VS
Construction & Extraction
Solar Photovoltaic Installers
MODERATE
35 / 100 estimated replacement risk
MetricRoofersSolar Photovoltaic InstallersAdvantage
AI Exposure4942Solar Photovoltaic Installers
Estimated Replacement RiskMODERATE37MODERATE35Solar Photovoltaic Installers
Human Dependency7572Roofers
Physical Dependency6662Roofers
Labour-market Resilience7177Solar Photovoltaic Installers
Confidence81.588581.4743Roofers
Task Coverage85.7438%85.8909%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.