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License plate lottery vs charging station density in electric vehicle adoption: Evidence from the early stage of market penetration in Beijing, China

Author

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  • Djoenneady Poetera, Kevin
  • He, Sylvia Y.
  • Liu, Meng
  • Wu, Dan
  • Rippe, Christoph
  • Müller, Sven

Abstract

The widespread adoption of electric vehicles (EV) is essential for mitigating climate change and reducing greenhouse gas emissions. While numerous studies have examined the primary drivers of EV adoption, the role of license plate policies remains underexplored. To address this gap, we collected stated preference data in Beijing, China, during the early phase of EV market penetration in 2017. Utilizing both of multinomial logit (MNL) and mixed logit (MXL) models, we assess the influence of several attributes on consumer vehicle choice, including vehicle price, charging infrastructure density, driving range, recharging time, and waiting time for license plates. Moreover, examining elasticities and conducting a series of scenario simulations provides us with a more thorough analysis of the impact of these attributes. The results indicate that purchase price negatively affects the EV adoption, though medium- and high-income customers exhibit a significant willingness to pay for both EVs and higher-end petrol vehicles (PV). Moreover, extended waiting times for license plates and longer recharging durations significantly reduce the market shares of PV and hybrid vehicles (HV). These findings offer valuable insights for researchers and provide evidence-based guidance for policymakers and industry stakeholders aiming to promote electric mobility. The findings of the study can provide insights for future research and can serve as a reference for policymakers and EV operators to implement appropriate policy incentives to promote electric mobility.

Suggested Citation

  • Djoenneady Poetera, Kevin & He, Sylvia Y. & Liu, Meng & Wu, Dan & Rippe, Christoph & Müller, Sven, 2025. "License plate lottery vs charging station density in electric vehicle adoption: Evidence from the early stage of market penetration in Beijing, China," Transport Policy, Elsevier, vol. 171(C), pages 542-565.
  • Handle: RePEc:eee:trapol:v:171:y:2025:i:c:p:542-565
    DOI: 10.1016/j.tranpol.2025.05.032
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    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. Hidrue, Michael K. & Parsons, George R. & Kempton, Willett & Gardner, Meryl P., 2011. "Willingness to pay for electric vehicles and their attributes," Resource and Energy Economics, Elsevier, vol. 33(3), pages 686-705, September.
    3. Ye Yang & Zhongfu Tan & Yilong Ren, 2020. "Research on Factors That Influence the Fast Charging Behavior of Private Battery Electric Vehicles," Sustainability, MDPI, vol. 12(8), pages 1-19, April.
    4. 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.
    5. John M. Rose & Michiel C.J. Bliemer, 2014. "Stated choice experimental design theory: the who, the what and the why," Chapters, in: Stephane Hess & Andrew Daly (ed.), Handbook of Choice Modelling, chapter 7, pages 152-177, Edward Elgar Publishing.
    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. Dimitropoulos, Alexandros & Rietveld, Piet & van Ommeren, Jos N., 2013. "Consumer valuation of changes in driving range: A meta-analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 55(C), pages 27-45.
    8. Scott J. Savage & Donald M. Waldman, 2008. "Learning and fatigue during choice experiments: a comparison of online and mail survey modes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 351-371.
    9. Danielis, Romeo & Rotaris, Lucia & Giansoldati, Marco & Scorrano, Mariangela, 2020. "Drivers’ preferences for electric cars in Italy. Evidence from a country with limited but growing electric car uptake," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 79-94.
    10. Yang, Xiaofang & Jin, Wen & Jiang, Hai & Xie, Qianyan & Shen, Wei & Han, Weijian, 2017. "Car ownership policies in China: Preferences of residents and influence on the choice of electric cars," Transport Policy, Elsevier, vol. 58(C), pages 62-71.
    11. Caussade, Sebastián & Ortúzar, Juan de Dios & Rizzi, Luis I. & Hensher, David A., 2005. "Assessing the influence of design dimensions on stated choice experiment estimates," Transportation Research Part B: Methodological, Elsevier, vol. 39(7), pages 621-640, August.
    12. He, Sylvia Y. & Thøgersen, John, 2017. "The impact of attitudes and perceptions on travel mode choice and car ownership in a Chinese megacity: The case of Guangzhou," Research in Transportation Economics, Elsevier, vol. 62(C), pages 57-67.
    13. Ardeshiri, Ali & Rashidi, Taha Hossein, 2020. "Willingness to pay for fast charging station for electric vehicles with limited market penetration making," Energy Policy, Elsevier, vol. 147(C).
    14. Brownstone, David & Train, Kenneth, 1998. "Forecasting new product penetration with flexible substitution patterns," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 109-129, November.
    15. Alan Jenn, 2020. "Emissions benefits of electric vehicles in Uber and Lyft ride-hailing services," Nature Energy, Nature, vol. 5(7), pages 520-525, July.
    16. He, Sylvia Y. & Kuo, Yong-Hong & Sun, Ka Kit, 2022. "The spatial planning of public electric vehicle charging infrastructure in a high-density city using a contextualised location-allocation model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 160(C), pages 21-44.
    17. Gao, Yongling & Leng, Mingming & Zhang, Yaping & Liang, Liping, 2022. "Incentivizing the adoption of electric vehicles in city logistics: Pricing, driving range, and usage decisions under time window policies," International Journal of Production Economics, Elsevier, vol. 245(C).
    18. Valeri, Eva & Danielis, Romeo, 2015. "Simulating the market penetration of cars with alternative fuelpowertrain technologies in Italy," Transport Policy, Elsevier, vol. 37(C), pages 44-56.
    19. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387, January.
    20. Seiho Kim & Jaesik Lee & Chulung Lee, 2017. "Does Driving Range of Electric Vehicles Influence Electric Vehicle Adoption?," Sustainability, MDPI, vol. 9(10), pages 1-15, October.
    21. Globisch, Joachim & Plötz, Patrick & Dütschke, Elisabeth & Wietschel, Martin, 2019. "Consumer preferences for public charging infrastructure for electric vehicles," Transport Policy, Elsevier, vol. 81(C), pages 54-63.
    22. Adedamola Adepetu & Srinivasan Keshav, 2017. "The relative importance of price and driving range on electric vehicle adoption: Los Angeles case study," Transportation, Springer, vol. 44(2), pages 353-373, March.
    23. Sarmad Zaman Rajper & Johan Albrecht, 2020. "Prospects of Electric Vehicles in the Developing Countries: A Literature Review," Sustainability, MDPI, vol. 12(5), pages 1-19, March.
    24. Mine Isik & Rebecca Dodder & P. Ozge Kaplan, 2021. "Transportation emissions scenarios for New York City under different carbon intensities of electricity and electric vehicle adoption rates," Nature Energy, Nature, vol. 6(1), pages 92-104, January.
    25. 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.
    26. 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.
    27. Scott Hardman & Gil Tal, 2021. "Understanding discontinuance among California’s electric vehicle owners," Nature Energy, Nature, vol. 6(5), pages 538-545, May.
    28. Daniel McFadden, 1986. "The Choice Theory Approach to Market Research," Marketing Science, INFORMS, vol. 5(4), pages 275-297.
    29. Wang, Yuanyuan & Chi, Yuanying & Xu, Jin-Hua & Yuan, Yongke, 2022. "Consumers’ attitudes and their effects on electric vehicle sales and charging infrastructure construction: An empirical study in China," Energy Policy, Elsevier, vol. 165(C).
    30. Sun, Ka Kit & He, Sylvia Y. & Thøgersen, John, 2022. "The purchase intention of electric vehicles in Hong Kong, a high-density Asian context, and main differences from a Nordic context," Transport Policy, Elsevier, vol. 128(C), pages 98-112.
    31. Zhuge, Chengxiang & Wei, Binru & Shao, Chunfu & Shan, Yuli & Dong, Chunjiao, 2020. "The role of the license plate lottery policy in the adoption of Electric Vehicles: A case study of Beijing," Energy Policy, Elsevier, vol. 139(C).
    32. Junze Zhu & Hongzhi Guan & Mingyang Hao & Zhengtao Qin & Ange Wang, 2021. "“License Plate Lottery”: Why Are People So Keen to Participate in It?," Sustainability, MDPI, vol. 13(23), pages 1-16, December.
    33. 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.
    34. 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.
    35. Brennan Borlaug & Matteo Muratori & Madeline Gilleran & David Woody & William Muston & Thomas Canada & Andrew Ingram & Hal Gresham & Charlie McQueen, 2021. "Heavy-duty truck electrification and the impacts of depot charging on electricity distribution systems," Nature Energy, Nature, vol. 6(6), pages 673-682, June.
    36. Cristian Domarchi & Elisabetta Cherchi, 2023. "Electric vehicle forecasts: a review of models and methods including diffusion and substitution effects," Transport Reviews, Taylor & Francis Journals, vol. 43(6), pages 1118-1143, November.
    37. Lijing Zhu & Jingzhou Wang & Arash Farnoosh & Xunzhang Pan, 2022. "A Game-Theory Analysis of Electric Vehicle Adoption in Beijing under License Plate Control Policy," Post-Print hal-03686100, HAL.
    38. Hess, Stephane & Palma, David, 2019. "Apollo: A flexible, powerful and customisable freeware package for choice model estimation and application," Journal of choice modelling, Elsevier, vol. 32(C), pages 1-1.
    39. Ma, Shao-Chao & Xu, Jin-Hua & Fan, Ying, 2019. "Willingness to pay and preferences for alternative incentives to EV purchase subsidies: An empirical study in China," Energy Economics, Elsevier, vol. 81(C), pages 197-215.
    40. Munshi, Talat & Dhar, Subash & Painuly, Jyoti, 2022. "Understanding barriers to electric vehicle adoption for personal mobility: A case study of middle income in-service residents in Hyderabad city, India," Energy Policy, Elsevier, vol. 167(C).
    41. She, Zhen-Yu & Qing Sun, & Ma, Jia-Jun & Xie, Bai-Chen, 2017. "What are the barriers to widespread adoption of battery electric vehicles? A survey of public perception in Tianjin, China," Transport Policy, Elsevier, vol. 56(C), pages 29-40.
    42. Zhu, Lijing & Wang, Jingzhou & Farnoosh, Arash & Pan, Xunzhang, 2022. "A game-theory analysis of electric vehicle adoption in Beijing under license plate control policy," Energy, Elsevier, vol. 244(PA).
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