VS
MetricCommercial PilotsLocomotive EngineersAdvantage
AI Exposure6145Locomotive Engineers
Replacement Risk4436Locomotive Engineers
Human Dependency7375Locomotive Engineers
Physical Dependency6570Locomotive Engineers
Labour-market Resilience7371Commercial Pilots
Confidence82.737580.4121Commercial Pilots
Task Coverage86.884682.871Commercial Pilots
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.
