Enjian Yao , He Hao , Long Pan , Rongsheng Chen , Yue Wang , Hui Xiao
{"title":"Investigating the willingness of shifting to MaaS in one-trip scenarios: Insights from comparative stated surveys","authors":"Enjian Yao , He Hao , Long Pan , Rongsheng Chen , Yue Wang , Hui Xiao","doi":"10.1016/j.tra.2025.104384","DOIUrl":null,"url":null,"abstract":"<div><div>Considered as a potential solution to improve transport systems, Mobility-as-a-Service (MaaS) has attracted considerable attention and has been widely studied. However, how to guide users to shift from their current travel behavior (or non-MaaS) to MaaS at its early stage still needs more insights, which is critical for the sustainable development of MaaS. Motivated by this, we conducted a stated preference (SP) survey in Beijing with a novel experiment manner, which provides respondents with comparative scenarios to ask them to focus on differences between MaaS options and provided unimodal modes. Further, a latent-class-based model is developed, integrating travel habit and cross-scenario variables collected from the comparative SP experiments. According to the estimation results, we obtain two classes. The first represents respondents who tend to be familiar with MaaS and use shared mobility, and the other represents car enthusiasts. With respect to the preferences of these two classes, respondents in the former class may generate higher utility for all MaaS options. That said, they also tend to keep their mode choice in the scenario without MaaS when they choose private cars or taxis. On the contrary, respondents in the latter class may be negative about all MaaS options. Despite this, the previous mode choice of public transportation (PT) positively affects choosing MaaS options including PT. Further, we propose the shift to MaaS index to quantify willingness to shift to MaaS. Our findings demonstrate that respondents in class 1 are much more likely to shift to MaaS, and decreasing trip time does not have a strong effect on shifting to MaaS. Accordingly, some insights and policy implications are proposed for MaaS development, including promotional strategies, current transport mode changes, and the direction of MaaS development.</div></div>","PeriodicalId":49421,"journal":{"name":"Transportation Research Part A-Policy and Practice","volume":"192 ","pages":"Article 104384"},"PeriodicalIF":6.3000,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transportation Research Part A-Policy and Practice","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0965856425000126","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
Considered as a potential solution to improve transport systems, Mobility-as-a-Service (MaaS) has attracted considerable attention and has been widely studied. However, how to guide users to shift from their current travel behavior (or non-MaaS) to MaaS at its early stage still needs more insights, which is critical for the sustainable development of MaaS. Motivated by this, we conducted a stated preference (SP) survey in Beijing with a novel experiment manner, which provides respondents with comparative scenarios to ask them to focus on differences between MaaS options and provided unimodal modes. Further, a latent-class-based model is developed, integrating travel habit and cross-scenario variables collected from the comparative SP experiments. According to the estimation results, we obtain two classes. The first represents respondents who tend to be familiar with MaaS and use shared mobility, and the other represents car enthusiasts. With respect to the preferences of these two classes, respondents in the former class may generate higher utility for all MaaS options. That said, they also tend to keep their mode choice in the scenario without MaaS when they choose private cars or taxis. On the contrary, respondents in the latter class may be negative about all MaaS options. Despite this, the previous mode choice of public transportation (PT) positively affects choosing MaaS options including PT. Further, we propose the shift to MaaS index to quantify willingness to shift to MaaS. Our findings demonstrate that respondents in class 1 are much more likely to shift to MaaS, and decreasing trip time does not have a strong effect on shifting to MaaS. Accordingly, some insights and policy implications are proposed for MaaS development, including promotional strategies, current transport mode changes, and the direction of MaaS development.
期刊介绍:
Transportation Research: Part A contains papers of general interest in all passenger and freight transportation modes: policy analysis, formulation and evaluation; planning; interaction with the political, socioeconomic and physical environment; design, management and evaluation of transportation systems. Topics are approached from any discipline or perspective: economics, engineering, sociology, psychology, etc. Case studies, survey and expository papers are included, as are articles which contribute to unification of the field, or to an understanding of the comparative aspects of different systems. Papers which assess the scope for technological innovation within a social or political framework are also published. The journal is international, and places equal emphasis on the problems of industrialized and non-industrialized regions.
Part A''s aims and scope are complementary to Transportation Research Part B: Methodological, Part C: Emerging Technologies and Part D: Transport and Environment. Part E: Logistics and Transportation Review. Part F: Traffic Psychology and Behaviour. The complete set forms the most cohesive and comprehensive reference of current research in transportation science.