Classifying energy behaviors to optimize sustainability: Insights from French residential heating practices
利用项目反应理论和潜在类别分析，将法国家庭供暖行为分为四类，发现通过针对性政策干预可实现高达20%的节能，为政策制定者提供了行为驱动策略以减少能耗和温室气体排放。
Understanding residential energy consumption is crucial for addressing climate change and achieving global energy conservation goals. In France, space heating accounts for 63 % of total residential energy use, highlighting the significant influence of occupant behavior. This study investigates heating behaviors in French households using Item Response Theory (IRT) to identify key thermostat-related actions and Latent Class Analysis (LCA) to segment households into four behavioral profiles: “Temperature Adjustment Enthusiasts”, “Passive Adjusters”, “Night-time Temperature Adjusters”, and “Extreme Temperature Modifiers”. Each profile exhibits distinct patterns of energy consumption and reduction potential. Key findings reveal the potential to achieve up to 20 % energy savings through tailored policy interventions. Policymakers are encouraged to focus on behavior-driven strategies, such as providing subsidies to retrofit poorly insulated homes, particularly targeting tenants and senior households. Promoting the adoption of automated heating technologies, like smart thermostats, can minimize inefficiencies caused by frequent temperature adjustments and ensure consistent indoor temperatures. These interventions not only reduce energy use but also directly contribute to lowering greenhouse gas emissions, aligning with France's climate mitigation targets. By addressing both behavioral and structural barriers, this study provides a comprehensive framework for designing sustainable energy policies that align with ecological and socio-economic objectives, advancing energy efficiency while promoting social equity and environmental justice. • Household space heating behaviors analyzed using French database. • Latent class analysis reveals four distinct household segments. • Policy recommendations are proposed for each household profile. • Target awareness-raising campaigns with supporting incentive programs may enhance sustainable ecological goals.