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Incorporating needs-satisfaction in a discrete choice model of leisure activities

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  • Dekker, Thijs
  • Hess, Stephane
  • Arentze, Theo
  • Chorus, Caspar

Abstract

In this paper we extend the behavioural scope of discrete choice models for leisure activity-travel choices. More specifically, we investigate to what extent choices for leisure activities and related travels are driven by the satisfaction of needs. In addition to conventional attributes (such as activity costs), our regret based discrete choice model incorporates latent variables representing the anticipated level of individual needs-satisfaction by a particular leisure activity. The latent variables are calibrated with the help of subjective indicators of needs-satisfaction associated with the leisure activities. Results show that needs-satisfaction allows us to decompose a substantial share of the unobserved heterogeneity in leisure activity-travel decisions across respondents. Identifying the structural drivers of anticipated needs-satisfaction also enables a better prediction of leisure activity choice.

Suggested Citation

  • Dekker, Thijs & Hess, Stephane & Arentze, Theo & Chorus, Caspar, 2014. "Incorporating needs-satisfaction in a discrete choice model of leisure activities," Journal of Transport Geography, Elsevier, vol. 38(C), pages 66-74.
  • Handle: RePEc:eee:jotrge:v:38:y:2014:i:c:p:66-74
    DOI: 10.1016/j.jtrangeo.2014.05.015
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    References listed on IDEAS

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    5. Puteri Paramita & Zuduo Zheng & Md Mazharul Haque & Simon Washington & Paul Hyland, 2018. "User satisfaction with train fares: A comparative analysis in five Australian cities," PLOS ONE, Public Library of Science, vol. 13(6), pages 1-26, June.
    6. Ziqi Zhang & Zhi Qiu, 2020. "Exploring Daily Activity Patterns on the Typical Day of Older Adults for Supporting Aging-in-Place in China’s Rural Environment," IJERPH, MDPI, vol. 17(22), pages 1-20, November.
    7. Kemperman, Astrid, 2021. "A review of research into discrete choice experiments in tourism: Launching the Annals of Tourism Research Curated Collection on Discrete Choice Experiments in Tourism," Annals of Tourism Research, Elsevier, vol. 87(C).
    8. Kim, Jinhee & Rasouli, Soora & Timmermans, Harry, 2017. "Satisfaction and uncertainty in car-sharing decisions: An integration of hybrid choice and random regret-based models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 13-33.

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