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Factors Influencing the Acceptance of Electric Ride-Hailing Vehicles and Market-Exit Decisions Among Drivers in Underdeveloped Cities

Author

Listed:
  • Chaoyu Wang

    (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)

  • Mingyang Du

    (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

This study investigates the factors influencing electric ride-hailing vehicle (ERV) adoption and market exit among ride-hailing drivers in underdeveloped cities, aiming to enhance industry operational efficiency and workforce stability. Using survey data from 630 drivers in Zhangzhou, Fujian Province, China, we employ statistical modeling to analyze heterogeneous mechanisms behind ERV acceptance and market-exit behavior. The results indicate that: (1) Drivers’ environmental awareness and positive attitudes toward new energy vehicle development significantly increase ERV adoption willingness, though weak policy implementation and misconceptions about electric vehicle technology are associated with these incentives. Unlike in developed regions, range anxiety is not a significant barrier in underdeveloped cities with limited operational ranges. (2) Concerning market-exit behavior, job intensity exhibits a U-shaped relationship with exit risk, while platform income redistribution adjustments emerge as a key external factor. Notably, local full-time drivers show a marked lag in technology adoption. The findings offer valuable insights for optimizing policies and promoting sustainable development in the ride-hailing industry in underdeveloped cities, providing practical guidance for policymakers and companies in shaping tailored industry regulations and operational strategies.

Suggested Citation

  • Chaoyu Wang & Xuefeng Li & Mingyang Du & Jingzong Yang & Yuxi Shen, 2025. "Factors Influencing the Acceptance of Electric Ride-Hailing Vehicles and Market-Exit Decisions Among Drivers in Underdeveloped Cities," Sustainability, MDPI, vol. 17(17), pages 1-24, September.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:17:p:7869-:d:1739396
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    References listed on IDEAS

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    1. 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.
    2. Cristea, Anca & Hummels, David & Puzzello, Laura & Avetisyan, Misak, 2013. "Trade and the greenhouse gas emissions from international freight transport," Journal of Environmental Economics and Management, Elsevier, vol. 65(1), pages 153-173.
    3. Chun Yang & Jui-Che Tu & Qianling Jiang, 2020. "The Influential Factors of Consumers’ Sustainable Consumption: A Case on Electric Vehicles in China," Sustainability, MDPI, vol. 12(8), pages 1-16, April.
    4. Xiong, Ziyue & Jian Li, & Wu, Hangbin, 2021. "Understanding operation patterns of urban online ride-hailing services: A case study of Xiamen," Transport Policy, Elsevier, vol. 101(C), pages 100-118.
    5. Langbroek, Joram H.M. & Cebecauer, Matej & Malmsten, Jon & Franklin, Joel P. & Susilo, Yusak O. & Georén, Peter, 2019. "Electric vehicle rental and electric vehicle adoption," Research in Transportation Economics, Elsevier, vol. 73(C), pages 72-82.
    6. 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.
    7. Deka, Chayasmita & Dutta, Mrinal Kanti & Yazdanpanah, Masoud & Komendantova, Nadejda, 2023. "Can gain motivation induce Indians to adopt electric vehicles? Application of an extended theory of Planned Behavior to map EV adoption intention," Energy Policy, Elsevier, vol. 182(C).
    8. Yueying Wang & Ying Tian, 2023. "The Impact of New Energy Vehicle Product Attributes on Consumer Purchase Intention in the Backdrop of Sustainable Development Goals," Sustainability, MDPI, vol. 15(3), pages 1-16, January.
    9. Broadbent, Gail Helen & Allen, Cameron Ian & Wiedmann, Thomas & Metternicht, Graciela Isabel, 2022. "Accelerating electric vehicle uptake: Modelling public policy options on prices and infrastructure," Transportation Research Part A: Policy and Practice, Elsevier, vol. 162(C), pages 155-174.
    10. 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.
    11. Katalin Springel, 2021. "Network Externality and Subsidy Structure in Two-Sided Markets: Evidence from Electric Vehicle Incentives," American Economic Journal: Economic Policy, American Economic Association, vol. 13(4), pages 393-432, November.
    12. Tu, Wei & Santi, Paolo & Zhao, Tianhong & He, Xiaoyi & Li, Qingquan & Dong, Lei & Wallington, Timothy J. & Ratti, Carlo, 2019. "Acceptability, energy consumption, and costs of electric vehicle for ride-hailing drivers in Beijing," Applied Energy, Elsevier, vol. 250(C), pages 147-160.
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