Construction & Extraction
Solar Thermal Installers and Technicians
MODERATE
39 / 100 estimated replacement risk
VS
Engineering & Architecture
Solar Energy Systems Engineers
HIGH
50 / 100 estimated replacement risk
MetricSolar Thermal Installers and TechniciansSolar Energy Systems EngineersAdvantage
AI Exposure4462Solar Thermal Installers and Technicians
Estimated Replacement RiskMODERATE39HIGH50Solar Thermal Installers and Technicians
Human Dependency7470Solar Thermal Installers and Technicians
Physical Dependency5547Solar Thermal Installers and Technicians
Labour-market Resilience7165Solar Thermal Installers and Technicians
Confidence81.298683.3858Solar Energy Systems Engineers
Task Coverage85.215%88.3143%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.