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Am I willing to replace my car with a MaaS subscription? An analysis of the willingness of Dutch citizens to adopt MaaS and the triggers affecting their choices

Author

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  • Bahamonde-Birke, Francisco J.
  • Frowijn, Luuk
  • van Gils, Coco
  • Helmink, Rutger D.W.
  • Henkus, Sophie
  • van der Hoeven, Sanna
  • Mathilde Kolkman, O.
  • van Onzen, Tim
  • Ronteltap, Lisette
  • Wehl, Dinah E.
  • Ettema, Dick F.

Abstract

Mobility-as-a-Service (MaaS) is a new way to understand mobility, which integrates services such as car-sharing, bike-sharing, public transport, etc. Its goal is that mobility requirements be no longer fulfilled by privately owning mobility resources, but by requesting them on-demand. In this paper we considered the willingness to adopt MaaS services, choices between different kinds of MaaS subscriptions as well as the choice between MaaS and private vehicle ownership by means of two choice-experiments, address simultaneously on the basis of an hybrid-choice modeling (HCM) framework.

Suggested Citation

  • Bahamonde-Birke, Francisco J. & Frowijn, Luuk & van Gils, Coco & Helmink, Rutger D.W. & Henkus, Sophie & van der Hoeven, Sanna & Mathilde Kolkman, O. & van Onzen, Tim & Ronteltap, Lisette & Wehl, Dina, 2023. "Am I willing to replace my car with a MaaS subscription? An analysis of the willingness of Dutch citizens to adopt MaaS and the triggers affecting their choices," Transportation Research Part A: Policy and Practice, Elsevier, vol. 176(C).
    • Handle: RePEc:eee:transa:v:176:y:2023:i:c:s0965856423002367
    DOI: 10.1016/j.tra.2023.103816
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    References listed on IDEAS

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    1. Bahamonde-Birke, Francisco J. & Ortúzar, Juan de Dios, 2017. "Analyzing the continuity of attitudinal and perceptual indicators in hybrid choice models," Journal of choice modelling, Elsevier, vol. 25(C), pages 28-39.
    2. Guidon, Sergio & Wicki, Michael & Bernauer, Thomas & Axhausen, Kay, 2020. "Transportation service bundling – For whose benefit? Consumer valuation of pure bundling in the passenger transportation market," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 91-106.
    3. Rodrigo Gandia & Julia Oliveira & Fabio Antonialli & Joel Sugano & Isabelle Nicolaï & Izabela Cardoso Oliveira, 2019. "Consumer Predisposition And Behavior Towards Mobility-As-A-Service Among University Students In A Developing Country," Post-Print halshs-03687634, HAL.
    4. Hörcher, Daniel & Graham, Daniel J., 2020. "MaaS economics: Should we fight car ownership with subscriptions to alternative modes?," Economics of Transportation, Elsevier, vol. 22(C).
    5. Caussade, Sebastián & Ortúzar, Juan de Dios & Rizzi, Luis I. & Hensher, David A., 2005. "Assessing the influence of design dimensions on stated choice experiment estimates," Transportation Research Part B: Methodological, Elsevier, vol. 39(7), pages 621-640, August.
    6. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    7. Francisco J. Bahamonde-Birke & Uwe Kunert & Heike Link & Juan de Dios Ortúzar, 2017. "About attitudes and perceptions: finding the proper way to consider latent variables in discrete choice models," Transportation, Springer, vol. 44(3), pages 475-493, May.
    8. Ho, Chinh Q. & Mulley, Corinne & Hensher, David A., 2020. "Public preferences for mobility as a service: Insights from stated preference surveys," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 70-90.
    9. Ye, Jianhong & Zheng, Jiaqi & Yi, Fabin, 2020. "A study on users' willingness to accept mobility as a service based on UTAUT model," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    10. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    11. Daniel McFadden, 1986. "The Choice Theory Approach to Market Research," Marketing Science, INFORMS, vol. 5(4), pages 275-297.
    12. Melinda Matyas & Maria Kamargianni, 2019. "The potential of mobility as a service bundles as a mobility management tool," Transportation, Springer, vol. 46(5), pages 1951-1968, October.
    13. Joan L. Walker & Moshe Ben-Akiva & Denis Bolduc, 2007. "Identification of parameters in normal error component logit-mixture (NECLM) models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1095-1125.
    14. Caiati, Valeria & Rasouli, Soora & Timmermans, Harry, 2020. "Bundling, pricing schemes and extra features preferences for mobility as a service: Sequential portfolio choice experiment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 123-148.
    15. Debbie Hopkins & Tim Schwanen, 2018. "Automated Mobility Transitions: Governing Processes in the UK," Sustainability, MDPI, vol. 10(4), pages 1-19, March.
    16. Tsouros, Ioannis & Polydoropoulou, Amalia, 2020. "Who will buy alternative fueled or automated vehicles: A modular, behavioral modeling approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 214-225.
    17. Andrew Daly & Stephane Hess & Bhanu Patruni & Dimitris Potoglou & Charlene Rohr, 2012. "Using ordered attitudinal indicators in a latent variable choice model: a study of the impact of security on rail travel behaviour," Transportation, Springer, vol. 39(2), pages 267-297, March.
    18. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    19. Peraphan Jittrapirom & Valeria Caiati & Anna-Maria Feneri & Shima Ebrahimigharehbaghi & María J. Alonso González & Jishnu Narayan, 2017. "Mobility as a Service: A Critical Review of Definitions, Assessments of Schemes, and Key Challenges," Urban Planning, Cogitatio Press, vol. 2(2), pages 13-25.
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