Engineering & Architecture
Solar Energy Systems Engineers
HIGH
50 / 100 estimated replacement risk
VS
Construction & Extraction
Solar Thermal Installers and Technicians
MODERATE
39 / 100 estimated replacement risk
MetricSolar Energy Systems EngineersSolar Thermal Installers and TechniciansAdvantage
AI Exposure6244Solar Thermal Installers and Technicians
Estimated Replacement RiskHIGH50MODERATE39Solar Thermal Installers and Technicians
Human Dependency7074Solar Thermal Installers and Technicians
Physical Dependency4755Solar Thermal Installers and Technicians
Labour-market Resilience6571Solar Thermal Installers and Technicians
Confidence83.385881.2986Solar Energy Systems Engineers
Task Coverage88.3143%85.215%Solar Energy Systems Engineers
Verdict
Solar Thermal Installers and Technicians currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.