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Mobility impact analysis under MaaS: A perspective from car owner users

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  • Zhang, Yifan
  • Xu, Meng

Abstract

"Mobility as a Service" (MaaS) seamlessly integrates multiple travel modes and has received increasing attention in recent years. However, its effectiveness in attracting private car users and reducing overall system carbon emissions remains uncertain. In order to investigate the travel mode choice difference of car owner users under the scenario with and without MaaS, this study propose a travel mode choice simulation framework under the presences of vehicle restrictions and congestion pricing. First, in the absence of traffic regulations, we model the travel mode choices of car owners in the scenarios with and without MaaS. The vehicle restrictions and congestion pricing are then modeled in the MaaS scenario. Using this simulation framework and real travel data from Beijing's MaaS platform, we further investigate the effects of user numbers, vehicle restrictions, and congestion pricing on carbon emissions, comparing the outcomes under different traffic regulations in the MaaS. Results indicate that while the adoption of combined travel modes in MaaS scenarios reduces reliance on private cars and ride-hailing services, it simultaneously leads to an increase in system carbon emissions. Therefore, this paper recommends promoting MaaS platforms in conjunction with dynamic vehicle restriction and congestion pricing policies to reduce the use of private cars and ride-hailing services. Moreover, low-carbon travel options are recommended to be prioritized, and green travel incentives is recommended to be implemented for incentivize users toward more environmentally friendly travel choices.

Suggested Citation

  • Zhang, Yifan & Xu, Meng, 2025. "Mobility impact analysis under MaaS: A perspective from car owner users," Transport Policy, Elsevier, vol. 171(C), pages 296-307.
  • Handle: RePEc:eee:trapol:v:171:y:2025:i:c:p:296-307
    DOI: 10.1016/j.tranpol.2025.06.017
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    1. Louis Balzer & Ludovic Leclercq, 2021. "Modal equilibrium of a tradable credit scheme with a trip-based MFD and logit-based decision-making," Papers 2112.07277, arXiv.org, revised Apr 2022.
    2. Börjesson, Maria & Kristoffersson, Ida, 2018. "The Swedish congestion charges: Ten years on," Transportation Research Part A: Policy and Practice, Elsevier, vol. 107(C), pages 35-51.
    3. Ho, Chinh Q. & Hensher, David A. & Mulley, Corinne & Wong, Yale Z., 2018. "Potential uptake and willingness-to-pay for Mobility as a Service (MaaS): A stated choice study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 302-318.
    4. Smith, Göran & Hensher, David A., 2020. "Towards a framework for Mobility-as-a-Service policies," Transport Policy, Elsevier, vol. 89(C), pages 54-65.
    5. Liu, Zhiyuan & Chen, Xinyuan & Meng, Qiang & Kim, Inhi, 2018. "Remote park-and-ride network equilibrium model and its applications," Transportation Research Part B: Methodological, Elsevier, vol. 117(PA), pages 37-62.
    6. Lois, David & López-Sáez, Mercedes, 2009. "The relationship between instrumental, symbolic and affective factors as predictors of car use: A structural equation modeling approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 43(9-10), pages 790-799, November.
    7. Basso, Leonardo J. & Montero, Juan-Pablo & Sepúlveda, Felipe, 2021. "A practical approach for curbing congestion and air pollution: Driving restrictions with toll and vintage exemptions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 330-352.
    8. Wu, Di & Yin, Yafeng & Lawphongpanich, Siriphong & Yang, Hai, 2012. "Design of more equitable congestion pricing and tradable credit schemes for multimodal transportation networks," Transportation Research Part B: Methodological, Elsevier, vol. 46(9), pages 1273-1287.
    9. Hensher, David A., 2017. "Future bus transport contracts under a mobility as a service (MaaS) regime in the digital age: Are they likely to change?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 98(C), pages 86-96.
    10. Hirschhorn, Fabio & Paulsson, Alexander & Sørensen, Claus H. & Veeneman, Wijnand, 2019. "Public transport regimes and mobility as a service: Governance approaches in Amsterdam, Birmingham, and Helsinki," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 178-191.
    11. Alonso-González, María J. & Hoogendoorn-Lanser, Sascha & van Oort, Niels & Cats, Oded & Hoogendoorn, Serge, 2020. "Drivers and barriers in adopting Mobility as a Service (MaaS) – A latent class cluster analysis of attitudes," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 378-401.
    12. Ramos, Raúl & Cantillo, Víctor & Arellana, Julián & Sarmiento, Iván, 2017. "From restricting the use of cars by license plate numbers to congestion charging: Analysis for Medellin, Colombia," Transport Policy, Elsevier, vol. 60(C), pages 119-130.
    13. Becker, Henrik & Balac, Milos & Ciari, Francesco & Axhausen, Kay W., 2020. "Assessing the welfare impacts of Shared Mobility and Mobility as a Service (MaaS)," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 228-243.
    14. Small, Kenneth A. & Gomez-Ilbanez, Jose A., 1998. "Road Pricing for Congestion Management: The Transition from Theory to Policy," University of California Transportation Center, Working Papers qt8kk909p1, University of California Transportation Center.
    15. Becker, Henrik & Ciari, Francesco & Axhausen, Kay W., 2017. "Comparing car-sharing schemes in Switzerland: User groups and usage patterns," Transportation Research Part A: Policy and Practice, Elsevier, vol. 97(C), pages 17-29.
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