VS
Engineering & Architecture
Manufacturing Engineers
VERY HIGH
66 / 100 estimated replacement risk
MetricLogistics EngineersManufacturing EngineersAdvantage
AI Exposure6678Logistics Engineers
Estimated Replacement RiskHIGH59VERY HIGH66Logistics Engineers
Human Dependency6464Even
Physical Dependency3436Manufacturing Engineers
Labour-market Resilience5758Manufacturing Engineers
Confidence82.216882.7303Manufacturing Engineers
Task Coverage85.4718%85.3736%Logistics 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.