VS
MetricLocomotive EngineersShip EngineersAdvantage
AI Exposure4548Locomotive Engineers
Replacement Risk3639Locomotive Engineers
Human Dependency7567Locomotive Engineers
Physical Dependency7065Locomotive Engineers
Labour-market Resilience7172Ship Engineers
Confidence80.412180.8814Ship Engineers
Task Coverage82.87183.4368Ship 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.
