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From gas to gigawatts: Unpacking the drivers of electric vehicle adoption growth across 336 Chinese cities

Author

Listed:
  • Hu, Wenhao
  • Hu, Yang
  • Gu, Hengyu
  • Ge, Yifu
  • Zhai, Guofang

Abstract

Electric Vehicles (EVs), including Battery Electric Vehicles (BEVs) and Plug-in Hybrid Electric Vehicles (PHEVs), offer a key opportunity for reducing greenhouse gas emissions from the transportation sector. Understanding the drivers of EV adoption will help develop targeted EV promotion strategies. However, most existing studies focus on Europe and North America, with limited research on China, the world's largest market for both fuel vehicles and EVs. Using compulsory vehicle insurance data, this study investigates the factors driving EV adoption growth across 336 Chinese cities, particularly focusing on their differences between BEVs/PHEVs and regional variations in these effects. In China, BEV adoption growth is concentrated in urbanised, infrastructure-rich east and southeast areas, while PHEV adoption is surging in the less urbanised, harsher-climate northwest and north-central regions. The global regression results identified differing drivers of BEV/PHEV adoption growth. BEV adoption growth is associated only with environment factors, likely due to their impact on the BEV range and thus potential buyers' range anxiety. Conversely, PHEV adoption growth is driven by policy-related factors, which may be due to PHEVs are economical and flexible range option and are less dependent on charging facilities. MGWR results show demographic factors and slope have spatially consistent effects on EV adoption, whereas energy price, temperature, income, and charging facility exhibit regionally varying impacts and even different correlation directions across regions. These findings highlight the need for tailored EV policies for BEVs/PHEVs and specific regions to accelerate transportation electrification, optimise investments, and support carbon neutrality

Suggested Citation

  • Hu, Wenhao & Hu, Yang & Gu, Hengyu & Ge, Yifu & Zhai, Guofang, 2025. "From gas to gigawatts: Unpacking the drivers of electric vehicle adoption growth across 336 Chinese cities," Applied Energy, Elsevier, vol. 401(PA).
  • Handle: RePEc:eee:appene:v:401:y:2025:i:pa:s0306261925013406
    DOI: 10.1016/j.apenergy.2025.126610
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    as
    1. Zubaryeva, Alyona & Thiel, Christian & Zaccarelli, Nicola & Barbone, Enrico & Mercier, Arnaud, 2012. "Spatial multi-criteria assessment of potential lead markets for electrified vehicles in Europe," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(9), pages 1477-1489.
    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. Dijk, Marc & Orsato, Renato J. & Kemp, René, 2013. "The emergence of an electric mobility trajectory," Energy Policy, Elsevier, vol. 52(C), pages 135-145.
    4. Gnann, Till & Plötz, Patrick & Kühn, André & Wietschel, Martin, 2015. "Modelling market diffusion of electric vehicles with real world driving data – German market and policy options," Transportation Research Part A: Policy and Practice, Elsevier, vol. 77(C), pages 95-112.
    5. Yang, Chao & Sun, Tonglin & Wang, Weida & Li, Ying & Zhang, Yuhang & Zha, Mingjun, 2024. "Regenerative braking system development and perspectives for electric vehicles: An overview," Renewable and Sustainable Energy Reviews, Elsevier, vol. 198(C).
    6. Abotalebi, Elnaz & Scott, Darren M. & Ferguson, Mark R., 2019. "Why is electric vehicle uptake low in Atlantic Canada? A comparison to leading adoption provinces," Journal of Transport Geography, Elsevier, vol. 74(C), pages 289-298.
    7. 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.
    8. 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.
    9. He, Qiang & Yang, Yang & Luo, Chang & Zhai, Jun & Luo, Ronghua & Fu, Chunyun, 2022. "Energy recovery strategy optimization of dual-motor drive electric vehicle based on braking safety and efficient recovery," Energy, Elsevier, vol. 248(C).
    10. Arie Beresteanu & Shanjun Li, 2011. "Gasoline Prices, Government Support, And The Demand For Hybrid Vehicles In The United States," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(1), pages 161-182, February.
    11. Shi, Lefeng & Hao, Ying & Lv, Shengnan & Cipcigan, Liana & Liang, Jun, 2021. "A comprehensive charging network planning scheme for promoting EV charging infrastructure considering the Chicken-Eggs dilemma," Research in Transportation Economics, Elsevier, vol. 88(C).
    12. Mukherjee, Sanghamitra Chattopadhyay & Ryan, Lisa, 2020. "Factors influencing early battery electric vehicle adoption in Ireland," Renewable and Sustainable Energy Reviews, Elsevier, vol. 118(C).
    13. Diamond, David, 2009. "The impact of government incentives for hybrid-electric vehicles: Evidence from US states," Energy Policy, Elsevier, vol. 37(3), pages 972-983, March.
    14. Hackbarth, André & Madlener, Reinhard, 2016. "Willingness-to-pay for alternative fuel vehicle characteristics: A stated choice study for Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 85(C), pages 89-111.
    15. 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.
    16. Choi, Hyunhong & Lee, Jeongeun & Koo, Yoonmo, 2023. "Value of different electric vehicle charging facility types under different availability situations: A South Korean case study of electric vehicle and internal combustion engine vehicle owners," Energy Policy, Elsevier, vol. 174(C).
    17. Musti, Sashank & Kockelman, Kara M., 2011. "Evolution of the household vehicle fleet: Anticipating fleet composition, PHEV adoption and GHG emissions in Austin, Texas," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(8), pages 707-720, October.
    18. Zhao, Xingrong & Ma, Ye & Shao, Shuai & Ma, Tieju, 2022. "What determines consumers' acceptance of electric vehicles: A survey in Shanghai, China," Energy Economics, Elsevier, vol. 108(C).
    19. Tan, Kang Miao & Yong, Jia Ying & Ramachandaramurthy, Vigna K. & Mansor, Muhamad & Teh, Jiashen & Guerrero, Josep M., 2023. "Factors influencing global transportation electrification: Comparative analysis of electric and internal combustion engine vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
    20. Gallagher, Kelly Sims & Muehlegger, Erich, 2011. "Giving green to get green? Incentives and consumer adoption of hybrid vehicle technology," Journal of Environmental Economics and Management, Elsevier, vol. 61(1), pages 1-15, January.
    21. Almeida Neves, Sónia & Cardoso Marques, António & Alberto Fuinhas, José, 2019. "Technological progress and other factors behind the adoption of electric vehicles: Empirical evidence for EU countries," Research in Transportation Economics, Elsevier, vol. 74(C), pages 28-39.
    22. Santos, Georgina, 2017. "Road transport and CO2 emissions: What are the challenges?," Transport Policy, Elsevier, vol. 59(C), pages 71-74.
    23. A. Stewart Fotheringham & Wenbai Yang & Wei Kang, 2017. "Multiscale Geographically Weighted Regression (MGWR)," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(6), pages 1247-1265, November.
    24. Habich-Sobiegalla, Sabrina & Kostka, Genia & Anzinger, Niklas, 2019. "Citizens’ electric vehicle purchase intentions in China: An analysis of micro-level and macro-level factors," Transport Policy, Elsevier, vol. 79(C), pages 223-233.
    25. Zubaryeva, Alyona & Thiel, Christian & Barbone, Enrico & Mercier, Arnaud, 2012. "Assessing factors for the identification of potential lead markets for electrified vehicles in Europe: expert opinion elicitation," Technological Forecasting and Social Change, Elsevier, vol. 79(9), pages 1622-1637.
    26. Carl Mela & Praveen Kopalle, 2002. "The impact of collinearity on regression analysis: the asymmetric effect of negative and positive correlations," Applied Economics, Taylor & Francis Journals, vol. 34(6), pages 667-677.
    27. 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).
    28. Camille Parmesan & Gary Yohe, 2003. "A globally coherent fingerprint of climate change impacts across natural systems," Nature, Nature, vol. 421(6918), pages 37-42, January.
    29. Yang, Anni & Liu, Chenhui & Yang, Di & Lu, Chaoru, 2023. "Electric vehicle adoption in a mature market: A case study of Norway," Journal of Transport Geography, Elsevier, vol. 106(C).
    30. Vergis, Sydney & Chen, Belinda, 2015. "Comparison of plug-in electric vehicle adoption in the United States: A state by state approach," Research in Transportation Economics, Elsevier, vol. 52(C), pages 56-64.
    31. 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.
    32. Sierzchula, William & Bakker, Sjoerd & Maat, Kees & van Wee, Bert, 2014. "The influence of financial incentives and other socio-economic factors on electric vehicle adoption," Energy Policy, Elsevier, vol. 68(C), pages 183-194.
    33. Chandra, Minal, 2022. "Investigating the impact of policies, socio-demography and national commitments on electric-vehicle demand: Cross-country study," Journal of Transport Geography, Elsevier, vol. 103(C).
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