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From government to market? A discrete choice analysis of policy instruments for electric vehicle adoption

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  • Li, Lixu
  • Wang, Zhiqiang
  • Xie, Xiaoqing

Abstract

This paper conducts a stated preference (SP) survey by integrating vehicle attributes, policy attributes, and psychological characteristics to explore the mechanisms of personal carbon trading (PCT) and tradable driving credit (TDC), as well as consumer preferences for different types of policy instruments. Using a hybrid choice model (HCM), the empirical results obtained from 1546 Chinese consumers reveal that PCT and TDC are more powerful than most existing policy instruments in encouraging consumers to adopt electric vehicles (EVs). Moreover, although psychological characteristics (i.e., environmental awareness, perceived environmental benefits, and subjective norms) play an important role in explaining consumers’ EV adoption behaviour, PCT and TDC primarily alter consumers’ EV adoption decisions through economic motivations rather than through psychological motivations. Most importantly, the implementation of PCT and TDC enables consumers to adopt EVs while having no substantial impact on their intention to purchase conventional fuel vehicles (CFVs), thereby laying the groundwork for PCT and TDC to function effectively. This paper contributes to the EV adoption literature by systematically investigating the combined effects of different factors, especially market-oriented policy instruments, on consumers’ vehicle adoption decisions. The findings also provide new insights for policymakers to design novel policy instruments to promote EV adoption.

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  • Li, Lixu & Wang, Zhiqiang & Xie, Xiaoqing, 2022. "From government to market? A discrete choice analysis of policy instruments for electric vehicle adoption," Transportation Research Part A: Policy and Practice, Elsevier, vol. 160(C), pages 143-159.
  • Handle: RePEc:eee:transa:v:160:y:2022:i:c:p:143-159
    DOI: 10.1016/j.tra.2022.04.004
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    as
    1. 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.
    2. Fan, Jin & He, Haonan & Wu, Yanrui, 2016. "Personal carbon trading and subsidies for hybrid electric vehicles," Economic Modelling, Elsevier, vol. 59(C), pages 164-173.
    3. 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.
    4. Bas, Javier & Cirillo, Cinzia & Cherchi, Elisabetta, 2021. "Classification of potential electric vehicle purchasers: A machine learning approach," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    5. Hu, Xiaosong & Zhang, Xiaoqian & Tang, Xiaolin & Lin, Xianke, 2020. "Model predictive control of hybrid electric vehicles for fuel economy, emission reductions, and inter-vehicle safety in car-following scenarios," Energy, Elsevier, vol. 196(C).
    6. 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.
    7. Zhao, Meng & Li, Xiaopeng & Yin, Jiateng & Cui, Jianxun & Yang, Lixing & An, Shi, 2018. "An integrated framework for electric vehicle rebalancing and staff relocation in one-way carsharing systems: Model formulation and Lagrangian relaxation-based solution approach," Transportation Research Part B: Methodological, Elsevier, vol. 117(PA), pages 542-572.
    8. Qiu, Y.Q. & Zhou, P. & Sun, H.C., 2019. "Assessing the effectiveness of city-level electric vehicle policies in China," Energy Policy, Elsevier, vol. 130(C), pages 22-31.
    9. Giansoldati, Marco & Rotaris, Lucia & Scorrano, Mariangela & Danielis, Romeo, 2020. "Does electric car knowledge influence car choice? Evidence from a hybrid choice model," Research in Transportation Economics, Elsevier, vol. 80(C).
    10. Cherchi, Elisabetta, 2017. "A stated choice experiment to measure the effect of informational and normative conformity in the preference for electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 88-104.
    11. Cecere, Grazia & Corrocher, Nicoletta & Guerzoni, Marco, 2018. "Price or performance? A probabilistic choice analysis of the intention to buy electric vehicles in European countries," Energy Policy, Elsevier, vol. 118(C), pages 19-32.
    12. Zhang, Xingping & Liang, Yanni & Yu, Enhai & Rao, Rao & Xie, Jian, 2017. "Review of electric vehicle policies in China: Content summary and effect analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 698-714.
    13. Starkey, Richard, 2012. "Personal carbon trading: A critical survey," Ecological Economics, Elsevier, vol. 73(C), pages 7-18.
    14. 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.
    15. Kim, Jinhee & Rasouli, Soora & Timmermans, Harry, 2017. "Satisfaction and uncertainty in car-sharing decisions: An integration of hybrid choice and random regret-based models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 13-33.
    16. Hensher,David A. & Rose,John M. & Greene,William H., 2015. "Applied Choice Analysis," Cambridge Books, Cambridge University Press, number 9781107465923.
    17. Stephane Hess & Mark Fowler & Thomas Adler & Aniss Bahreinian, 2012. "A joint model for vehicle type and fuel type choice: evidence from a cross-nested logit study," Transportation, Springer, vol. 39(3), pages 593-625, May.
    18. 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.
    19. Meng Xu & Guangmin Wang & Susan Grant-Muller & Ziyou Gao, 2017. "Joint road toll pricing and capacity development in discrete transport network design problem," Transportation, Springer, vol. 44(4), pages 731-752, July.
    20. Langbroek, Joram H.M. & Franklin, Joel P. & Susilo, Yusak O., 2016. "The effect of policy incentives on electric vehicle adoption," Energy Policy, Elsevier, vol. 94(C), pages 94-103.
    21. Bahamonde-Birke, Francisco J. & Hanappi, Tibor, 2016. "The potential of electromobility in Austria: Evidence from hybrid choice models under the presence of unreported information," Transportation Research Part A: Policy and Practice, Elsevier, vol. 83(C), pages 30-41.
    22. Starkey, Richard, 2012. "Personal carbon trading: A critical survey Part 2: Efficiency and effectiveness," Ecological Economics, Elsevier, vol. 73(C), pages 19-28.
    23. 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.
    24. Ben-Akiva, Moshe & McFadden, Daniel & Train, Kenneth & Börsch-Supan, Axel, 2002. "Hybrid Choice Models: Progress and Challenges," Sonderforschungsbereich 504 Publications 02-29, Sonderforschungsbereich 504, Universität Mannheim;Sonderforschungsbereich 504, University of Mannheim.
    25. Kim, Jinhee & Rasouli, Soora & Timmermans, Harry, 2014. "Expanding scope of hybrid choice models allowing for mixture of social influences and latent attitudes: Application to intended purchase of electric cars," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 71-85.
    26. Xu, Lei & Su, Jun, 2016. "From government to market and from producer to consumer: Transition of policy mix towards clean mobility in China," Energy Policy, Elsevier, vol. 96(C), pages 328-340.
    27. Kwon, Yeongmin & Son, Sanghoon & Jang, Kitae, 2018. "Evaluation of incentive policies for electric vehicles: An experimental study on Jeju Island," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 404-412.
    28. 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.
    29. Byun, Hyunsuk & Shin, Jungwoo & Lee, Chul-Yong, 2018. "Using a discrete choice experiment to predict the penetration possibility of environmentally friendly vehicles," Energy, Elsevier, vol. 144(C), pages 312-321.
    30. 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.
    31. Kester, Johannes & Noel, Lance & Zarazua de Rubens, Gerardo & Sovacool, Benjamin K., 2018. "Policy mechanisms to accelerate electric vehicle adoption: A qualitative review from the Nordic region," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 719-731.
    32. 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.
    33. Sun, Xiaohua & Liu, Xiaoling & Wang, Yun & Yuan, Fang, 2019. "The effects of public subsidies on emerging industry: An agent-based model of the electric vehicle industry," Technological Forecasting and Social Change, Elsevier, vol. 140(C), pages 281-295.
    34. Haustein, Sonja & Jensen, Anders Fjendbo & Cherchi, Elisabetta, 2021. "Battery electric vehicle adoption in Denmark and Sweden: Recent changes, related factors and policy implications," Energy Policy, Elsevier, vol. 149(C).
    35. 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.
    36. Hardman, Scott & Chandan, Amrit & Tal, Gil & Turrentine, Tom, 2017. "The effectiveness of financial purchase incentives for battery electric vehicles – A review of the evidence," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1100-1111.
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