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Tourists’ preference on the combination of travel modes under Mobility-as-a-Service environment

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  • Kim, Eui-Jin
  • Kim, Youngseo
  • Jang, Sunghoon
  • Kim, Dong-Kyu

Abstract

This study explores a tourists’ preference for tour mode bundle, defined as a set of preferable travel modes for multiple trips in a tour, under Mobility-as-a-Service (MaaS). In the context of tourism, MaaS could improve transportation sustainability by providing integrated information about sustainable transportation modes. To develop a systematic understanding of tourists’ preference for tour mode bundle, we design a tour-based stated preference (SP) choice experiment based on bundle configuration of travel modes in MaaS including a shared van as a paratransit mode in combination with the existing bus and taxi services. A web-based SP survey is conducted for 331 individuals who visited Jeju Island in Korea. Two mixed logit models are estimated to reveal differences between the trip- and tour-based mode choice situations. The estimation results reveal that the trip sequence significantly influences the preference for travel mode in a tour mode bundle, which has significant cross effects with individual and travel context attributes. A shared van is the most preferred in both a trip and a tour. Persistence to using the same mode and synergy of using different modes are captured through significant cross effects of sequence-specific travel modes in a tour mode bundle. Based on these findings that can only be identified through tour-based choice situations, MaaS can be more effectively designed in tourism.

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  • Kim, Eui-Jin & Kim, Youngseo & Jang, Sunghoon & Kim, Dong-Kyu, 2021. "Tourists’ preference on the combination of travel modes under Mobility-as-a-Service environment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 150(C), pages 236-255.
    • Handle: RePEc:eee:transa:v:150:y:2021:i:c:p:236-255
    DOI: 10.1016/j.tra.2021.06.016
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    as
    1. Grotenhuis, Jan-Willem & Wiegmans, Bart W. & Rietveld, Piet, 2007. "The desired quality of integrated multimodal travel information in public transport: Customer needs for time and effort savings," Transport Policy, Elsevier, vol. 14(1), pages 27-38, January.
    2. Ju Hyoung Han & Min Jae Lee & Yun-Seop Hwang, 2016. "Tourists’ Environmentally Responsible Behavior in Response to Climate Change and Tourist Experiences in Nature-Based Tourism," Sustainability, MDPI, vol. 8(7), pages 1-14, July.
    3. David A Hensher & William H Greene & John M Rose, 2006. "Deriving Willingness-to-Pay Estimates of Travel-Time Savings from Individual-Based Parameters," Environment and Planning A, , vol. 38(12), pages 2365-2376, December.
    4. dell'Olio, Luigi & Ibeas, Angel & Cecin, Patricia, 2011. "The quality of service desired by public transport users," Transport Policy, Elsevier, vol. 18(1), pages 217-227, January.
    5. Miriam Pirra & Marco Diana, 2019. "A study of tour-based mode choice based on a Support Vector Machine classifier," Transportation Planning and Technology, Taylor & Francis Journals, vol. 42(1), pages 23-36, January.
    6. Ho, Chinh Q. & Hensher, David A. & Mulley, Corinne & Wong, Yale Z., 2018. "Potential uptake and willingness-to-pay for Mobility as a Service (MaaS): A stated choice study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 302-318.
    7. Batarce, Marco & Muñoz, Juan Carlos & Ortúzar, Juan de Dios, 2016. "Valuing crowding in public transport: Implications for cost-benefit analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 91(C), pages 358-378.
    8. Yang, Liya & Shen, Qing & Li, Zhibin, 2016. "Comparing travel mode and trip chain choices between holidays and weekdays," Transportation Research Part A: Policy and Practice, Elsevier, vol. 91(C), pages 273-285.
    9. Abildtrup, Jens & Garcia, Serge & Olsen, Søren Bøye & Stenger, Anne, 2013. "Spatial preference heterogeneity in forest recreation," Ecological Economics, Elsevier, vol. 92(C), pages 67-77.
    10. David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
    11. Eric Miller & Matthew Roorda & Juan Carrasco, 2005. "A tour-based model of travel mode choice," Transportation, Springer, vol. 32(4), pages 399-422, July.
    12. Ho, Chinh Q. & Mulley, Corinne & Hensher, David A., 2020. "Public preferences for mobility as a service: Insights from stated preference surveys," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 70-90.
    13. Zhang, Junyi & Hayashi, Yoshitsugu & Frank, Lawrence D., 2021. "COVID-19 and transport: Findings from a world-wide expert survey," Transport Policy, Elsevier, vol. 103(C), pages 68-85.
    14. Lyons, Glenn & Hammond, Paul & Mackay, Kate, 2019. "The importance of user perspective in the evolution of MaaS," Transportation Research Part A: Policy and Practice, Elsevier, vol. 121(C), pages 22-36.
    15. Kotiloglu, S. & Lappas, T. & Pelechrinis, K. & Repoussis, P.P., 2017. "Personalized multi-period tour recommendations," Tourism Management, Elsevier, vol. 62(C), pages 76-88.
    16. Boeri, Marco & Scarpa, Riccardo & Chorus, Caspar G., 2014. "Stated choices and benefit estimates in the context of traffic calming schemes: Utility maximization, regret minimization, or both?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 61(C), pages 121-135.
    17. Caiati, Valeria & Rasouli, Soora & Timmermans, Harry, 2020. "Bundling, pricing schemes and extra features preferences for mobility as a service: Sequential portfolio choice experiment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 123-148.
    18. Qiu, Richard T.R. & Park, Jinah & Li, ShiNa & Song, Haiyan, 2020. "Social costs of tourism during the COVID-19 pandemic," Annals of Tourism Research, Elsevier, vol. 84(C).
    19. Eran Ben-Elia & Erel Avineri, 2015. "Response to Travel Information: A Behavioural Review," Transport Reviews, Taylor & Francis Journals, vol. 35(3), pages 352-377, May.
    20. Ho, Chinh Q. & Mulley, Corinne, 2013. "Multiple purposes at single destination: A key to a better understanding of the relationship between tour complexity and mode choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 49(C), pages 206-219.
    21. Soora Rasouli & Harry Timmermans, 2014. "Activity-based models of travel demand: promises, progress and prospects," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 18(1), pages 31-60, March.
    22. Sunghoon Jang & Soora Rasouli & Harry Timmermans, 2017. "Incorporating psycho-physical mapping into random regret choice models: model specifications and empirical performance assessments," Transportation, Springer, vol. 44(5), pages 999-1019, September.
    23. Guidon, Sergio & Wicki, Michael & Bernauer, Thomas & Axhausen, Kay, 2020. "Transportation service bundling – For whose benefit? Consumer valuation of pure bundling in the passenger transportation market," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 91-106.
    24. Chorus, Caspar G. & Arentze, Theo A. & Timmermans, Harry J.P., 2008. "A Random Regret-Minimization model of travel choice," Transportation Research Part B: Methodological, Elsevier, vol. 42(1), pages 1-18, January.
    25. Pratt, Stephen, 2015. "The economic impact of tourism in SIDS," Annals of Tourism Research, Elsevier, vol. 52(C), pages 148-160.
    26. Stephane Hess & Amanda Stathopoulos & Andrew Daly, 2012. "Allowing for heterogeneous decision rules in discrete choice models: an approach and four case studies," Transportation, Springer, vol. 39(3), pages 565-591, May.
    27. Rashidi, Taha H. & Koo, Tay T.R., 2016. "An analysis on travel party composition and expenditure: a discrete-continuous model," Annals of Tourism Research, Elsevier, vol. 56(C), pages 48-64.
    28. Storme, Tom & De Vos, Jonas & De Paepe, Leen & Witlox, Frank, 2020. "Limitations to the car-substitution effect of MaaS. Findings from a Belgian pilot study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 196-205.
    29. van Cranenburgh, S. & Chorus, C.G. & van Wee, B., 2014. "Vacation behaviour under high travel cost conditions – A stated preference of revealed preference approach," Tourism Management, Elsevier, vol. 43(C), pages 105-118.
    30. David M. Fisher & Spencer A. Wood & Young-Hee Roh & Choong-Ki Kim, 2019. "The Geographic Spread and Preferences of Tourists Revealed by User-Generated Information on Jeju Island, South Korea," Land, MDPI, vol. 8(5), pages 1-17, April.
    31. Grigolon, Anna B. & Kemperman, Astrid D.A.M. & Timmermans, Harry J.P., 2012. "The influence of low-fare airlines on vacation choices of students: Results of a stated portfolio choice experiment," Tourism Management, Elsevier, vol. 33(5), pages 1174-1184.
    32. Mulley, Corinne & Ho, Chinh & Balbontin, Camila & Hensher, David & Stevens, Larissa & Nelson, John D. & Wright, Steve, 2020. "Mobility as a service in community transport in Australia: Can it provide a sustainable future?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 107-122.
    33. Hensher, David A., 2017. "Future bus transport contracts under a mobility as a service (MaaS) regime in the digital age: Are they likely to change?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 98(C), pages 86-96.
    34. Mauricio Sillano & Juan de Dios Ortúzar, 2005. "Willingness-to-Pay Estimation with Mixed Logit Models: Some New Evidence," Environment and Planning A, , vol. 37(3), pages 525-550, March.
    35. Can, Vo Van, 2013. "Estimation of travel mode choice for domestic tourists to Nha Trang using the multinomial probit model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 49(C), pages 149-159.
    36. Hess, Stephane & Bierlaire, Michel & Polak, John W., 2005. "Estimation of value of travel-time savings using mixed logit models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(2-3), pages 221-236.
    37. Polydoropoulou, Amalia & Pagoni, Ioanna & Tsirimpa, Athena & Roumboutsos, Athena & Kamargianni, Maria & Tsouros, Ioannis, 2020. "Prototype business models for Mobility-as-a-Service," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 149-162.
    38. Peraphan Jittrapirom & Valeria Caiati & Anna-Maria Feneri & Shima Ebrahimigharehbaghi & María J. Alonso González & Jishnu Narayan, 2017. "Mobility as a Service: A Critical Review of Definitions, Assessments of Schemes, and Key Challenges," Urban Planning, Cogitatio Press, vol. 2(2), pages 13-25.
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