Not Very Resilient
Last Update: 10/7/2026
AI Resilience Score for Rail Yard Engineer/Ops/Host:
33.2%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Low
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Low
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
AI Resilience Report forRail Yard Engineers, Dinkey Operators, and Hostlers
$60,600 median salary•300 annual openings•SOC Code: 53-4013.00
Rail Yard Engineers, Dinkey Operators, and Hostlers are less resilient to AI impacts than most occupations, according to our analysis of 5 sources.
This career is labeled "Not Very Resilient" because the core tasks that hostlers and dinkey operators perform, like moving cars around yards and managing switching operations, are exactly what AI companies are targeting first. Yard environments are slower and more contained than open rail lines, making them easier testing grounds for autonomous locomotive technology, and real systems are already running in active yards handling thousands of cars each day.
Learn more about how you can thrive in this position
This role is not very resilient
This career is labeled "Not Very Resilient" because the core tasks that hostlers and dinkey operators perform, like moving cars around yards and managing switching operations, are exactly what AI companies are targeting first. Yard environments are slower and more contained than open rail lines, making them easier testing grounds for autonomous locomotive technology, and real systems are already running in active yards handling thousands of cars each day.
Read full analysisAnalysis of current AI resilience
Rail Yard Engineer/Ops/Host
Updated quarterly
How can Rail Yard Engineer/Ops/Host prepare for AI?
Latest AI news for Rail Yard Engineer/Ops/Host
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More Career Info
Career: Rail Yard Engineers, Dinkey Operators, and Hostlers
They move trains within rail yards, managing their positions and preparing them for departure or maintenance.
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Employment & Wage Data
Median Wage
$60,600
Jobs (2025)
3,500
Growth (2025-35)
+0.8%
Annual Openings
300
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Ride on moving cars by holding onto grab irons and standing on ladder steps.
2
Provide assistance in aligning drawbars, using available equipment to lift, pull, or push on the drawbars.
3
Provide assistance in the installation or repair of rails and ties.
4
Pull knuckles to open them for coupling.
5
Couple and uncouple air hoses and electrical connections between cars.
6
Perform routine repair and maintenance duties.
7
Operate flatcars equipped with derricks or railcars to transport personnel or equipment.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.
