Engineering & Architecture
Wind Energy Engineers
VERY HIGH
68 / 100 estimated replacement risk
VS
Engineering & Architecture
Energy Engineers, Except Wind and Solar
HIGH
60 / 100 estimated replacement risk
MetricWind Energy EngineersEnergy Engineers, Except Wind and SolarAdvantage
AI Exposure7869Energy Engineers, Except Wind and Solar
Estimated Replacement RiskVERY HIGH68HIGH60Energy Engineers, Except Wind and Solar
Human Dependency5966Energy Engineers, Except Wind and Solar
Physical Dependency2931Energy Engineers, Except Wind and Solar
Labour-market Resilience5359Energy Engineers, Except Wind and Solar
Confidence83.701280.574Wind Energy Engineers
Task Coverage87.9877%80.8927%Wind Energy Engineers
Verdict
Energy Engineers, Except Wind and Solar currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.