Engineering & Architecture
Energy Engineers, Except Wind and Solar
HIGH
60 / 100 estimated replacement risk
VS
Engineering & Architecture
Transportation Engineers
HIGH
51 / 100 estimated replacement risk
MetricEnergy Engineers, Except Wind and SolarTransportation EngineersAdvantage
AI Exposure6957Transportation Engineers
Estimated Replacement RiskHIGH60HIGH51Transportation Engineers
Human Dependency6681Transportation Engineers
Physical Dependency3139Transportation Engineers
Labour-market Resilience5963Transportation Engineers
Confidence80.57482.5182Transportation Engineers
Task Coverage80.8927%86.6593%Transportation Engineers
Verdict
Transportation 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.