — language AI does none of it. But the threat here isn't chatbots, it's remote-control locomotive systems and automated yard switching, which railroads have already used to cut ground and hostling crews, plus PTC-era software that handles routing and speed enforcement. The modal worker is a yard-based operator whose sequencing decisions are increasingly dictated by a yard management system.", "outlook": "Headcount keeps eroding as remote-control and yard-automation systems spread, but a certified, hazmat-qualified core stays on the ground through 2035 because coupling, inspecting, and unsticking equipment still needs hands.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "An FRA rulemaking or statute setting minimum crew size / requiring a certified locomotive engineer physically aboard or in direct control of yard movements — the Railway Safety Act of 2023 (S.576) two-person crew provision and FRA's 2024 final rule on train crew size (49 CFR 218 subpart G) are the live vehicles; state two-person-crew laws (e.g. Nevada, Washington, Ohio) extended explicitly to yard and hostling moves would do the same", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "FRA certification requirements (49 CFR 240/242) amended so that remote-control locomotive operation requires a certified engineer whose certificate is personally revocable for RCL incidents, rather than a lower-tier RCO qualification — making the human the named accountable operator on the movement", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: if yard management software takes over routine spotting and sequencing, the residual role is the exception tier — bad-order cars, blue-flag protection, hazmat placarded cuts, derailment recovery, and shoving moves with defective end-of-car devices, where the human makes the call to stop or proceed. This tier is genuinely separable in yard work", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "A collective bargaining outcome (SMART-TD / BLET national agreement) that names a specific on-ground employee as the person authorized to reject an automated movement plan and stop work under FRA's good-faith safety refusal protections, rather than the yardmaster or the system", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Post-East Palestine insurer or AAR interchange requirements mandating in-person mechanical/air-brake inspection walks tied to each yard move, adding non-remote physical work to the hostling job rather than removing it", "plausibility": "plausible", "would_add": 2 }, { "dimension": "task_resistance", "change": "If RCL zones remain limited to flat, fully-fenced, PTC-covered yards, the remaining work concentrates in hump yards, industry leads, and shared-track locations where remote systems are not certified — raising the share of the day machines cannot do", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium has no realistic route: the buyer is a Class I railroad optimizing crew cost, and no shipper pays extra for a human hostler. Even with maximal crew-size legislation the headcount trend is downward — liability rules can protect the certification requirement without protecting the number of jobs, and the occupation is small enough (3,920) that a single Class I's RCL expansion moves the whole figure." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 6140, "wage": 50150 }, { "y": 2018, "emp": 5690, "wage": 52630 }, { "y": 2019, "emp": 5400, "wage": 49330 }, { "y": 2020, "emp": 4580, "wage": 51720 }, { "y": 2021, "emp": 4460, "wage": 61090 }, { "y": 2022, "emp": 2680, "wage": 56340 }, { "y": 2023, "emp": 2430, "wage": 57070 }, { "y": 2024, "emp": 3300, "wage": 58030 }, { "y": 2025, "emp": 3920, "wage": 60600 } ], "from": 2017, "to": 2025, "change_pct": -36.2, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "locomotive-engineers", "title": "Locomotive Engineers", "verdict": "EXPOSED", "risk_resistance": 60, "median_wage": 81410, "overlap": 81, "skills_to_close": [] }, { "slug": "signal-and-track-switch-repairers", "title": "Signal and Track Switch Repairers", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 92460, "overlap": 73, "skills_to_close": [ "Installation", "Equipment Maintenance", "Repairing", "Troubleshooting" ] }, { "slug": "commercial-pilots", "title": "Commercial Pilots", "verdict": "SAFE", "risk_resistance": 73, "median_wage": 123220, "overlap": 61, "skills_to_close": [ "Science", "Operation and Control", "Judgment and Decision Making", "Operations Monitoring" ] } ], "license": "https://cookedindex.com/terms" }