We explored low-carbon behavior approaches in high- and low-climate-risk areas.
Socioeconomic factors and low-carbon behavior affect house energy (HE) use.
Income and education directly and indirectly impacted HE in the low-risk area.
Low-carbon behavior exhibited powerful effects on HE in the high-risk area.