Engineering & Architecture
Civil Engineering Technologists and Technicians
HIGH
57 / 100 estimated replacement risk
VS
Engineering & Architecture
Transportation Engineers
HIGH
51 / 100 estimated replacement risk
MetricCivil Engineering Technologists and TechniciansTransportation EngineersAdvantage
AI Exposure6857Transportation Engineers
Estimated Replacement RiskHIGH57HIGH51Transportation Engineers
Human Dependency7681Transportation Engineers
Physical Dependency4239Civil Engineering Technologists and Technicians
Labour-market Resilience5963Transportation Engineers
Confidence82.82482.5182Civil Engineering Technologists and Technicians
Task Coverage86.2901%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.