Gloria Amaris , Stepan Vesely , Christian A. Klöckner
{"title":"智能恒温器、洗衣机和电动汽车充电:德国和西班牙消费者偏好的决定因素","authors":"Gloria Amaris , Stepan Vesely , Christian A. Klöckner","doi":"10.1016/j.erss.2025.104344","DOIUrl":null,"url":null,"abstract":"<div><div>Data from three stated choice experiments conducted in Germany and Spain with over 2500 participants provide new evidence on the determinants of consumer preferences for smart thermostats, smart electric vehicle charging, and smart scheduling of washing machine operation. Our findings reveal that across the three technologies, financial savings, the opportunity to consume energy generated from renewables, and technological benefits, such as vehicle-to-home capabilities, can increase consumer adoption of smart energy technologies. Participants were generally hesitant to fully cede control to automation. In the case of smart charging, they were resistant to deviations from their preferred battery charge (e.g., the battery not being fully charged). On the other hand, when it came to smart thermostats, respondents showed willingness to accept small deviations from their preferred room temperature. Using a hybrid choice model that combines attitudinal responses and stated preference data to capture underlying behavioral drivers, we also show how environmental concern, personal norms, social norms, and pro-environmental habits influence consumer choices. Our findings provide new insights into the interplay of behavioral and technological factors and guidance for more targeted strategies to enhance adoption.</div></div>","PeriodicalId":48384,"journal":{"name":"Energy Research & Social Science","volume":"129 ","pages":"Article 104344"},"PeriodicalIF":7.4000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Smart thermostats, washing machines, and electric vehicle charging: Determinants of preferences among German and Spanish consumers\",\"authors\":\"Gloria Amaris , Stepan Vesely , Christian A. Klöckner\",\"doi\":\"10.1016/j.erss.2025.104344\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Data from three stated choice experiments conducted in Germany and Spain with over 2500 participants provide new evidence on the determinants of consumer preferences for smart thermostats, smart electric vehicle charging, and smart scheduling of washing machine operation. Our findings reveal that across the three technologies, financial savings, the opportunity to consume energy generated from renewables, and technological benefits, such as vehicle-to-home capabilities, can increase consumer adoption of smart energy technologies. Participants were generally hesitant to fully cede control to automation. In the case of smart charging, they were resistant to deviations from their preferred battery charge (e.g., the battery not being fully charged). On the other hand, when it came to smart thermostats, respondents showed willingness to accept small deviations from their preferred room temperature. Using a hybrid choice model that combines attitudinal responses and stated preference data to capture underlying behavioral drivers, we also show how environmental concern, personal norms, social norms, and pro-environmental habits influence consumer choices. Our findings provide new insights into the interplay of behavioral and technological factors and guidance for more targeted strategies to enhance adoption.</div></div>\",\"PeriodicalId\":48384,\"journal\":{\"name\":\"Energy Research & Social Science\",\"volume\":\"129 \",\"pages\":\"Article 104344\"},\"PeriodicalIF\":7.4000,\"publicationDate\":\"2025-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Energy Research & Social Science\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2214629625004256\",\"RegionNum\":2,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENVIRONMENTAL STUDIES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Energy Research & Social Science","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2214629625004256","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL STUDIES","Score":null,"Total":0}
Smart thermostats, washing machines, and electric vehicle charging: Determinants of preferences among German and Spanish consumers
Data from three stated choice experiments conducted in Germany and Spain with over 2500 participants provide new evidence on the determinants of consumer preferences for smart thermostats, smart electric vehicle charging, and smart scheduling of washing machine operation. Our findings reveal that across the three technologies, financial savings, the opportunity to consume energy generated from renewables, and technological benefits, such as vehicle-to-home capabilities, can increase consumer adoption of smart energy technologies. Participants were generally hesitant to fully cede control to automation. In the case of smart charging, they were resistant to deviations from their preferred battery charge (e.g., the battery not being fully charged). On the other hand, when it came to smart thermostats, respondents showed willingness to accept small deviations from their preferred room temperature. Using a hybrid choice model that combines attitudinal responses and stated preference data to capture underlying behavioral drivers, we also show how environmental concern, personal norms, social norms, and pro-environmental habits influence consumer choices. Our findings provide new insights into the interplay of behavioral and technological factors and guidance for more targeted strategies to enhance adoption.
期刊介绍:
Energy Research & Social Science (ERSS) is a peer-reviewed international journal that publishes original research and review articles examining the relationship between energy systems and society. ERSS covers a range of topics revolving around the intersection of energy technologies, fuels, and resources on one side and social processes and influences - including communities of energy users, people affected by energy production, social institutions, customs, traditions, behaviors, and policies - on the other. Put another way, ERSS investigates the social system surrounding energy technology and hardware. ERSS is relevant for energy practitioners, researchers interested in the social aspects of energy production or use, and policymakers.
Energy Research & Social Science (ERSS) provides an interdisciplinary forum to discuss how social and technical issues related to energy production and consumption interact. Energy production, distribution, and consumption all have both technical and human components, and the latter involves the human causes and consequences of energy-related activities and processes as well as social structures that shape how people interact with energy systems. Energy analysis, therefore, needs to look beyond the dimensions of technology and economics to include these social and human elements.