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Integrating shared mobility into multimodal habits: A comparative analysis across shared micro- and 'macro'-mobility services

Author

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  • Vega-Gonzalo, María
  • Cano-Leiva, Jose
  • Gomez, Juan
  • Vassallo, José Manuel

Abstract

Shared mobility services, which facilitate the access to different modes without the need to own them, is favouring increasingly multimodal mobility habits among urban travellers. Understanding how these new services are integrated into individuals' mobility patterns together with conventional modes is essential to understand the role that they play in improving accessibility and promoting sustainable urban mobility. To address this topic, two sub-samples have been extracted from a macro-survey conducted in the Region of Madrid: (i) users who have adopted shared micromobility (kick-scooter and bike-sharing) and (ii) users who have adopted shared macromobility (i.e., car- and moped-sharing). Using a Latent Class Analysis, we compare the profiles of each type of shared mobility user. The results show that three out of four classes can be found in both sub-samples. Specifically, a car-oriented class who rarely uses shared mobility, an active & public transport traveler class who mostly uses public transport and occasionally shared mobility; and a multimodal class who uses shared mobility around 3 and 4 times a week. In both cases, the most intensive users are clustered into classes whose mobility patterns and socio-economic profiles differ substantially. Finally, the model provides robust results regarding the impact of teleworking and place of residence on individuals' multimodal travel habits, factors for which the previous literature had provided limited conclusions. These results have been used to provide policy recommendations specific to the role that each type of service plays in individuals’ mobility habits.

Suggested Citation

  • Vega-Gonzalo, María & Cano-Leiva, Jose & Gomez, Juan & Vassallo, José Manuel, 2025. "Integrating shared mobility into multimodal habits: A comparative analysis across shared micro- and 'macro'-mobility services," Transport Policy, Elsevier, vol. 174(C).
  • Handle: RePEc:eee:trapol:v:174:y:2025:i:c:s0967070x2500383x
    DOI: 10.1016/j.tranpol.2025.103840
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    References listed on IDEAS

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    1. Tassinari, Filippo, 2024. "Low emission zones and traffic congestion: Evidence from Madrid Central," Transportation Research Part A: Policy and Practice, Elsevier, vol. 185(C).
    2. Rafiq, Rezwana & McNally, Michael G., 2021. "Heterogeneity in Activity-travel Patterns of Public Transit Users: An Application of Latent Class Analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 152(C), pages 1-18.
    3. Joeri F. P. Mil & Tessa S. Leferink & Jan Anne Annema & Niels Oort, 2021. "Insights into factors affecting the combined bicycle-transit mode," Public Transport, Springer, vol. 13(3), pages 649-673, October.
    4. João Filipe Teixeira & Cecília Silva & Frederico Moura e Sá, 2021. "Empirical evidence on the impacts of bikesharing: a literature review," Transport Reviews, Taylor & Francis Journals, vol. 41(3), pages 329-351, May.
    5. Nikiforiadis, Andreas & Paschalidis, Evangelos & Stamatiadis, Nikiforos & Paloka, Ntonata & Tsekoura, Eleni & Basbas, Socrates, 2023. "E-scooters and other mode trip chaining: Preferences and attitudes of university students," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
    6. Sebastian Castellanos & Susan Grant-Muller & Katy Wright, 2022. "Technology, transport, and the sharing economy: towards a working taxonomy for shared mobility," Transport Reviews, Taylor & Francis Journals, vol. 42(3), pages 318-336, May.
    7. Molin, Eric & Mokhtarian, Patricia & Kroesen, Maarten, 2016. "Multimodal travel groups and attitudes: A latent class cluster analysis of Dutch travelers," Transportation Research Part A: Policy and Practice, Elsevier, vol. 83(C), pages 14-29.
    8. Yuanyuan Zhang & Yuming Zhang, 2018. "Associations between Public Transit Usage and Bikesharing Behaviors in The United States," Sustainability, MDPI, vol. 10(6), pages 1-20, June.
    9. Aguilera-García, Álvaro & Gomez, Juan & Antoniou, Constantinos & Vassallo, José Manuel, 2022. "Behavioral factors impacting adoption and frequency of use of carsharing: A tale of two European cities," Transport Policy, Elsevier, vol. 123(C), pages 55-72.
    10. Clewlow, Regina R., 2016. "Carsharing and sustainable travel behavior: Results from the San Francisco Bay Area," Transport Policy, Elsevier, vol. 51(C), pages 158-164.
    11. Montserrat Miramontes & Maximilian Pfertner & Hema Sharanya Rayaprolu & Martin Schreiner & Gebhard Wulfhorst, 2017. "Impacts of a multimodal mobility service on travel behavior and preferences: user insights from Munich’s first Mobility Station," Transportation, Springer, vol. 44(6), pages 1325-1342, November.
    12. Efthymiou, Dimitrios & Antoniou, Constantinos, 2016. "Modeling the propensity to join carsharing using hybrid choice models and mixed survey data," Transport Policy, Elsevier, vol. 51(C), pages 143-149.
    13. Narayanan, Santhanakrishnan & Antoniou, Constantinos, 2023. "Shared mobility services towards Mobility as a Service (MaaS): What, who and when?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 168(C).
    14. Radzimski, Adam & Dzięcielski, Michał, 2021. "Exploring the relationship between bike-sharing and public transport in Poznań, Poland," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 189-202.
    15. Laa, Barbara & Leth, Ulrich, 2020. "Survey of E-scooter users in Vienna: Who they are and how they ride," Journal of Transport Geography, Elsevier, vol. 89(C).
    16. Riccardo Ceccato & Marco Diana, 2021. "Substitution and complementarity patterns between traditional transport means and car sharing: a person and trip level analysis," Transportation, Springer, vol. 48(4), pages 1523-1540, August.
    17. Kim, Kyoungok, 2023. "Investigation of modal integration of bike-sharing and public transit in Seoul for the holders of 365-day passes," Journal of Transport Geography, Elsevier, vol. 106(C).
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