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...

Full description

Saved in:
Bibliographic Details
Main Authors: Willy Kriswardhana, Domokos Esztergár-Kiss
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Transportation Research Interdisciplinary Perspectives
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2590198225000272
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832087390684971008
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