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Examining public pre-acceptance of license plate restriction policy cancellation using structural equation modeling: Evidence from Hangzhou

Author

Listed:
  • Yin, Yexing
  • Xu, Wenzhu
  • Yu, Gang
  • Jin, Sheng
  • Yao, Wenbin

Abstract

To better understand the factors influencing the pre-acceptance of canceling the License Plate Restriction (LPR) policy among Hangzhou residents, a questionnaire survey was conducted with 958 residents, and two analytical methods were applied. Partial Least Squares Structural Equation Modeling (PLS-SEM) was used to examine the complex relationships between psychological factors. Meanwhile, ordinal logistic regression was employed to analyze the influence of socio-economic attributes, such as gender, family life cycle, commuting time, and vehicle ownership, on policy pre-acceptance. The results indicate that the acceptance of alternative measures, perceived infringement, social norms, post-acceptance of the LPR policy, perceived effectiveness, perceived cost-benefit, and fairness significantly influence the public's pre-acceptance of canceling the LPR policy. Through the analysis of socio-economic attributes, it was found that families with children, groups with higher travel demands, and those with fewer vehicles are more likely to support canceling the LPR policy. Among these, males show a greater willingness to cancel the LPR policy compared to females. This study provides valuable insights for policymakers, offering evidence-based recommendations for optimizing Traffic Demand Management (TDM) strategies, particularly as the effectiveness of the LPR policy declines over time. The findings are significant as they contribute to the understanding of public attitudes toward policy change and can inform future traffic management reforms.

Suggested Citation

  • Yin, Yexing & Xu, Wenzhu & Yu, Gang & Jin, Sheng & Yao, Wenbin, 2025. "Examining public pre-acceptance of license plate restriction policy cancellation using structural equation modeling: Evidence from Hangzhou," Transport Policy, Elsevier, vol. 173(C).
    • Handle: RePEc:eee:trapol:v:173:y:2025:i:c:s0967070x25003609
    DOI: 10.1016/j.tranpol.2025.103817
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    References listed on IDEAS

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    1. Liu, Zhiyong & Li, Ruimin & Wang, Xiaokun(Cara) & Shang, Pan, 2018. "Effects of vehicle restriction policies: Analysis using license plate recognition data in Langfang, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 89-103.
    2. Kim, Junghwa & Schmöcker, Jan-Dirk & Fujii, Satoshi & Noland, Robert B., 2013. "Attitudes towards road pricing and environmental taxation among US and UK students," Transportation Research Part A: Policy and Practice, Elsevier, vol. 48(C), pages 50-62.
    3. Luo, Mingjie & Ma, Zhuanglin & Zhao, Wenjing & Enoch, Marcus & I-Jy Chien, Steven, 2022. "An ex-post evaluation of the public acceptance of a license plate-based restriction policy: A case study of Xi’an, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 155(C), pages 259-282.
    4. Sun, Cong & Zheng, Siqi & Wang, Rui, 2014. "Restricting driving for better traffic and clearer skies: Did it work in Beijing?," Transport Policy, Elsevier, vol. 32(C), pages 34-41.
    5. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    6. Liu, Yunxia & Hong, Zaisheng & Liu, Yong, 2016. "Do driving restriction policies effectively motivate commuters to use public transportation?," Energy Policy, Elsevier, vol. 90(C), pages 253-261.
    7. Samuelson, William & Zeckhauser, Richard, 1988. "Status Quo Bias in Decision Making," Journal of Risk and Uncertainty, Springer, vol. 1(1), pages 7-59, March.
    8. Marc Oliver Rieger & Mei Wang, 2022. "Trust in Government Actions During the COVID-19 Crisis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 159(3), pages 967-989, February.
    9. Le Pira, Michela & Marcucci, Edoardo & Gatta, Valerio & Inturri, Giuseppe & Ignaccolo, Matteo & Pluchino, Alessandro, 2017. "Integrating discrete choice models and agent-based models for ex-ante evaluation of stakeholder policy acceptability in urban freight transport," Research in Transportation Economics, Elsevier, vol. 64(C), pages 13-25.
    10. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    11. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    12. Yu, De-Ping & Li, Zhi-Chun, 2023. "Income distribution, implementation sequence, and equity in auto ownership rationing," Transportation Research Part B: Methodological, Elsevier, vol. 173(C), pages 59-89.
    13. Wang, Xize & Rodríguez, Daniel A. & Mahendra, Anjali, 2021. "Support for market-based and command-and-control congestion relief policies in Latin American cities: Effects of mobility, environmental health, and city-level factors," Transportation Research Part A: Policy and Practice, Elsevier, vol. 146(C), pages 91-108.
    14. Schuitema, Geertje & Steg, Linda & Forward, Sonja, 2010. "Explaining differences in acceptability before and acceptance after the implementation of a congestion charge in Stockholm," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(2), pages 99-109, February.
    15. Zhang, Chunqin & Huang, Yi & Ji, Ao & Liu, Han & Li, Jinpei & Ni, Anning & Lu, Weite, 2025. "Policy implications of the transit metropolis project: A quasi-natural experiment from China," Transport Policy, Elsevier, vol. 162(C), pages 155-170.
    16. Astrachan, Claudia Binz & Patel, Vijay K. & Wanzenried, Gabrielle, 2014. "A comparative study of CB-SEM and PLS-SEM for theory development in family firm research," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 116-128.
    17. Lu, Xiao-Shan & Liu, Tian-Liang & Huang, Hai-Jun, 2015. "Pricing and mode choice based on nested logit model with trip-chain costs," Transport Policy, Elsevier, vol. 44(C), pages 76-88.
    18. David-Maximilian Storch & Marc Timme & Malte Schröder, 2021. "Incentive-driven transition to high ride-sharing adoption," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    19. Li, Zhi-Chun & Wu, Qiao-Yu & Yang, Hai, 2019. "A theory of auto ownership rationing," Transportation Research Part B: Methodological, Elsevier, vol. 127(C), pages 125-146.
    20. Li, Tianhao & Chen, Peng & Tian, Ye, 2021. "Personalized incentive-based peak avoidance and drivers’ travel time-savings," Transport Policy, Elsevier, vol. 100(C), pages 68-80.
    21. E. Owen D. Waygood & Yilin Sun & Laurence Letarte, 2015. "Active Travel by Built Environment and Lifecycle Stage: Case Study of Osaka Metropolitan Area," IJERPH, MDPI, vol. 12(12), pages 1-25, December.
    22. Hao, Han & Wang, Hewu & Ouyang, Minggao, 2011. "Comparison of policies on vehicle ownership and use between Beijing and Shanghai and their impacts on fuel consumption by passenger vehicles," Energy Policy, Elsevier, vol. 39(2), pages 1016-1021, February.
    23. Shanjun Li, 2018. "Better Lucky Than Rich? Welfare Analysis of Automobile Licence Allocations in Beijing and Shanghai," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(4), pages 2389-2428.
    24. Wang, Shenhao & Zhao, Jinhua, 2017. "The distributional effects of lotteries and auctions—License plate regulations in Guangzhou," Transportation Research Part A: Policy and Practice, Elsevier, vol. 106(C), pages 473-483.
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