Examining university students’ preferences toward MaaS aspects

IF 3.8 Q2 TRANSPORTATION Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-01 Epub Date: 2025-02-05 DOI:10.1016/j.trip.2025.101348
Willy Kriswardhana , Domokos Esztergár-Kiss
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Abstract

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.
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考察大学生对MaaS方面的偏好
移动即服务(MaaS)的主要思想是将各种传输模式和服务集成到一个应用程序中。尽管有许多研究调查MaaS,但只有很少的研究可用于用户对特定方面的偏好。因此,本研究提出了一个从大学生角度出发的与MaaS各方面相关的变量框架。采用结构方程建模的方法揭示了MaaS、社会人口统计学和态度潜在变量之间的联系,其中用户是基于人口统计学因素和偏好聚类的。利用多项逻辑回归揭示了聚类之间的关系,对MaaS方面的偏好分为传统方面和高级方面。结果显示,有工作的学生和高收入人群更倾向于使用MaaS,而女学生更倾向于使用自动售票机和现金支付。聚类之间的关系表明,高收入家庭的男生对高级方面的兴趣高于低收入家庭的女生。本研究可以为交通领域的规划者和运营者提供更个性化的MaaS应用设计。
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来源期刊
Transportation Research Interdisciplinary Perspectives
Transportation Research Interdisciplinary Perspectives Engineering-Automotive Engineering
CiteScore
12.90
自引率
0.00%
发文量
185
审稿时长
22 weeks
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