Rail Yard Engineers, Dinkey Operators, and Hostlers
Machines can already do 27% of this job's tasks. By 2035 that rises to 65%. The job changes before it disappears.
Share of the work machines can do
Worldwide baseline, 2026 to 2050
Rail Yard Engineers, Dinkey Operators, and Hostlers in 2026: the short answer
- Today: machines can do 27% of this job's tasks, and AI use is already seen in 0% of them.
- Forecast: machines can do half of its tasks by 2032, and 65% by 2035, according to the 311 Strategic Intelligence Unit.
- Size: 3,920 people do this job in the United States, on a median pay of $60,600 a year.
- Contact with people: it scores 66% for contact with people.
- Also called: Carman, Engineer, Hostler, Rail Yard Engineer.
Updated by the 311 Strategic Intelligence Unit. These are worldwide baseline figures; the Workforce Starburst shows them for your country. Go deeper: How ready am I? or an executive briefing.
How the work changes, task by task
The tasks that take up most of the day, with the share of each that machines can do in 2026 (dark) and 2035 (pink). Worldwide baseline.
| Task | Share of the day | Machines can do | 2026 to 2035 |
|---|---|---|---|
| Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars | 23% | 30% to 75% | |
| Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors | 9% | 30% to 75% | |
| Confer with conductors and other workers via radiotelephones or computers to exchange switching information | 7% | 30% to 60% | |
| Spot cars for loading and unloading at customer locations | 6% | 20% to 60% | |
| Operate track switches, derails, automatic switches, and retarders to change routing of train or cars | 6% | 30% to 75% | |
| Inspect engines before and after use to ensure proper operation | 5% | 3% to 30% | |
| Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones | 5% | 25% to 55% | |
| Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors | 5% | 42% to 72% |
The skills this job runs on
The skills rail yard engineers, dinkey operators, and hostlers use most, most used first.
Safer jobs nearby
Jobs with a similar skill shape where machines can do less of the work by 2035.
- Sailors and Marine Oilers57% of tasks by 2035 · US median $51,520
- Coating, Painting, and Spraying Machine Setters, Operators, and Tenders60% of tasks by 2035 · US median $48,250
- Highway Maintenance Workers62% of tasks by 2035 · US median $50,260
- Library Assistants, Clerical62% of tasks by 2035 · US median $36,910
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Questions
When will machines do half of the tasks of Rail Yard Engineers, Dinkey Operators, and Hostlers?
Machines can do half of its tasks by 2032. That is the worldwide baseline from the 311 Workforce Starburst, before adjusting for country.
Will AI take the job of rail yard engineers, dinkey operators, and hostlers?
Machines can do 27% of the tasks of rail yard engineers, dinkey operators, and hostlers today and 65% by 2035. The job changes before it disappears: the routine tasks move first.
Sources and citing
Tasks and their share of the day: O*NET 31.0, occupation 53-4013.00 (US Department of Labor, CC BY 4.0). Pay and jobs: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. AI use today: Anthropic Economic Index (CC BY). Scoring and forecast: the 311 Strategic Intelligence Unit; after 2035 the figures extend each trend, with lower confidence. Foresight, not advice.
Cite as: 311 Institute (2026). Rail Yard Engineers, Dinkey Operators, and Hostlers: the outlook to 2050. 311 Workforce Starburst. https://www.311institute.com/jobs/rail-yard-engineers-dinkey-operators-and-hostlers/