VS
MetricTraffic TechniciansLocomotive EngineersAdvantage
AI Exposure6445Locomotive Engineers
Replacement Risk5336Locomotive Engineers
Human Dependency7175Locomotive Engineers
Physical Dependency5470Locomotive Engineers
Labour-market Resilience6071Locomotive Engineers
Confidence82.220980.4121Traffic Technicians
Task Coverage85.025382.871Traffic Technicians
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.
