IDEAS home Printed from https://ideas.repec.org/a/eee/transa/v206y2026ics0965856426000601.html

Exploring preferences for demand-responsive transport in rural Japan: An integrated probabilistic choice set and latent variable approach

Author

Listed:
  • Zhu, Yuanfang
  • Jiang, Meilan
  • Morikawa, Takayuki
  • Yamamoto, Toshiyuki
  • Zhao, Zhijian
  • Sato, Hitomi
  • Ogai, Yusaku
  • Nakashita, Misaki
  • Matsuzoe, Shizuko
  • Ueki, Miwa

Abstract

Although demand-responsive transport (DRT) has been proposed as an innovative mobility solution to enhance accessibility in rural areas, its adoption and utilization remain low. To facilitate broader acceptance, it is essential to identify the factors influencing individuals’ willingness to use such services. This study examined preferences for DRT based on stated preference data collected from 610 respondents in a rural region of Japan. The analysis showed low willingness to use the service, with 75.4% of respondents indicating that they would not utilize it for any trip purpose, regardless of service attributes. To explicitly account for this non-compensatory behavior, an integrated probabilistic choice set and latent variable (IPCSLV) model was developed. Compared with traditional choice models, the IPCSLV model demonstrated a superior fit and yielded more interpretable results. The findings indicated that older adults aged ≥ 75 years, non-drivers, and individuals who were aware of the nearest bus stop were more likely to consider DRT as a transport alternative. Positive perceptions of DRT were also linked to higher levels of acceptance, with participation in the demonstration trial contributing to the development of these favorable views. Among those who considered DRT, service was most preferred for trips to the railway station, and cost emerged as the most influential service-related factor affecting usage. These insights support the design of tailored services that target the specific user groups identified in the analysis. While individuals with high car dependency were more likely to exclude DRT, offering free trial opportunities may encourage them to consider adopting DRT.

Suggested Citation

  • Zhu, Yuanfang & Jiang, Meilan & Morikawa, Takayuki & Yamamoto, Toshiyuki & Zhao, Zhijian & Sato, Hitomi & Ogai, Yusaku & Nakashita, Misaki & Matsuzoe, Shizuko & Ueki, Miwa, 2026. "Exploring preferences for demand-responsive transport in rural Japan: An integrated probabilistic choice set and latent variable approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 206(C).
  • Handle: RePEc:eee:transa:v:206:y:2026:i:c:s0965856426000601
    DOI: 10.1016/j.tra.2026.104919
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0965856426000601
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tra.2026.104919?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Hu, Sangen & Li, Chun & Wu, Weitiao & Yang, Ying, 2025. "Exploring the determinants of demand-responsive transit acceptance in China," Transport Policy, Elsevier, vol. 165(C), pages 150-163.
    2. Curtale, Riccardo & Liao, Feixiong & van der Waerden, Peter, 2021. "User acceptance of electric car-sharing services: The case of the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 149(C), pages 266-282.
    3. repec:ags:aaea22:343688 is not listed on IDEAS
    4. Zhao, Chunli & Xue, Mengtian & Hamidi, Zahra, 2024. "Potential of demand responsive transport for young people in Sweden," Transportation Research Part A: Policy and Practice, Elsevier, vol. 184(C).
    5. Gordon W. Cheung & Helena D. Cooper‑Thomas & Rebecca S. Lau & Linda C. Wang, 2024. "Correction to: Reporting reliability, convergent and discriminant validity with structural equation modeling: A review and best-practice recommendations," Asia Pacific Journal of Management, Springer, vol. 41(2), pages 785-787, June.
    6. Alvaro Reyes Duarte & Carlos J.O. Trejo-Pech & Andrés Villegas & Roselia Servín-Juárez, 2024. "The demand for agricultural credit in central Chile," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 84(2/3), pages 226-245, July.
    7. Rossetti, Tomás & Broaddus, Andrea & Ruhl, Melissa & Daziano, Ricardo, 2023. "Commuter preferences for a first-mile/last-mile microtransit service in the United States," Transportation Research Part A: Policy and Practice, Elsevier, vol. 167(C).
    8. Chao Wang & Mohammed Quddus & Marcus Enoch & Tim Ryley & Lisa Davison, 2014. "Multilevel modelling of Demand Responsive Transport (DRT) trips in Greater Manchester based on area-wide socio-economic data," Transportation, Springer, vol. 41(3), pages 589-610, May.
    9. Gordon W. Cheung & Helena D. Cooper-Thomas & Rebecca S. Lau & Linda C. Wang, 2024. "Reporting reliability, convergent and discriminant validity with structural equation modeling: A review and best-practice recommendations," Asia Pacific Journal of Management, Springer, vol. 41(2), pages 745-783, June.
    10. Tsoleridis, Panagiotis & Choudhury, Charisma F. & Hess, Stephane, 2023. "Probabilistic choice set formation incorporating activity spaces into the context of mode and destination choice modelling," Journal of Transport Geography, Elsevier, vol. 108(C).
    11. Ton, Danique & Bekhor, Shlomo & Cats, Oded & Duives, Dorine C. & Hoogendoorn-Lanser, Sascha & Hoogendoorn, Serge P., 2020. "The experienced mode choice set and its determinants: Commuting trips in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 744-758.
    12. Tran, Dat Q. & Borisova, Tatiana, 2024. "Forecasting Expenditures to Meet Regional Water Demand," 2024 Annual Meeting, July 28-30, New Orleans, LA 343688, Agricultural and Applied Economics Association.
    13. Calastri, Chiara & Hess, Stephane & Choudhury, Charisma & Daly, Andrew & Gabrielli, Lorenzo, 2019. "Mode choice with latent availability and consideration: Theory and a case study," Transportation Research Part B: Methodological, Elsevier, vol. 123(C), pages 374-385.
    14. Xu, Jian & Zhang, Wei & Li, Hengyun & Zheng, Xiang (Kevin) & Zhang, Jing, 2024. "User-generated photos in hotel demand forecasting," Annals of Tourism Research, Elsevier, vol. 108(C).
    15. Sergei Dytckov & Jan A. Persson & Fabian Lorig & Paul Davidsson, 2022. "Potential Benefits of Demand Responsive Transport in Rural Areas: A Simulation Study in Lolland, Denmark," Sustainability, MDPI, vol. 14(6), pages 1-21, March.
    16. Morsche, Wietse te & La Paix Puello, Lissy & Geurs, Karst T., 2019. "Potential uptake of adaptive transport services: An exploration of service attributes and attitudes," Transport Policy, Elsevier, vol. 84(C), pages 1-11.
    17. Ogata, Ryuto & Schmöcker, Jan-Dirk & Nakamura, Toshiyuki & Kuwahara, Masahiro, 2022. "On the potential of carsharing to attract regular trips of private car and public transport users in metropolitan areas," Transportation Research Part A: Policy and Practice, Elsevier, vol. 163(C), pages 386-404.
    18. Cantillo, Víctor & Ortúzar, Juan de Dios, 2005. "A semi-compensatory discrete choice model with explicit attribute thresholds of perception," Transportation Research Part B: Methodological, Elsevier, vol. 39(7), pages 641-657, August.
    19. Yan, Xiang & Zhao, Xilei & Han, Yuan & Hentenryck, Pascal Van & Dillahunt, Tawanna, 2021. "Mobility-on-demand versus fixed-route transit systems: An evaluation of traveler preferences in low-income communities," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 481-495.
    20. Schasché, Stephanie E. & Sposato, Robert G. & Hampl, Nina, 2022. "The dilemma of demand-responsive transport services in rural areas: Conflicting expectations and weak user acceptance," Transport Policy, Elsevier, vol. 126(C), pages 43-54.
    21. Capurso, Mauro & Hess, Stephane & Dekker, Thijs, 2019. "Modelling the role of consideration of alternatives in mode choice: An application on the Rome-Milan corridor," Transportation Research Part A: Policy and Practice, Elsevier, vol. 129(C), pages 170-184.
    22. Andrew Daly & Stephane Hess & Bhanu Patruni & Dimitris Potoglou & Charlene Rohr, 2012. "Using ordered attitudinal indicators in a latent variable choice model: a study of the impact of security on rail travel behaviour," Transportation, Springer, vol. 39(2), pages 267-297, March.
    23. Kristy A.E. Jansen & Wenhao Li & Lukas Schmid, 2024. "Granular Treasury Demand with Arbitrageurs," NBER Working Papers 33243, National Bureau of Economic Research, Inc.
    24. Chae, Kyung Soo & Kim, Sung Hoo & Yan, Xiang, 2025. "Exploring attitudinal group differences in preferences for shared e-scooter use and its integration with public transit," Transportation Research Part A: Policy and Practice, Elsevier, vol. 196(C).
    25. Habib, Khandker Nurul, 2019. "Mode choice modelling for hailable rides: An investigation of the competition of Uber with other modes by using an integrated non-compensatory choice model with probabilistic choice set formation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 129(C), pages 205-216.
    26. Vij, Akshay & Ryan, Stacey & Sampson, Spring & Harris, Susan, 2020. "Consumer preferences for on-demand transport in Australia," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 823-839.
    27. Knierim, Lukas & Schlüter, Jan Christian, 2021. "The attitude of potentially less mobile people towards demand responsive transport in a rural area in central Germany," Journal of Transport Geography, Elsevier, vol. 96(C).
    Full references (including those not matched with items on IDEAS)

    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.
    1. Hu, Sangen & Li, Chun & Wu, Weitiao & Yang, Ying, 2025. "Exploring the determinants of demand-responsive transit acceptance in China," Transport Policy, Elsevier, vol. 165(C), pages 150-163.
    2. Carrel, Andre L. & Mavrouli, Stavroula M. & Natarajan, Priyamvada R. & Tarabay, Rana & Broaddus, Andrea, 2024. "Greening the commute: A case study of demand for employer-sponsored microtransit," Transportation Research Part A: Policy and Practice, Elsevier, vol. 190(C).
    3. Schasché, Stephanie E. & Sposato, Robert G. & Hampl, Nina, 2022. "The dilemma of demand-responsive transport services in rural areas: Conflicting expectations and weak user acceptance," Transport Policy, Elsevier, vol. 126(C), pages 43-54.
    4. Ifeanyi Mbukanma & Vikela Liso Sithole & Yiseyon Sunday Hosu, 2025. "Exploring the Factors Enhancing Marketability of Coastal Agricultural Products in Rural South Africa," Economies, MDPI, vol. 13(5), pages 1-16, May.
    5. Peter Džupka & Radovan Dráb & Marek Gróf & Tomáš Štofa, 2024. "Exploring Willingness to Pay across Different Passenger Traits," Sustainability, MDPI, vol. 16(2), pages 1-16, January.
    6. Thomas Sifuna Mayende & Abaasi Ibrahim Musenze & Kaziba Abdul Mpaata & Gideon Nkurunziza, 2026. "Unpacking the role of job satisfaction in the psychological capital-work engagement link: evidence from ugandan public universities," SN Business & Economics, Springer, vol. 6(1), pages 1-35, January.
    7. Scholl, Lynn & Sabogal-Cardona, Orlando & Oviedo, Daniel & Arellana, Julián & Cantillo, Víctor & Ojeda-Diaz, Alfredo J., 2026. "Tech on Wheels: Exploring Microtransit's ICT perceptions in Latin America and the Caribbean," Transport Policy, Elsevier, vol. 176(C).
    8. repec:osf:socarx:69cdm_v1 is not listed on IDEAS
    9. Yiming Ma, 2025. "Entrepreneurial Education and Market Alignment in Journalism: Impacts on Graduate Career Outcomes and Job Satisfaction," SAGE Open, , vol. 15(4), pages 21582440251, November.
    10. Hasanburak Yucel & Murat Ergün & Gozde Bakioglu, 2025. "Will Conventional Public Transport Users Adopt Autonomous Public Transport? A Model Integrating UTAUT Model and Satisfaction–Loyalty Model," Sustainability, MDPI, vol. 17(20), pages 1-31, October.
    11. Hilmi Birinci & Ismet Esenyel & Hayford Asare Obeng, 2025. "Sustainable Destination Management in Luxury Tourism: Balancing Economic Development and Environmental Responsibility," Sustainability, MDPI, vol. 17(15), pages 1-35, July.
    12. Li Pan & Qizhen Gu & Xianyue He, 2025. "Transitioning from Traditional Vocabulary Learning Methods to Gamified English Vocabulary Applications: A Study of Chinese EFL Learners Using the Push-Pull-Mooring Model," SAGE Open, , vol. 15(4), pages 21582440251, November.
    13. Edenbrandt, Anna Kristina & Lagerkvist, Carl-Johan & Lüken, Malte & Orquin, Jacob L., 2022. "Seen but not considered? Awareness and consideration in choice analysis," Journal of choice modelling, Elsevier, vol. 45(C).
    14. Alejandra Trillo & David Ortega-Jiménez & Karina Ocampo-Vásquez & Marina R. Ramírez & Tatiana Mansanillas & Francisco D. Bretones, 2025. "Emotional Exhaustion in University Teachers: Contributing Aspects and Mediating Mechanisms," SAGE Open, , vol. 15(3), pages 21582440251, July.
    15. Hongchao Hu & Lin Shi & Xinzhou Xie, 2024. "The Benefit-Cost Balance of Chinese Adults’ Social Interaction Behaviors on Social Media: Social Capital, Privacy Concerns and Attachment Anxiety," SAGE Open, , vol. 14(4), pages 21582440241, November.
    16. Ling, Weijie & Lee, Hyemin & Xu, Huayuan & Pan, Younghwan, 2026. "From complexity to chaos: Understanding their combined impact on customer experience in retail environments," Journal of Retailing and Consumer Services, Elsevier, vol. 88(C).
    17. Javeria Younus Hamidani & Haider Ali, 2025. "Enterprise Architecture for Sustainable SME Resilience: Exploring Change Triggers, Adaptive Capabilities, and Financial Performance in Developing Economies," Sustainability, MDPI, vol. 17(15), pages 1-23, July.
    18. Ghimire, Subid & Bardaka, Eleni & Monast, Kai & Wang, Juan & Wright, Waugh, 2024. "Policy, management, and operation practices in U.S. microtransit systems," Transport Policy, Elsevier, vol. 145(C), pages 259-278.
    19. Liu, Qiyang & Liu, Jiahang & Jiang, Shixiong, 2026. "Every step I take: How diverse travel purposes shape social exclusion," Transportation Research Part A: Policy and Practice, Elsevier, vol. 205(C).
    20. Wan Edura Wan Rashid & Norfadzilah Abdul Razak & Shamsul Bahrin Saihani, 2024. "Building the Future: Attitude, Knowledge, Digital Skills, and Adaptability in Student Learning," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 8(3s), pages 5755-5763, November.
    21. Abiodun Samuel Ajayi & Kolawole Olalekan Adebola & Babalola Raphael Adesunloro & Adenike Omowumi Oladipo & Ajagbe Grace, 2025. "Tax Audit and Revenue on Small and Medium-Scale Enterprises in Nigeria," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 9(6), pages 3514-3527, June.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:206:y:2026:i:c:s0965856426000601. 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.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.