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Understanding public perceptions of autonomous vehicles: A structural model to urban-rural differences and psychological factors

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  • Xing, Yingying
  • Li, Lun
  • Sheng, Xiaolu
  • Zhou, Huiyu
  • Han, Xiao

Abstract

Autonomous vehicles (AVs) promise the potential to revolutionize road transport by mitigating traffic congestion and greenhouse gas emissions while enhancing accessibility and road safety. However, the adoption and deployment of AVs hinge on public perceptions of this new technology. This study aimed to investigate the disparities between urban and rural areas in China concerning public attitudes towards AVs and the willingness to use them. By collecting 1764 questionnaires, we found that respondents from urban and rural areas showed substantial differences in their attitudes towards and willingness to use AVs. Specifically, urban respondents were more willing to use AVs and held more positive attitudes than their rural counterparts. Additionally, sociodemographic factors such as income and education, road conditions such as the clarity of traffic signs and traffic congestion, as well as perceived benefits, safety, and trust towards AVs, were significantly associated with the willingness to use AVs. Although the presence of bike lanes and road spaciousness were not directly associated with the willingness to use AVs, our results revealed that these factors mediated the relationship between residence and the willingness to use AVs. Our findings highlight the importance of bridging the urban-rural divide in education, income, and road infrastructure during the development and deployment of AVs. Furthermore, given the significantly different attitudes toward AVs between urban and rural areas, policymakers should adopt distinct policy approaches for urban and rural areas when AVs enter the mass market in developing countries in the future.

Suggested Citation

  • Xing, Yingying & Li, Lun & Sheng, Xiaolu & Zhou, Huiyu & Han, Xiao, 2025. "Understanding public perceptions of autonomous vehicles: A structural model to urban-rural differences and psychological factors," Transport Policy, Elsevier, vol. 165(C), pages 70-84.
    • Handle: RePEc:eee:trapol:v:165:y:2025:i:c:p:70-84
    DOI: 10.1016/j.tranpol.2025.02.016
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    References listed on IDEAS

    as
    1. Wang, Song & Li, Zhixia & Wang, Yi & Aaron Wyatt, Daniel, 2022. "How do age and gender influence the acceptance of automated vehicles? – Revealing the hidden mediating effects from the built environment and personal factors," Transportation Research Part A: Policy and Practice, Elsevier, vol. 165(C), pages 376-394.
    2. Li, Xitong & He, Peiming & Liao, Honglin & Liu, Jindan & Chen, Litai, 2024. "Does network infrastructure construction reduce urban–rural income inequality? Based on the “Broadband China” policy," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    3. Muhammad Usman & Wei Li & Jiahe Bian & Andong Chen & Xinyue Ye & Xiao Li & Bahar Dadashova & Chanam Lee & Kiju Lee & Sivakumar Rathinam & Marcia Ory, 2024. "Small and rural towns’ perception of autonomous vehicles: insights from a survey in Texas," Transportation Planning and Technology, Taylor & Francis Journals, vol. 47(2), pages 200-225, February.
    4. Hilary S. Boudet, 2019. "Public perceptions of and responses to new energy technologies," Nature Energy, Nature, vol. 4(6), pages 446-455, June.
    5. Penmetsa, Praveena & Adanu, Emmanuel Kofi & Wood, Dustin & Wang, Teng & Jones, Steven L., 2019. "Perceptions and expectations of autonomous vehicles – A snapshot of vulnerable road user opinion," Technological Forecasting and Social Change, Elsevier, vol. 143(C), pages 9-13.
    6. Banerjee, Abhijit & Duflo, Esther & Qian, Nancy, 2020. "On the road: Access to transportation infrastructure and economic growth in China," Journal of Development Economics, Elsevier, vol. 145(C).
    7. Felix Becker & Kay W. Axhausen, 2017. "Literature review on surveys investigating the acceptance of automated vehicles," Transportation, Springer, vol. 44(6), pages 1293-1306, November.
    8. Kenesei, Zsófia & Ásványi, Katalin & Kökény, László & Jászberényi, Melinda & Miskolczi, Márk & Gyulavári, Tamás & Syahrivar, Jhanghiz, 2022. "Trust and perceived risk: How different manifestations affect the adoption of autonomous vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 164(C), pages 379-393.
    9. Zhao, Pengjun & Bai, Yu, 2019. "The gap between and determinants of growth in car ownership in urban and rural areas of China: A longitudinal data case study," Journal of Transport Geography, Elsevier, vol. 79(C), pages 1-1.
    10. Bansal, Prateek & Kockelman, Kara M., 2017. "Forecasting Americans’ long-term adoption of connected and autonomous vehicle technologies," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 49-63.
    11. Manfreda, Anton & Ljubi, Klara & Groznik, Aleš, 2021. "Autonomous vehicles in the smart city era: An empirical study of adoption factors important for millennials," International Journal of Information Management, Elsevier, vol. 58(C).
    12. Bonnefon, Jean-François & Shariff, Azim & Rahwan, Iyad, 2021. "How safe is safe enough? Psychological mechanisms underlying extreme safety demands for self-driving cars," TSE Working Papers 21-1215, Toulouse School of Economics (TSE).
    13. Nastjuk, Ilja & Herrenkind, Bernd & Marrone, Mauricio & Brendel, Alfred Benedikt & Kolbe, Lutz M., 2020. "What drives the acceptance of autonomous driving? An investigation of acceptance factors from an end-user's perspective," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    14. Foroughi, Behzad & Nhan, Pham Viet & Iranmanesh, Mohammad & Ghobakhloo, Morteza & Nilashi, Mehrbakhsh & Yadegaridehkordi, Elaheh, 2023. "Determinants of intention to use autonomous vehicles: Findings from PLS-SEM and ANFIS," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    15. Hohenberger, Christoph & Spörrle, Matthias & Welpe, Isabell M., 2016. "How and why do men and women differ in their willingness to use automated cars? The influence of emotions across different age groups," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 374-385.
    16. Fagnant, Daniel J. & Kockelman, Kara, 2015. "Preparing a nation for autonomous vehicles: opportunities, barriers and policy recommendations," Transportation Research Part A: Policy and Practice, Elsevier, vol. 77(C), pages 167-181.
    17. Fan, Shenggen & Chan-Kang, Connie, 2004. "Road development, economic growth, and poverty reduction in China," DSGD discussion papers 12, International Food Policy Research Institute (IFPRI).
    18. Nielsen, Thomas Alexander Sick & Haustein, Sonja, 2018. "On sceptics and enthusiasts: What are the expectations towards self-driving cars?," Transport Policy, Elsevier, vol. 66(C), pages 49-55.
    19. Xiao, Jingyi & Goulias, Konstadinos G., 2022. "Perceived usefulness and intentions to adopt autonomous vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 161(C), pages 170-185.
    20. Peng Jing & Gang Xu & Yuexia Chen & Yuji Shi & Fengping Zhan, 2020. "The Determinants behind the Acceptance of Autonomous Vehicles: A Systematic Review," Sustainability, MDPI, vol. 12(5), pages 1-26, February.
    21. Jia, Zhijie & Wen, Shiyan & Liu, Yu, 2022. "China's urban-rural inequality caused by carbon neutrality: A perspective from carbon footprint and decomposed social welfare," Energy Economics, Elsevier, vol. 113(C).
    22. Nader Zali & Sara Amiri & Tan Yigitcanlar & Ali Soltani, 2022. "Autonomous Vehicle Adoption in Developing Countries: Futurist Insights," Energies, MDPI, vol. 15(22), pages 1-26, November.
    23. Sujanie Peiris & Janneke Berecki-Gisolf & Bernard Chen & Brian Fildes, 2020. "Road Trauma in Regional and Remote Australia and New Zealand in Preparedness for ADAS Technologies and Autonomous Vehicles," Sustainability, MDPI, vol. 12(11), pages 1-26, May.
    24. Xing, Yingying & Zhou, Huiyu & Han, Xiao & Zhang, Meng & Lu, Jian, 2022. "What influences vulnerable road users’ perceptions of autonomous vehicles? A comparative analysis of the 2017 and 2019 Pittsburgh surveys," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    25. Azim Shariff & Jean-François Bonnefon & Iyad Rahwan, 2017. "Psychological roadblocks to the adoption of self-driving vehicles," Nature Human Behaviour, Nature, vol. 1(10), pages 694-696, October.
    26. Jin, Yuchang & Li, Zinan & An, Junxiu, 2020. "Impact of education on Chinese urban and rural subjective well-being," Children and Youth Services Review, Elsevier, vol. 119(C).
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