Construction & Extraction
Solar Photovoltaic Installers
MODERATE
35 / 100 estimated replacement risk
VS
Construction & Extraction
Solar Thermal Installers and Technicians
MODERATE
39 / 100 estimated replacement risk
MetricSolar Photovoltaic InstallersSolar Thermal Installers and TechniciansAdvantage
AI Exposure4244Solar Photovoltaic Installers
Estimated Replacement RiskMODERATE35MODERATE39Solar Photovoltaic Installers
Human Dependency7274Solar Thermal Installers and Technicians
Physical Dependency6255Solar Photovoltaic Installers
Labour-market Resilience7771Solar Photovoltaic Installers
Confidence81.474381.2986Solar Photovoltaic Installers
Task Coverage85.8909%85.215%Solar Photovoltaic Installers
Verdict
Solar Photovoltaic Installers currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.