Examining university students’ preferences toward MaaS aspects
The main idea of Mobility as a Service, called MaaS, is to integrate various transport modes and services into one application. Although numerous studies investigate MaaS, there is only few research available on user preferences toward specific aspects. Therefore, current study presents a framework...
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Language: | English |
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Elsevier
2025-03-01
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Series: | Transportation Research Interdisciplinary Perspectives |
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Online Access: | http://www.sciencedirect.com/science/article/pii/S2590198225000272 |
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author | Willy Kriswardhana Domokos Esztergár-Kiss |
author_facet | Willy Kriswardhana Domokos Esztergár-Kiss |
author_sort | Willy Kriswardhana |
collection | DOAJ |
description | The main idea of Mobility as a Service, called MaaS, is to integrate various transport modes and services into one application. Although numerous studies investigate MaaS, there is only few research available on user preferences toward specific aspects. Therefore, current study presents a framework of variables associated with the aspects of MaaS from university students’ perspectives. The method of structural equation modeling is performed to reveal some connections between aspects of MaaS, socio-demographics, and attitudinal latent variables, where the users are clustered based on demographic factors and preferences. The relationship between the clusters is revealed by using multinomial logistic regression, and the preferences toward the MaaS aspects are clustered traditional and advanced aspects. The results show that employed students and persons having high incomes are more attracted to use MaaS, while female students are more inclined to pay for the trip by using ticket machines and cash. The relationship between the clusters indicates that male students coming from higher-income households show a higher interest in advanced aspects compared to low-income female students. This research can support planners and operators in the field of transportation in terms of providing more personalized design of MaaS applications. |
format | Article |
id | doaj-art-8bf1d6d267d74e129a803f07acb37b4e |
institution | Kabale University |
issn | 2590-1982 |
language | English |
publishDate | 2025-03-01 |
publisher | Elsevier |
record_format | Article |
series | Transportation Research Interdisciplinary Perspectives |
spelling | doaj-art-8bf1d6d267d74e129a803f07acb37b4e2025-02-06T05:12:44ZengElsevierTransportation Research Interdisciplinary Perspectives2590-19822025-03-0130101348Examining university students’ preferences toward MaaS aspectsWilly Kriswardhana0Domokos Esztergár-Kiss1Department of Transport Technology and Economics, Faculty of Transportation Engineering and Vehicle Engineering, Budapest University of Technology and Economics, 1111 Műegyetem rkp. 3, Budapest, Hungary; Department of Civil Engineering, Faculty of Engineering, Universitas Jember, Jember 68121, Indonesia; Corresponding author at: Department of Transport Technology and Economics, Faculty of Transportation Engineering and Vehicle Engineering, Budapest University of Technology and Economics, 1111 Műegyetem rkp. 3, Budapest, Hungary.Department of Transport Technology and Economics, Faculty of Transportation Engineering and Vehicle Engineering, Budapest University of Technology and Economics, 1111 Műegyetem rkp. 3, Budapest, HungaryThe main idea of Mobility as a Service, called MaaS, is to integrate various transport modes and services into one application. Although numerous studies investigate MaaS, there is only few research available on user preferences toward specific aspects. Therefore, current study presents a framework of variables associated with the aspects of MaaS from university students’ perspectives. The method of structural equation modeling is performed to reveal some connections between aspects of MaaS, socio-demographics, and attitudinal latent variables, where the users are clustered based on demographic factors and preferences. The relationship between the clusters is revealed by using multinomial logistic regression, and the preferences toward the MaaS aspects are clustered traditional and advanced aspects. The results show that employed students and persons having high incomes are more attracted to use MaaS, while female students are more inclined to pay for the trip by using ticket machines and cash. The relationship between the clusters indicates that male students coming from higher-income households show a higher interest in advanced aspects compared to low-income female students. This research can support planners and operators in the field of transportation in terms of providing more personalized design of MaaS applications.http://www.sciencedirect.com/science/article/pii/S2590198225000272Mobility as a ServiceStructural equation modelingUser preferencesCluster analysis |
spellingShingle | Willy Kriswardhana Domokos Esztergár-Kiss Examining university students’ preferences toward MaaS aspects Transportation Research Interdisciplinary Perspectives Mobility as a Service Structural equation modeling User preferences Cluster analysis |
title | Examining university students’ preferences toward MaaS aspects |
title_full | Examining university students’ preferences toward MaaS aspects |
title_fullStr | Examining university students’ preferences toward MaaS aspects |
title_full_unstemmed | Examining university students’ preferences toward MaaS aspects |
title_short | Examining university students’ preferences toward MaaS aspects |
title_sort | examining university students preferences toward maas aspects |
topic | Mobility as a Service Structural equation modeling User preferences Cluster analysis |
url | http://www.sciencedirect.com/science/article/pii/S2590198225000272 |
work_keys_str_mv | AT willykriswardhana examininguniversitystudentspreferencestowardmaasaspects AT domokosesztergarkiss examininguniversitystudentspreferencestowardmaasaspects |