VS
MetricRailroad Conductors and YardmastersLocomotive EngineersAdvantage
AI Exposure5445Locomotive Engineers
Replacement Risk4236Locomotive Engineers
Human Dependency7575Even
Physical Dependency6470Locomotive Engineers
Labour-market Resilience6971Locomotive Engineers
Confidence83.134380.4121Railroad Conductors and Yardmasters
Task Coverage88.129882.871Railroad Conductors and Yardmasters
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.
