VS
MetricLogistics EngineersManufacturing EngineersAdvantage
AI Exposure6678Logistics Engineers
Replacement Risk5966Logistics Engineers
Human Dependency6464Even
Physical Dependency3436Manufacturing Engineers
Labour-market Resilience5758Manufacturing Engineers
Confidence82.216882.7303Manufacturing Engineers
Task Coverage85.471885.3736Logistics Engineers
Verdict
Logistics 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.
