EXPOSED
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.
Part 2020 shock, part continued decline in the years since.
Median pay $49,330 → $60,600 -1.7% in real terms
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.
BLS projection, 2024–2034
+0.3%
Percentage only. The projection counts a different population from the 3,920 above — it includes self-employed workers, which for this occupation is most of them, so the two headcounts are not comparable.
Exposed, but growing
AI can already do a lot of these tasks, and the BLS still expects +0.3% more of these jobs by 2034. Demand for the output is growing faster than the work is being automated away — the mechanism BLS gives for software developers, and the combination people most often misread as an error.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~200 openings a year on average, including replacing people who leave.
CarmanHostlerEngineerLarrimanSwitcherCar MoverSwitchmanCoal TrammerYard HostlerDinkey DriverDump MotormanDuty EngineerRail SwitcherYard EngineerYard SwitcherDinkey SkinnerEngine HostlerRail SwitchmanShunt OperatorTrain OperatorDinkey EngineerDinkey OperatorSwitch EngineerCar Barn Laborer
Holding it up: embodiment . Weakest point: trust premium .
Mixed — a routine tier and a judgment tier 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.
Hands-on in uncontrolled environments 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.
Certification preferred, not legally required 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.
Meaningful discretion 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.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (11/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (9/20) is whether the law requires a licensed human to sign. Trust premium (2/20) is whether buyers specifically pay for a person. Judgment and accountability (7/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 18 of this occupation's 44 points (41%).
Embodiment (15/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
Locomotive Engineers EXPOSED
Commercial Pilots SAFE
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 64/100, still EXPOSED.
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
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
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
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
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
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
The limit. 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.
| New York-Newark-Jersey City, NY-NJ | 60 | $53,890 -11% |
| New York-Newark-Jersey City, NY-NJ | 60 | $53,890 -11% |
Truck News reported that Venti Technologies' autonomous yard trucks have accumulated more than 500,000 miles of operation at logistics hubs and ports.
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