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Why do consumers choose to buy electric vehicles? A paired data analysis of purchase intention configurations

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  • Ye, Fei
  • Kang, Wanlin
  • Li, Lixu
  • Wang, Zhiqiang

Abstract

Understanding the driving factors associated with electric vehicle (EV) purchases is a prerequisite for governments and firms to develop corresponding policy interventions and marketing strategies. However, prior studies primarily focus on the individual role of psychological and policy attributes, and there has been limited research on how the combinations or configurations of psychological and policy attributes jointly influence consumers’ EV purchase intentions. To fill this gap, we draw on the configurational theory to develop a research framework by integrating three psychological attributes (i.e., attitude, subjective norms, and perceived behavioral control) and four policy attributes (i.e., purchase subsidies, license plate control, preferential usage, and preferential driving). We build a paired dataset with both qualitative and quantitative data. Using the fuzzy-set qualitative comparative analysis (fsQCA) approach, the empirical results from China reveal that configurations of attributes that lead to high EV purchase intention always include at least one psychological attribute. In contrast, even if a government has implemented purchase subsidies, the joint absences of attitude, subjective norms, and perceived behavioral control lead to low EV purchase intention. We also provide interesting insights into different sociodemographic characteristics. We contribute to EV adoption literature by revealing the configurations of attributes associated with EV purchase intention from a new theoretical perspective. Our findings assist policymakers in developing potential alternatives when faced with policy adjustment.

Suggested Citation

  • Ye, Fei & Kang, Wanlin & Li, Lixu & Wang, Zhiqiang, 2021. "Why do consumers choose to buy electric vehicles? A paired data analysis of purchase intention configurations," Transportation Research Part A: Policy and Practice, Elsevier, vol. 147(C), pages 14-27.
  • Handle: RePEc:eee:transa:v:147:y:2021:i:c:p:14-27
    DOI: 10.1016/j.tra.2021.02.014
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    as
    1. Egbue, Ona & Long, Suzanna, 2012. "Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions," Energy Policy, Elsevier, vol. 48(C), pages 717-729.
    2. Ott, Ursula F. & Prowse, Peter & Fells, Ray & Rogers, Helen, 2016. "The DNA of negotiations as a set theoretic concept: A theoretical and empirical analysis," Journal of Business Research, Elsevier, vol. 69(9), pages 3561-3571.
    3. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    4. Gregory G. Dess & G. T. Lumpkin & J. G. Covin, 1997. "Entrepreneurial strategy making and firm performance: tests of contingency and configurational models," Strategic Management Journal, Wiley Blackwell, vol. 18(9), pages 677-695, October.
    5. Zou, Lili Wenli & Chan, Ricky Y.K., 2019. "Why and when do consumers perform green behaviors? An examination of regulatory focus and ethical ideology," Journal of Business Research, Elsevier, vol. 94(C), pages 113-127.
    6. Ragin, Charles C., 2000. "Fuzzy-Set Social Science," University of Chicago Press Economics Books, University of Chicago Press, edition 1, number 9780226702773, April.
    7. Li, Wenbo & Long, Ruyin & Chen, Hong, 2016. "Consumers’ evaluation of national new energy vehicle policy in China: An analysis based on a four paradigm model," Energy Policy, Elsevier, vol. 99(C), pages 33-41.
    8. Hardman, Scott, 2019. "Understanding the impact of reoccurring and non-financial incentives on plug-in electric vehicle adoption – A review," Transportation Research Part A: Policy and Practice, Elsevier, vol. 119(C), pages 1-14.
    9. Wee, Sherilyn & Coffman, Makena & La Croix, Sumner, 2018. "Do electric vehicle incentives matter? Evidence from the 50 U.S. states," Research Policy, Elsevier, vol. 47(9), pages 1601-1610.
    10. Plötz, Patrick & Schneider, Uta & Globisch, Joachim & Dütschke, Elisabeth, 2014. "Who will buy electric vehicles? Identifying early adopters in Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 96-109.
    11. Shanyong Wang & Jin Fan & Dingtao Zhao & Shu Yang & Yuanguang Fu, 2016. "Predicting consumers’ intention to adopt hybrid electric vehicles: using an extended version of the theory of planned behavior model," Transportation, Springer, vol. 43(1), pages 123-143, January.
    12. Wang, Shanyong & Wang, Jing & Li, Jun & Wang, Jinpeng & Liang, Liang, 2018. "Policy implications for promoting the adoption of electric vehicles: Do consumer’s knowledge, perceived risk and financial incentive policy matter?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 58-69.
    13. Foroudi, Pantea & Jin, Zhongqi & Gupta, Suraksha & Foroudi, Mohammad M. & Kitchen, Philip J., 2018. "Perceptional components of brand equity: Configuring the Symmetrical and Asymmetrical Paths to brand loyalty and brand purchase intention," Journal of Business Research, Elsevier, vol. 89(C), pages 462-474.
    14. Johan Jansson, 2011. "Consumer eco‐innovation adoption: assessing attitudinal factors and perceived product characteristics," Business Strategy and the Environment, Wiley Blackwell, vol. 20(3), pages 192-210, March.
    15. Priessner, Alfons & Sposato, Robert & Hampl, Nina, 2018. "Predictors of electric vehicle adoption: An analysis of potential electric vehicle drivers in Austria," Energy Policy, Elsevier, vol. 122(C), pages 701-714.
    16. Carrington, Michal J. & Neville, Benjamin A. & Whitwell, Gregory J., 2014. "Lost in translation: Exploring the ethical consumer intention–behavior gap," Journal of Business Research, Elsevier, vol. 67(1), pages 2759-2767.
    17. Dongnyok Shim & Jungwoo Shin & So‐Yoon Kwak, 2018. "Modelling the consumer decision‐making process to identify key drivers and bottlenecks in the adoption of environmentally friendly products," Business Strategy and the Environment, Wiley Blackwell, vol. 27(8), pages 1409-1421, December.
    18. Woodside, Arch G., 2014. "Embrace•perform•model: Complexity theory, contrarian case analysis, and multiple realities," Journal of Business Research, Elsevier, vol. 67(12), pages 2495-2503.
    19. Haustein, Sonja & Nielsen, Thomas A. Sick, 2016. "European mobility cultures: A survey-based cluster analysis across 28 European countries," Journal of Transport Geography, Elsevier, vol. 54(C), pages 173-180.
    20. Francesco Testa & Silvia Sarti & Marco Frey, 2019. "Are green consumers really green? Exploring the factors behind the actual consumption of organic food products," Business Strategy and the Environment, Wiley Blackwell, vol. 28(2), pages 327-338, February.
    21. Charles Raux & Yves Croissant & Damien Pons, 2015. "Would personal carbon trading reduce travel emissions more effectively than a carbon tax?," Post-Print halshs-01099917, HAL.
    22. Kim, Moon-Koo & Oh, Jeesun & Park, Jong-Hyun & Joo, Changlim, 2018. "Perceived value and adoption intention for electric vehicles in Korea: Moderating effects of environmental traits and government supports," Energy, Elsevier, vol. 159(C), pages 799-809.
    23. Wang, Ning & Tang, Linhao & Pan, Huizhong, 2017. "Effectiveness of policy incentives on electric vehicle acceptance in China: A discrete choice analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 105(C), pages 210-218.
    24. Whitehead, Jake & Franklin, Joel P. & Washington, Simon, 2014. "The impact of a congestion pricing exemption on the demand for new energy efficient vehicles in Stockholm," Transportation Research Part A: Policy and Practice, Elsevier, vol. 70(C), pages 24-40.
    25. Mohamed, Moataz & Higgins, Christopher D. & Ferguson, Mark & Réquia, Weeberb J., 2018. "The influence of vehicle body type in shaping behavioural intention to acquire electric vehicles: A multi-group structural equation approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 54-72.
    26. Fanchao Liao & Eric Molin & Bert van Wee, 2017. "Consumer preferences for electric vehicles: a literature review," Transport Reviews, Taylor & Francis Journals, vol. 37(3), pages 252-275, May.
    27. Zeinab Rezvani & Johan Jansson & Maria Bengtsson, 2018. "Consumer motivations for sustainable consumption: The interaction of gain, normative and hedonic motivations on electric vehicle adoption," Business Strategy and the Environment, Wiley Blackwell, vol. 27(8), pages 1272-1283, December.
    28. Qian, Lixian & Grisolía, Jose M. & Soopramanien, Didier, 2019. "The impact of service and government-policy attributes on consumer preferences for electric vehicles in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 122(C), pages 70-84.
    29. Albort-Morant, Gema & Oghazi, Pejvak, 2016. "How useful are incubators for new entrepreneurs?," Journal of Business Research, Elsevier, vol. 69(6), pages 2125-2129.
    30. Zhang, Xian & Wang, Ke & Hao, Yu & Fan, Jing-Li & Wei, Yi-Ming, 2013. "The impact of government policy on preference for NEVs: The evidence from China," Energy Policy, Elsevier, vol. 61(C), pages 382-393.
    31. Adnan, Nadia & Md Nordin, Shahrina & Hadi Amini, M. & Langove, Naseebullah, 2018. "What make consumer sign up to PHEVs? Predicting Malaysian consumer behavior in adoption of PHEVs," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 259-278.
    32. Wang, Shanyong & Li, Jun & Zhao, Dingtao, 2017. "The impact of policy measures on consumer intention to adopt electric vehicles: Evidence from China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 105(C), pages 14-26.
    33. Mikalef, Patrick & Boura, Maria & Lekakos, George & Krogstie, John, 2019. "Big data analytics and firm performance: Findings from a mixed-method approach," Journal of Business Research, Elsevier, vol. 98(C), pages 261-276.
    34. Shanyong Wang & Jin Fan & Dingtao Zhao & Shu Yang & Yuanguang Fu, 2016. "Predicting consumers’ intention to adopt hybrid electric vehicles: using an extended version of the theory of planned behavior model," Transportation, Springer, vol. 43(1), pages 123-143, January.
    35. Li, Wenbo & Long, Ruyin & Chen, Hong & Yang, Tong & Geng, Jichao & Yang, Muyi, 2018. "Effects of personal carbon trading on the decision to adopt battery electric vehicles: Analysis based on a choice experiment in Jiangsu, China," Applied Energy, Elsevier, vol. 209(C), pages 478-488.
    36. Pantea Foroudi & Zhongqi Jin & Suraksha Gupta & Mohammad M. Foroudi & Philip Kitchen, 2018. "Perceptional components of brand equity: Configuring the Symmetrical and Asymmetrical Paths to brand loyalty and brand purchase intention," Post-Print hal-01813914, HAL.
    37. Stroe, Silvia & Parida, Vinit & Wincent, Joakim, 2018. "Effectuation or causation: An fsQCA analysis of entrepreneurial passion, risk perception, and self-efficacy," Journal of Business Research, Elsevier, vol. 89(C), pages 265-272.
    38. Hardman, Scott, 2019. "Understanding the Impact of Reoccurring and Non-Financial Incentives on Plug-in Electric Vehicle Adoption – A Review," Institute of Transportation Studies, Working Paper Series qt7v13w987, Institute of Transportation Studies, UC Davis.
    39. repec:ucp:bkecon:9780226702766 is not listed on IDEAS
    40. Schuitema, Geertje & Anable, Jillian & Skippon, Stephen & Kinnear, Neale, 2013. "The role of instrumental, hedonic and symbolic attributes in the intention to adopt electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 48(C), pages 39-49.
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