Sales
Solar Sales Representatives and Assessors
HIGH
63 / 100 estimated replacement risk
VS
Engineering & Architecture
Energy Engineers, Except Wind and Solar
HIGH
60 / 100 estimated replacement risk
MetricSolar Sales Representatives and AssessorsEnergy Engineers, Except Wind and SolarAdvantage
AI Exposure6869Solar Sales Representatives and Assessors
Estimated Replacement RiskHIGH63HIGH60Energy Engineers, Except Wind and Solar
Human Dependency5066Energy Engineers, Except Wind and Solar
Physical Dependency3131Even
Labour-market Resilience5959Even
Confidence82.960680.574Solar Sales Representatives and Assessors
Task Coverage88.699%80.8927%Solar Sales Representatives and Assessors
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.