Shigoto Zukan
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Will AI replace rail yard engineers, dinkey operators, and hostlers?AI replacement risk 40% and how the work is changing

United States Transportation Confidence ★★★★★

Median annual pay
$60,600
25th–75th pct. $52,780–$80,360
Top pay (est.)
$130,400
Top 10% $100,270
Pay in 5 years
$70,000est.
2031
Pay in 10 years
$80,800est.
$69,500–$93,800
Outlook score
41/100
★★☆☆☆ Below average
AI replacement risk
40%
Low
Job growth (10 yr)
+0.8%
300 openings / yr

Will AI replace Rail Yard Engineers, Dinkey Operators, and Hostlers? AI replacement risk

40%
Low
Ranked #375 safest from AI among all U.S. occupations
Very lowLowModerateHighVery high

How AI is changing this job

A written analysis for this occupation is being prepared.

AI replacement risk compares the parts of a job that are easy to hand to AI or software (processing information, documentation, repetitive computer work) with the parts that are hard to automate (physical work, working closely with people, judgment in unpredictable settings), using O*NET work activities, work context, skills and knowledge. The result is a relative position among all occupations in the country, scaled to 0–100%. Methodology →

Skills, education and requirements for Rail Yard Engineers, Dinkey Operators, and Hostlers

Key skills

Operation and Control
3.6
Operations Monitoring
3.6
Coordination
3.2
Monitoring
3.1
Complex Problem Solving
3.1
Speaking
3.1
Reading Comprehension
3.1
Troubleshooting
3.0

O*NET skill level ratings (0–7).

Key knowledge areas

Transportation
4.3
Mechanical
3.5
Public Safety and Security
3.4
Customer and Personal Service
3.4
Administration and Management
3.3
Education and Training
3.1
Administrative
2.8
English Language
2.7

What the work involves

Handling and Moving ObjectsControlling Machines and ProcessesIdentifying Objects, Actions, and EventsCommunicating with Supervisors, Peers, or SubordinatesOperating Vehicles, Mechanized Devices, or EquipmentMonitoring Processes, Materials, or SurroundingsGetting InformationInspecting Equipment, Structures, or Materials

Important abilities

Far VisionProblem SensitivityReaction TimeOral ComprehensionOral ExpressionControl Precision

Education of workers

High school diploma
83%
Post-secondary certificate
13%
Less than high school
4%

Training before entry

6–12 months
42%
3–6 months
27%
2–4 years
12%
4–10 years
11%
1–2 years
4%
1–3 months
3%

Related work experience

None
75%
4–6 years
11%
2–4 years
4%
6–12 months
4%
1–2 years
4%
3–6 months
1%

Job Zone 2 — some preparation needed (O*NET)

Difficulty of entry: ★★☆☆☆ Fairly easy (from education, training, experience and Job Zone)

Pay and employment figures are national statistics. Projected pay, outlook scores and AI replacement risk are estimates from the Shigoto Zukan model, not guarantees. To request a correction, use the contact form. How to read the data
Sources: BLS OEWS May 2025; BLS Employment Projections 2025–35; O*NET 31.0 Database by USDOL/ETA (CC BY 4.0), modified by Shigoto Zukan. Pay ranges, projections and scores are Shigoto Zukan estimates.