VS
MetricLocomotive EngineersRail Yard Engineers, Dinkey Operators, and HostlersAdvantage
AI Exposure4544Rail Yard Engineers, Dinkey Operators, and Hostlers
Replacement Risk3638Locomotive Engineers
Human Dependency7569Locomotive Engineers
Physical Dependency7070Even
Labour-market Resilience7170Locomotive Engineers
Confidence80.412180.1599Locomotive Engineers
Task Coverage82.87182.8703Locomotive Engineers
Verdict
Locomotive Engineers currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.
