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Driving Sustainable Mobility: Adoption and the Willingness to Participate in Electric Ride-Hailing Service Among Driver Groups in Less-Developed Cities

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  • Miao Wang

    (College of Automobile and Traffic Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Mingyang Du

    (College of Automobile and Traffic Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Xuefeng Li

    (College of Automobile and Traffic Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Jingzong Yang

    (School of Big Data, Baoshan University, Baoshan 678000, China)

  • Yuxi Shen

    (Civil Engineering and Engineering Mechanics, University of Arizona, Tucson, AZ 85719, USA)

Abstract

The decarbonization of urban transport is critical for achieving sustainable development goals, and the electrification of ride-hailing services offers one promising pathway. However, the acceptance of electric ride-hailing services (ERHS) in less-developed cities lags behind that in developed regions, and existing research lacks a systematic analysis. This study fills the gap by conducting a survey in Zhangzhou, China, and employing ordered and binary logit models to analyze the factors influencing the acceptance of ERHS and the willingness to participate in this sustainable program by drivers and potential drivers. The findings indicate the following: (1) For drivers, environmental awareness is an important driving factor for accepting ERHS. Drivers who worry about the potential health effects of EV radiation are less willing to adopt ERHS. Part-time drivers and those who receive operational subsidies are more likely to adopt ERHS. (2) Among potential drivers, males, individuals aged 36 to 45, and those who are insensitive to fuel price fluctuations show a lower willingness to adopt ERHS. Conversely, the perceived fairness of the commission rates of the platform, driving range, and driving experience significantly promote the acceptance. (3) For potential drivers, the willingness to participate in ERHS is significantly affected by recycling subsidies, education level, and the currently driven vehicle type. The results could provide a policy blueprint for accelerating the green transformation of the ride-hailing industry, and could also provide policymakers with the empirical evidence needed for differentiated intervention measures to promote sustainable and low-carbon urban transportation.

Suggested Citation

  • Miao Wang & Mingyang Du & Xuefeng Li & Jingzong Yang & Yuxi Shen, 2025. "Driving Sustainable Mobility: Adoption and the Willingness to Participate in Electric Ride-Hailing Service Among Driver Groups in Less-Developed Cities," Sustainability, MDPI, vol. 17(17), pages 1-26, September.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:17:p:8077-:d:1744762
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    References listed on IDEAS

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    1. Sardianou, E. & Genoudi, P., 2013. "Which factors affect the willingness of consumers to adopt renewable energies?," Renewable Energy, Elsevier, vol. 57(C), pages 1-4.
    2. Jiang, Liangyu & Xuan, Ye & Zhang, Kerong, 2025. "Dynamic interaction and evolution analysis of the resource-environment-economy-society complex system in China under the advancement of smart cities," Renewable Energy, Elsevier, vol. 244(C).
    3. Simoiu, Mircea Stefan & Fagarasan, Ioana & Ploix, Stéphane & Calofir, Vasile, 2022. "Modeling the energy community members’ willingness to change their behaviour with multi-agent systems: A stochastic approach," Renewable Energy, Elsevier, vol. 194(C), pages 1233-1246.
    4. Timmons, D. & Dhunny, A.Z. & Elahee, K. & Havumaki, B. & Howells, M. & Khoodaruth, A. & Lema-Driscoll, A.K. & Lollchund, M.R. & Ramgolam, Y.K. & Rughooputh, S.D.D.V. & Surroop, D., 2019. "Cost minimization for fully renewable electricity systems: A Mauritius case study," Energy Policy, Elsevier, vol. 133(C).
    5. Qiao, Si & Zhang, Mengzhu & Yeh, Anthony Gar-On, 2023. "Mind the gender gap in ride-hailing from the demand side," Journal of Transport Geography, Elsevier, vol. 107(C).
    6. Taiebat, Morteza & Stolper, Samuel & Xu, Ming, 2022. "Widespread range suitability and cost competitiveness of electric vehicles for ride-hailing drivers," Applied Energy, Elsevier, vol. 319(C).
    7. 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).
    8. Liu, Qiyang & Lucas, Karen & Marsden, Greg & Liu, Yang, 2019. "Egalitarianism and public perception of social inequities: A case study of Beijing congestion charge," Transport Policy, Elsevier, vol. 74(C), pages 47-62.
    9. Huang, Kai & Zhou, Peng & Liu, Zhiyuan & Tang, Tianli & Zhang, Honggang & Jiang, Wei, 2024. "The calculation and distribution of CAV carbon emissions on urban transportation systems: A comparative analysis of renewable and non-renewable energy sources," Renewable Energy, Elsevier, vol. 230(C).
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