IDEAS home Printed from https://ideas.repec.org/a/eee/retrec/v110y2025ics0739885925000186.html

Are past ownership experience and satisfaction major determinants of endorsement and future demand for zero emission vehicle technology when accounting for vehicle characteristics?

Author

Listed:
  • Shi, Hui
  • Goulias, Konstadinos G.

Abstract

Considering the worldwide impacts of climate change, it is crucial to embrace sustainable transport alternatives in order to reduce the emission of greenhouse gases. This study seeks to probe the impact factors of future vehicle choices and recommendations to other potential users. Specifically, clustering is first done based on vehicle attributes to group users' future vehicle intentions. Then a weighted multinomial logistic model (MNL) is developed to study the impact factors of people's future vehicle demand. Following that, three distinct models are evaluated to identify factors influencing consumer willingness to recommend three different zero-emission vehicles (ZEVs) listed by the California Air Resources Board, namely plug-in hybrid electric vehicles (PHEVs), battery electric vehicles (BEVs), and hydrogen fuel cell electric vehicles (FCEVs), with past experiences (reflected by post-purchase satisfaction in this study) serving as mediators. Finally, the relationship between past experiences and future vehicle demand is discussed. Future vehicle choices are classified into four groups that based on fuel type, body size, vehicle addition or replacement, and desire for new or used automobiles. The results indicate that consumers who have experienced sustainable vehicles are more likely to continue to select them in the future. In terms of the impact factors of ZEV satisfaction and recommendation, PHEV owners are concerned about the costs associated with gasoline and electricity consumption at home. BEV users consider not just all of the aforementioned but also battery range and the availability of public charging stations. FCEV users value the convenience of refueling their vehicles.

Suggested Citation

  • Shi, Hui & Goulias, Konstadinos G., 2025. "Are past ownership experience and satisfaction major determinants of endorsement and future demand for zero emission vehicle technology when accounting for vehicle characteristics?," Research in Transportation Economics, Elsevier, vol. 110(C).
  • Handle: RePEc:eee:retrec:v:110:y:2025:i:c:s0739885925000186
    DOI: 10.1016/j.retrec.2025.101535
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0739885925000186
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.retrec.2025.101535?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Jenn, Alan & Lee, Jae Hyun & Hardman, Scott & Tal, Gil, 2020. "An in-depth examination of electric vehicle incentives: Consumer heterogeneity and changing response over time," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 97-109.
    2. Bhat, Furqan A. & Tiwari, Gaurav Yash & Verma, Ashish, 2024. "Preferences for public electric vehicle charging infrastructure locations: A discrete choice analysis," Transport Policy, Elsevier, vol. 149(C), pages 177-197.
    3. Makena Coffman & Paul Bernstein & Sherilyn Wee, 2017. "Electric vehicles revisited: a review of factors that affect adoption," Transport Reviews, Taylor & Francis Journals, vol. 37(1), pages 79-93, January.
    4. Shi, Hui & Goulias, Konstadinos G., 2024. "Understanding the zero-emission vehicle market spatial diffusion and its determinants from 2019 to 2022 using spatial econometric models," Energy, Elsevier, vol. 313(C).
    5. Scott Hardman & Gil Tal, 2021. "Understanding discontinuance among California’s electric vehicle owners," Nature Energy, Nature, vol. 6(5), pages 538-545, May.
    6. Viswanath Venkatesh, 2000. "Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model," Information Systems Research, INFORMS, vol. 11(4), pages 342-365, December.
    7. Yong Zhang & Miner Zhong & Nana Geng & Yunjian Jiang, 2017. "Forecasting electric vehicles sales with univariate and multivariate time series models: The case of China," PLOS ONE, Public Library of Science, vol. 12(5), pages 1-15, May.
    8. Collantes, Gustavo O, 2006. "The California Zero-Emission Vehicle Mandate: A Study of the Policy Process, 1990-2004," Institute of Transportation Studies, Working Paper Series qt9030893m, Institute of Transportation Studies, UC Davis.
    9. Javid, Roxana J. & Nejat, Ali, 2017. "A comprehensive model of regional electric vehicle adoption and penetration," Transport Policy, Elsevier, vol. 54(C), pages 30-42.
    10. Xingping Zhang & Jian Xie & Rao Rao & Yanni Liang, 2014. "Policy Incentives for the Adoption of Electric Vehicles across Countries," Sustainability, MDPI, vol. 6(11), pages 1-23, November.
    11. Collantes, Gustavo, 2006. "The California Zero-Emission Vehicle Mandate: A Study of the Policy Process, 1990-2004," University of California Transportation Center, Working Papers qt7672m22n, University of California Transportation Center.
    12. Wong, Stephen D. PhD & Shaheen, Susan A. PhD & Martin, Elliot PhD & Uyeki, Robert, 2023. "Do Incentives Make a Difference? Understanding Smart Charging Program Adoption for Electric Vehicles," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt98z4b5rr, Institute of Transportation Studies, UC Berkeley.
    13. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    14. Viswanath Venkatesh & Fred D. Davis, 2000. "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies," Management Science, INFORMS, vol. 46(2), pages 186-204, February.
    15. Canepa, Kathryn & Hardman, Scott & Tal, Gil, 2019. "An early look at plug-in electric vehicle adoption in disadvantaged communities in California," Transport Policy, Elsevier, vol. 78(C), pages 19-30.
    16. Qingyou Yan & Guangyu Qin & Meijuan Zhang & Bowen Xiao, 2019. "Research on Real Purchasing Behavior Analysis of Electric Cars in Beijing Based on Structural Equation Modeling and Multinomial Logit Model," Sustainability, MDPI, vol. 11(20), pages 1-15, October.
    17. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    18. Globisch, Joachim & Dütschke, Elisabeth & Schleich, Joachim, 2018. "Acceptance of electric passenger cars in commercial fleets," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 122-129.
    19. Sharma, Reema Bera & Majumdar, Bandhan Bandhu & Maitra, Bhargab, 2024. "Commuter and non-commuter preferences for plug-in hybrid electric vehicle: A case study of Delhi and Kolkata, India," Research in Transportation Economics, Elsevier, vol. 103(C).
    20. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    21. Haidar, Bassem & Aguilar Rojas, Maria Teresa, 2022. "The relationship between public charging infrastructure deployment and other socio-economic factors and electric vehicle adoption in France," Research in Transportation Economics, Elsevier, vol. 95(C).
    22. Leonardo Bitencourt & Tiago Abud & Rachel Santos & Bruno Borba, 2021. "Bass Diffusion Model Adaptation Considering Public Policies to Improve Electric Vehicle Sales—A Brazilian Case Study," Energies, MDPI, vol. 14(17), pages 1-19, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Shi, Hui & Goulias, Konstadinos G., 2024. "Understanding the zero-emission vehicle market spatial diffusion and its determinants from 2019 to 2022 using spatial econometric models," Energy, Elsevier, vol. 313(C).
    2. Jia, Wenjian & Jiang, Zhiqiu & Wang, Qian & Xu, Bin & Xiao, Mei, 2023. "Preferences for zero-emission vehicle attributes: Comparing early adopters with mainstream consumers in California," Transport Policy, Elsevier, vol. 135(C), pages 21-32.
    3. Lee, Yong-Jin Alex & Nilsson, Isabelle, 2025. "Estimating the effect of a state-level charging infrastructure funding program on plug-in electric vehicle adoption," Journal of Transport Geography, Elsevier, vol. 129(C).
    4. Peng, Ruoqing & Tang, Justin Hayse Chiwing G. & Yang, Xiong & Meng, Meng & Zhang, Jie & Zhuge, Chengxiang, 2024. "Investigating the factors influencing the electric vehicle market share: A comparative study of the European Union and United States," Applied Energy, Elsevier, vol. 355(C).
    5. Burra, Lavan T. & Sommer, Stephan & Vance, Colin, 2024. "Policy complementarities in the promotion of electric vehicles," Energy Policy, Elsevier, vol. 192(C).
    6. Yu Wang & Shanyong Wang & Jing Wang & Jiuchang Wei & Chenglin Wang, 2020. "An empirical study of consumers’ intention to use ride-sharing services: using an extended technology acceptance model," Transportation, Springer, vol. 47(1), pages 397-415, February.
    7. Mäntymäki, Matti & Salo, Jari, 2013. "Purchasing behavior in social virtual worlds: An examination of Habbo Hotel," International Journal of Information Management, Elsevier, vol. 33(2), pages 282-290.
    8. Peter Bou Saba & Régis Meissonier, 2016. "Conflict contagion effects from previous IT projects: action research during preliminary phases of a DST implementation project [Effets de contagion de conflits de projets TI antérieurs:Une recherche-action lors des phases préliminaires d'un proje," Post-Print hal-02161336, HAL.
    9. Sarv Devaraj & Ming Fan & Rajiv Kohli, 2002. "Antecedents of B2C Channel Satisfaction and Preference: Validating e-Commerce Metrics," Information Systems Research, INFORMS, vol. 13(3), pages 316-333, September.
    10. Al-Qeisi, Kholoud & Dennis, Charles & Alamanos, Eleftherios & Jayawardhena, Chanaka, 2014. "Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology," Journal of Business Research, Elsevier, vol. 67(11), pages 2282-2290.
    11. McLean, Graeme & Osei-Frimpong, Kofi & Al-Nabhani, Khalid & Marriott, Hannah, 2020. "Examining consumer attitudes towards retailers' m-commerce mobile applications – An initial adoption vs. continuous use perspective," Journal of Business Research, Elsevier, vol. 106(C), pages 139-157.
    12. Ivonne Angelica Castiblanco Jimenez & Laura Cristina Cepeda García & Maria Grazia Violante & Federica Marcolin & Enrico Vezzetti, 2020. "Commonly Used External TAM Variables in e-Learning, Agriculture and Virtual Reality Applications," Future Internet, MDPI, vol. 13(1), pages 1-21, December.
    13. Liébana-Cabanillas, Francisco & Marinkovic, Veljko & Ramos de Luna, Iviane & Kalinic, Zoran, 2018. "Predicting the determinants of mobile payment acceptance: A hybrid SEM-neural network approach," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 117-130.
    14. Deborah Compeau & Barbara Marcolin & Helen Kelley & Chris Higgins, 2012. "Research Commentary ---Generalizability of Information Systems Research Using Student Subjects---A Reflection on Our Practices and Recommendations for Future Research," Information Systems Research, INFORMS, vol. 23(4), pages 1093-1109, December.
    15. Chen Wei, 2021. "The influence of Consumers’ Purchase intention on Smart Wearable Device: A study of Consumers in East China," International Journal of Science and Business, IJSAB International, vol. 5(8), pages 46-72.
    16. Simarpreet Kaur & Sangeeta Arora, 2023. "Understanding customers’ usage behavior towards online banking services: an integrated risk–benefit framework," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 28(1), pages 74-98, March.
    17. Murat Selim Selvi & Şermin Önem, 2025. "Impact of Variables in the UTAUT 2 Model on the Intention to Use a Fully Electric Car," Sustainability, MDPI, vol. 17(7), pages 1-24, April.
    18. Nitesh Bharosa & JinKyu Lee & Marijn Janssen, 2010. "Challenges and obstacles in sharing and coordinating information during multi-agency disaster response: Propositions from field exercises," Information Systems Frontiers, Springer, vol. 12(1), pages 49-65, March.
    19. Hamari, Juho & Koivisto, Jonna, 2015. "Why do people use gamification services?," International Journal of Information Management, Elsevier, vol. 35(4), pages 419-431.
    20. Khalil Moghaddam, B. & Khatoon-Abadi, A., 2013. "Factors affecting ICT adoption among rural users: A case study of ICT Center in Iran," Telecommunications Policy, Elsevier, vol. 37(11), pages 1083-1094.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:retrec:v:110:y:2025:i:c:s0739885925000186. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/620614/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.