IDEAS home Printed from https://ideas.repec.org/a/eee/transa/v203y2026ics0965856425003908.html

Analysing the effects of perceived travel options and attitudes on multimodality

Author

Listed:
  • Liu, Lixun
  • Cao, Mengqiu
  • De Vos, Jonas
  • Hickman, Robin

Abstract

People have different types of multimodal travel patterns. However, most studies exploring people’s multimodal travel patterns generally do not distinguish between trip purposes. In addition, limited studies have explored how people’s travel options (i.e. travel constraints and opportunities) influence their multimodal travel choices. Only a few have investigated how attitudes and perceived travel options shape multimodality travel patterns. Therefore, this study aims to explore the impacts of people’s perceived travel options and attitudes on multimodality across mandatory and discretionary trips using Changsha as a case study. Factor analysis and binary logistic regression are employed to explore the association with different multimodal groups. The results show that high-level multimodality groups tend to have limited options, using multimodal trips to overcome travel constraints and meet their travel demands. Higher income levels are not an indicator of higher multimodality; instead, people are affected more by other personal characteristics and contextual factors. Positive attitudes towards multimodality can promote multimodal travel even in the absence of sufficient transport supply and convenient accessibility. Therefore, improving access to public transport, transfer connections and ticketing policies can offer ways of helping those with various travel captivities. Our study provides recommendations for policymakers to develop transport policies that target specific population groups and enhance their multimodal mobility.

Suggested Citation

  • Liu, Lixun & Cao, Mengqiu & De Vos, Jonas & Hickman, Robin, 2026. "Analysing the effects of perceived travel options and attitudes on multimodality," Transportation Research Part A: Policy and Practice, Elsevier, vol. 203(C).
  • Handle: RePEc:eee:transa:v:203:y:2026:i:c:s0965856425003908
    DOI: 10.1016/j.tra.2025.104757
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0965856425003908
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tra.2025.104757?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Goletz, Mirko & Haustein, Sonja & Wolking, Christina & L’Hostis, Alain, 2020. "Intermodality in European metropolises: The current state of the art, and the results of an expert survey covering Berlin, Copenhagen, Hamburg and Paris," Transport Policy, Elsevier, vol. 94(C), pages 109-122.
    2. Ardeshiri, Ali & Vij, Akshay, 2019. "Lifestyles, residential location, and transport mode use: A hierarchical latent class choice model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 342-359.
    3. Jonas De Vos & Patrick A. Singleton & Tommy Gärling, 2022. "From attitude to satisfaction: introducing the travel mode choice cycle," Transport Reviews, Taylor & Francis Journals, vol. 42(2), pages 204-221, March.
    4. Scheiner, Joachim & Chatterjee, Kiron & Heinen, Eva, 2016. "Key events and multimodality: A life course approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 91(C), pages 148-165.
    5. Liao, Feixiong & Tian, Qiong & Arentze, Theo & Huang, Hai-Jun & Timmermans, Harry J.P., 2020. "Travel preferences of multimodal transport systems in emerging markets: The case of Beijing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 138(C), pages 250-266.
    6. Mao, Zidan & Ettema, Dick & Dijst, Martin, 2016. "Commuting trip satisfaction in Beijing: Exploring the influence of multimodal behavior and modal flexibility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 592-603.
    7. Molin, Eric & Maat, Kees, 2015. "Bicycle parking demand at railway stations: Capturing price-walking trade offs," Research in Transportation Economics, Elsevier, vol. 53(C), pages 3-12.
    8. Yongsung Lee & Giovanni Circella & Patricia L. Mokhtarian & Subhrajit Guhathakurta, 2020. "Are millennials more multimodal? A latent-class cluster analysis with attitudes and preferences among millennial and Generation X commuters in California," Transportation, Springer, vol. 47(5), pages 2505-2528, October.
    9. Lucas, Karen, 2012. "Transport and social exclusion: Where are we now?," Transport Policy, Elsevier, vol. 20(C), pages 105-113.
    10. Yusak Susilo & Kay Axhausen, 2014. "Repetitions in individual daily activity–travel–location patterns: a study using the Herfindahl–Hirschman Index," Transportation, Springer, vol. 41(5), pages 995-1011, September.
    11. Yan Huang & Liang Ma & Jonas De Vos, 2024. "Travel behaviour and multimodality: a conceptual framework and critical review of research," Transport Reviews, Taylor & Francis Journals, vol. 44(3), pages 709-730, May.
    12. Heinen, Eva & Chatterjee, Kiron, 2015. "The same mode again? An exploration of mode choice variability in Great Britain using the National Travel Survey," Transportation Research Part A: Policy and Practice, Elsevier, vol. 78(C), pages 266-282.
    13. Myung Ja Kim & James F. Petrick, 2021. "Roles of constraint and attachment in crowdfunder behavior for sustainable development: An extended theory of planned behavior," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(4), pages 780-792, July.
    14. 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.
    15. Oostendorp, Rebekka & Gebhardt, Laura, 2018. "Combining means of transport as a users' strategy to optimize traveling in an urban context: empirical results on intermodal travel behavior from a survey in Berlin," Journal of Transport Geography, Elsevier, vol. 71(C), pages 72-83.
    16. McLaren, Arlene Tigar, 2016. "Families and transportation: Moving towards multimodality and altermobility?," Journal of Transport Geography, Elsevier, vol. 51(C), pages 218-225.
    17. Delbosc, Alexa & Nakanishi, Hitomi, 2017. "A life course perspective on the travel of Australian millennials," Transportation Research Part A: Policy and Practice, Elsevier, vol. 104(C), pages 319-336.
    18. Van Acker, Véronique & Mulley, Corinne & Ho, Loan, 2019. "Impact of childhood experiences on public transport travel behaviour," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 783-798.
    19. Cynthia Jacques & Kevin Manaugh & Ahmed El-Geneidy, 2013. "Rescuing the captive [mode] user: an alternative approach to transport market segmentation," Transportation, Springer, vol. 40(3), pages 625-645, May.
    20. Lu, Ying & Prato, Carlo G. & Sipe, Neil & Kimpton, Anthony & Corcoran, Jonathan, 2022. "The role of household modality style in first and last mile travel mode choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 158(C), pages 95-109.
    21. Schwanen, Tim & Banister, David & Anable, Jillian, 2012. "Rethinking habits and their role in behaviour change: the case of low-carbon mobility," Journal of Transport Geography, Elsevier, vol. 24(C), pages 522-532.
    22. Vij, Akshay, 2013. "Incorporating the Influence of Latent Modal Preferences in Travel Demand Models," University of California Transportation Center, Working Papers qt7nq9p0cv, University of California Transportation Center.
    23. Ralph Buehler & Andrea Hamre, 2015. "The multimodal majority? Driving, walking, cycling, and public transportation use among American adults," Transportation, Springer, vol. 42(6), pages 1081-1101, November.
    24. Kuhnimhof, Tobias & Buehler, Ralph & Wirtz, Matthias & Kalinowska, Dominika, 2012. "Travel trends among young adults in Germany: increasing multimodality and declining car use for men," Journal of Transport Geography, Elsevier, vol. 24(C), pages 443-450.
    25. Vij, Akshay & Walker, Joan L., 2014. "Preference endogeneity in discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 64(C), pages 90-105.
    26. Olafsson, Anton Stahl & Nielsen, Thomas Sick & Carstensen, Trine Agervig, 2016. "Cycling in multimodal transport behaviours: Exploring modality styles in the Danish population," Journal of Transport Geography, Elsevier, vol. 52(C), pages 123-130.
    27. Vij, Akshay, 2013. "Incorporating the Influence of Latent Modal Preferences in Travel Demand Models," University of California Transportation Center, Working Papers qt7ng2z24q, University of California Transportation Center.
    28. Miwa, Tomio & Wang, Jianbiao & Morikawa, Takayuki, 2023. "Are seniors in mountainous areas able to realize their desired trips? A novel approach to estimate trip demand," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    29. Klinger, Thomas, 2017. "Moving from monomodality to multimodality? Changes in mode choice of new residents," Transportation Research Part A: Policy and Practice, Elsevier, vol. 104(C), pages 221-237.
    30. Garcia-Martinez, Andres & Cascajo, Rocio & Jara-Diaz, Sergio R. & Chowdhury, Subeh & Monzon, Andres, 2018. "Transfer penalties in multimodal public transport networks," Transportation Research Part A: Policy and Practice, Elsevier, vol. 114(PA), pages 52-66.
    31. Vij, Akshay & Carrel, André & Walker, Joan L., 2013. "Incorporating the influence of latent modal preferences on travel mode choice behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 54(C), pages 164-178.
    32. Handy, Susan & Weston, Lisa & Mokhtarian, Patricia L., 2005. "Driving by choice or necessity?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(2-3), pages 183-203.
    33. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    34. Eva Heinen & Giulio Mattioli, 2019. "Does a high level of multimodality mean less car use? An exploration of multimodality trends in England," Transportation, Springer, vol. 46(4), pages 1093-1126, August.
    35. Maeder, Stefanie & Stauffacher, Michael & Knaus, Florian, 2023. "Zooming in and out on everyday mobility practices in a rural, mountainous area of Switzerland," Journal of Transport Geography, Elsevier, vol. 112(C).
    36. Guan, Xiaodong & Wang, Donggen, 2024. "Examining the roles of transport captivity and travel dissonance in travel satisfaction," Transportation Research Part A: Policy and Practice, Elsevier, vol. 182(C).
    37. Groth, Sören, 2019. "Multimodal divide: Reproduction of transport poverty in smart mobility trends," Transportation Research Part A: Policy and Practice, Elsevier, vol. 125(C), pages 56-71.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Timmer, Sebastian & Merfeld, Katrin & Henkel, Sven, 2023. "Exploring motivations for multimodal commuting: A hierarchical means-end chain analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 176(C).
    2. Groth, Sören, 2019. "Multimodal divide: Reproduction of transport poverty in smart mobility trends," Transportation Research Part A: Policy and Practice, Elsevier, vol. 125(C), pages 56-71.
    3. Huang, Yan & Ma, Liang, 2025. "Unraveling the relationship between built environment and multimodal commuting behaviors: A case study of Beijing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 199(C).
    4. Klinger, Thomas, 2017. "Moving from monomodality to multimodality? Changes in mode choice of new residents," Transportation Research Part A: Policy and Practice, Elsevier, vol. 104(C), pages 221-237.
    5. Fu, Xingxing & van Lierop, Dea & Ettema, Dick, 2024. "Is multimodality advantageous? Assessing the relationship between multimodality and perceived transport adequacy and accessibility in different travel contexts," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
    6. Lixun Liu & Yujiang Wang & Robin Hickman, 2023. "How Rail Transit Makes a Difference in People’s Multimodal Travel Behaviours: An Analysis with the XGBoost Method," Land, MDPI, vol. 12(3), pages 1-23, March.
    7. Choi, Yunkyung & Guhathakurta, Subhrajit, 2024. "Unraveling the diversity in transit-oriented development," Transportation Research Part A: Policy and Practice, Elsevier, vol. 182(C).
    8. Timmer, Sebastian & Bösehans, Gustav & Henkel, Sven, 2023. "Behavioural norms or personal gains? – An empirical analysis of commuters‘ intention to switch to multimodal mobility behaviour," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
    9. Rico Krueger & Akshay Vij & Taha H. Rashidi, 2018. "Normative beliefs and modality styles: a latent class and latent variable model of travel behaviour," Transportation, Springer, vol. 45(3), pages 789-825, May.
    10. Kim, Sung Hoo & Mokhtarian, Patricia L., 2023. "Finite mixture (or latent class) modeling in transportation: Trends, usage, potential, and future directions," Transportation Research Part B: Methodological, Elsevier, vol. 172(C), pages 134-173.
    11. Faber, R.M. & Jonkeren, O. & de Haas, M.C. & Molin, E.J.E. & Kroesen, M., 2022. "Inferring modality styles by revealing mode choice heterogeneity in response to weather conditions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 162(C), pages 282-295.
    12. Sipetas, Charalampos & Geržinič, Nejc & Huang, Zhiren & Cats, Oded & Mladenović, Miloš N., 2026. "Year-on-year analysis of multi-modal digital travel diaries: Temporal, spatial and modal traveler profiles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 203(C).
    13. Silm, Siiri & Tominga, Ago & Saidla, Karl & Poom, Age & Tammaru, Tiit, 2024. "Socio-economic and residential differences in urban modality styles based on a long-term smartphone experiment," Journal of Transport Geography, Elsevier, vol. 115(C).
    14. Lu, Ying & Prato, Carlo G. & Sipe, Neil & Kimpton, Anthony & Corcoran, Jonathan, 2022. "The role of household modality style in first and last mile travel mode choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 158(C), pages 95-109.
    15. Julia Janke & Calvin G. Thigpen & Susan Handy, 2021. "Examining the effect of life course events on modality type and the moderating influence of life stage," Transportation, Springer, vol. 48(2), pages 1089-1124, April.
    16. 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.
    17. Yongsung Lee & Giovanni Circella & Patricia L. Mokhtarian & Subhrajit Guhathakurta, 2020. "Are millennials more multimodal? A latent-class cluster analysis with attitudes and preferences among millennial and Generation X commuters in California," Transportation, Springer, vol. 47(5), pages 2505-2528, October.
    18. Sfeir, Georges & Abou-Zeid, Maya & Kaysi, Isam, 2020. "Multivariate count data models for adoption of new transport modes in an organization-based context," Transport Policy, Elsevier, vol. 91(C), pages 59-75.
    19. Liao, Feixiong & Tian, Qiong & Arentze, Theo & Huang, Hai-Jun & Timmermans, Harry J.P., 2020. "Travel preferences of multimodal transport systems in emerging markets: The case of Beijing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 138(C), pages 250-266.
    20. Lu, Ying & Prato, Carlo G. & Corcoran, Jonathan, 2021. "Disentangling the behavioural side of the first and last mile problem: the role of modality style and the built environment," Journal of Transport Geography, Elsevier, vol. 91(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:transa:v:203:y:2026:i:c:s0965856425003908. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/547/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.