“…Although complete information could not be obtained, survey research is increasingly deepening the understanding of residential low-carbon perceptions and behaviors (Yang et al, 2021 ). Researchers measured subjective factors such as psychological distance (Wang et al, 2019 ), emotional characteristics (Lehman et al, 2019 ; Galway and Beery, 2022 ), political orientation (Luo and Zhao, 2019 ; Gregersen et al, 2020 ), education level (Wang and Zhou, 2020 ), and social norms (Sörqvist and Langeborg, 2019 ). External environmental factors include climate experience (Bø and Wolff, 2020 ; Sambrook et al, 2021 ; Yang et al, 2021 ), local conditions (Cianconi et al, 2020 ; Zhang et al, 2020 ), and environmental management (Marshall et al, 2019 ), and so on.…”