Modeling heterogeneous individual choices for multi-person household MaaS bundles
Author
Abstract
Suggested Citation
DOI: 10.1016/j.tra.2025.104758
Download full text from publisher
As the access to this document is restricted, you may want to
for a different version of it.References listed on IDEAS
- Muromachi, Yasunori, 2017. "Experiences of past school travel modes by university students and their intention of future car purchase," Transportation Research Part A: Policy and Practice, Elsevier, vol. 104(C), pages 209-220.
- Zijlstra, Toon & Durand, Anne & Hoogendoorn-Lanser, Sascha & Harms, Lucas, 2020. "Early adopters of Mobility-as-a-Service in the Netherlands," Transport Policy, Elsevier, vol. 97(C), pages 197-209.
- 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.
- Kim, Eui-Jin & Kim, Youngseo & Jang, Sunghoon & Kim, Dong-Kyu, 2021. "Tourists’ preference on the combination of travel modes under Mobility-as-a-Service environment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 150(C), pages 236-255.
- Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
- 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.
- Mariel, Petr & Scarpa, Riccardo & Vega-Bayo, Ainhoa, 2018. "Joint parental school choice: Exploring the influence of individual preferences of husbands and wives," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 23-35.
- Tian, Zhihui & Feng, Tao & Yao, Baozhen & Hu, Yan & Zhang, Jing, 2023. "Where to park an autonomous vehicle? Results of a stated choice experiment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
- Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
- Khandker Habib, 2014. "Household-level commuting mode choices, car allocation and car ownership level choices of two-worker households: the case of the city of Toronto," Transportation, Springer, vol. 41(3), pages 651-672, May.
- Kriswardhana, Willy & Esztergár-Kiss, Domokos, 2025. "The role of intermodality and environmental consciousness in the preferences for MaaS bundles: A hybrid choice modeling approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 191(C).
- 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.
- 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.
- Jia Guo & Tao Feng & Harry J. P. Timmermans, 2020. "Modeling co-dependent choice of workplace, residence and commuting mode using an error component mixed logit model," Transportation, Springer, vol. 47(2), pages 911-933, April.
- David A. Hensher & Sampo Hietanen, 2023. "Mobility as a feature (MaaF): rethinking the focus of the second generation of mobility as a service (MaaS)," Transport Reviews, Taylor & Francis Journals, vol. 43(3), pages 325-329, May.
- Joan Walker & Jieping Li, 2007. "Latent lifestyle preferences and household location decisions," Journal of Geographical Systems, Springer, vol. 9(1), pages 77-101, April.
- Schikofsky, Jan & Dannewald, Till & Kowald, Matthias, 2020. "Exploring motivational mechanisms behind the intention to adopt mobility as a service (MaaS): Insights from Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 296-312.
- 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.
- Timmermans, Harry J.P. & Zhang, Junyi, 2009. "Modeling household activity travel behavior: Examples of state of the art modeling approaches and research agenda," Transportation Research Part B: Methodological, Elsevier, vol. 43(2), pages 187-190, February.
- Hélène Bouscasse, 2018. "Integrated choice and latent variable models: A literature review on mode choice," Working Papers hal-01795630, HAL.
- Vij, Akshay & Walker, Joan L., 2014. "Preference endogeneity in discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 64(C), pages 90-105.
- Ho, Chinh Q. & Hensher, David A. & Reck, Daniel J. & Lorimer, Sam & Lu, Ivy, 2021. "MaaS bundle design and implementation: Lessons from the Sydney MaaS trial," Transportation Research Part A: Policy and Practice, Elsevier, vol. 149(C), pages 339-376.
- Bouscasse, H., 2018. "Integrated choice and latent variable models: A literature review on mode choice," Working Papers 2018-07, Grenoble Applied Economics Laboratory (GAEL).
- 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.
- Kim, Seheon & Rasouli, Soora, 2022. "The influence of latent lifestyle on acceptance of Mobility-as-a-Service (MaaS): A hierarchical latent variable and latent class approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 304-319.
- 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.
- Matthew Gnagey & Therese Grijalva & Rong Rong, 2020. "Spousal influence and assortative mating on time preferences: a field experiment in the USA," Review of Economics of the Household, Springer, vol. 18(2), pages 461-512, June.
- Chen, Ching-Fu & Fu, Chiang & Chen, Yu-Chun, 2023. "Exploring tourist preference for Mobility-as-a-Service (MaaS) – A latent class choice approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 174(C).
- Tsouros, Ioannis & Tsirimpa, Athena & Pagoni, Ioanna & Polydoropoulou, Amalia, 2021. "MaaS users: Who they are and how much they are willing-to-pay," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 470-480.
- Enrique Manzur & Sergio Olavarrieta, 2021. "The 9-SRA Scale: A Simplified 9-Items Version of the SRA Scale to Assess Altruism," Sustainability, MDPI, vol. 13(13), pages 1-15, June.
- Herberz, Mario & Hahnel, Ulf J.J. & Brosch, Tobias, 2020. "The importance of consumer motives for green mobility: A multi-modal perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 139(C), pages 102-118.
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.- Kim, Seheon & Rasouli, Soora, 2022. "The influence of latent lifestyle on acceptance of Mobility-as-a-Service (MaaS): A hierarchical latent variable and latent class approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 304-319.
- Kriswardhana, Willy & Esztergár-Kiss, Domokos, 2025. "The role of intermodality and environmental consciousness in the preferences for MaaS bundles: A hybrid choice modeling approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 191(C).
- Hao, He & Yao, Enjian & Pan, Long & Chen, Rongsheng & Wang, Yue & Xiao, Hui, 2025. "Exploring heterogeneous drivers and barriers in MaaS bundle subscriptions based on the willingness to shift to MaaS in one-trip scenarios," Transportation Research Part A: Policy and Practice, Elsevier, vol. 199(C).
- Yao, Enjian & Hao, He & Pan, Long & Chen, Rongsheng & Wang, Yue & Xiao, Hui, 2025. "Investigating the willingness of shifting to MaaS in one-trip scenarios: Insights from comparative stated surveys," Transportation Research Part A: Policy and Practice, Elsevier, vol. 192(C).
- Kriswardhana, Willy & Esztergár-Kiss, Domokos, 2023. "Exploring the aspects of MaaS adoption based on college students’ preferences," Transport Policy, Elsevier, vol. 136(C), pages 113-125.
- Chen, Ching-Fu & Fu, Chiang & Chen, Yu-Chun, 2023. "Exploring tourist preference for Mobility-as-a-Service (MaaS) – A latent class choice approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 174(C).
- Daou, Sylvain & Leurent, Fabien, 2024. "Modelling mobility as a service: A literature review," Economics of Transportation, Elsevier, vol. 39(C).
- Xi, Haoning & Liu, Wei & Waller, S. Travis & Hensher, David A. & Kilby, Philip & Rey, David, 2023. "Incentive-compatible mechanisms for online resource allocation in Mobility-as-a-Service systems," Transportation Research Part B: Methodological, Elsevier, vol. 170(C), pages 119-147.
- Ho, Chinh Q. & Tirachini, Alejandro, 2024. "Mobility-as-a-Service and the role of multimodality in the sustainability of urban mobility in developing and developed countries," Transport Policy, Elsevier, vol. 145(C), pages 161-176.
- Kayikci, Yasanur & Kabadurmus, Ozgur, 2022. "Barriers to the adoption of the mobility-as-a-service concept: The case of Istanbul, a large emerging metropolis," Transport Policy, Elsevier, vol. 129(C), pages 219-236.
- Tang, Justin Hayse Chiwing G. & Liu, Junbei & Chen, Anthony & Wang, Bobin & Zhuge, Chengxiang & Yang, Xiong, 2025. "Exploring the potential adoption of Mobility-as-a-Service in Beijing: A spatial agent-based model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 194(C).
- Nikitas, Alexandros & Cotet, Corneliu & Vitel, Alexandra-Elena & Nikitas, Nikolaos & Prato, Carlo, 2024. "Transport stakeholders’ perceptions of Mobility-as-a-Service: A Q-study of cultural shift proponents, policy advocates and technology supporters," Transportation Research Part A: Policy and Practice, Elsevier, vol. 181(C).
- Xuemei Fu, 2021. "How habit moderates the commute mode decision process: integration of the theory of planned behavior and latent class choice model," Transportation, Springer, vol. 48(5), pages 2681-2707, October.
- Wen, Jinpeng & Gan, Hongcheng & Wang, Ke & Wang, Xinyu & Huang, Yue & Lu, Huan, 2025. "The effects of face consciousness on young travelers’ intention to adopt mobility as a service (MaaS): A case study in Shanghai, China," Research in Transportation Economics, Elsevier, vol. 110(C).
- van 't Veer, Renske & Annema, Jan Anne & Araghi, Yashar & Homem de Almeida Correia, Gonçalo & van Wee, Bert, 2023. "Mobility-as-a-Service (MaaS): A latent class cluster analysis to identify Dutch vehicle owners’ use intention," Transportation Research Part A: Policy and Practice, Elsevier, vol. 169(C).
- González-Sánchez, Guadalupe & Maeso-González, Elvira & López, Elena & Aguiar, Iago, 2024. "Exploring determining factors of MaaS app use and its potential effects on mobility behavior: Keys to gender-sensitive planning and management," Transport Policy, Elsevier, vol. 158(C), pages 175-195.
- Olde Kalter, Marie-José & La Paix Puello, Lissy & Geurs, Karst T., 2020. "Do changes in travellers’ attitudes towards car use and ownership over time affect travel mode choice? A latent transition approach in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 1-17.
- 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).
- Alyavina, Elena & Nikitas, Alexandros & Njoya, Eric Tchouamou, 2024. "Mobility-as-a-Service and unsustainable travel behaviour: Exploring the car ownership and public transport trip replacement side-effects of the MaaS paradigm," Transport Policy, Elsevier, vol. 150(C), pages 53-70.
- Vij, Akshay & Gorripaty, Sreeta & Walker, Joan L., 2017. "From trend spotting to trend ’splaining: Understanding modal preference shifts in the San Francisco Bay Area," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 238-258.
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:s096585642500391x. 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.
Printed from https://ideas.repec.org/a/eee/transa/v203y2026ics096585642500391x.html