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Understanding and Modeling the Social Preferences for Riders in Rideshare Matching

Author

Listed:
  • Yu Cui

    (NRC Research Fellow, Federal Highway Administration)

  • Ramandeep Singh Manjeet Singh Makhija

    (University at Buffalo, The State University of New York)

  • Roger B. Chen

    (Department of Civil and Environmental Engineering, University of Hawaii at Manoa)

  • Qing He

    (University at Buffalo, The State University of New York)

  • Alireza Khani

    (University of Minnesota)

Abstract

Ridesharing is the sharing of trip segments from one place to another among multiple travelers, obviating others’ needs to drive themselves. By having more than one occupant sharing a vehicle, ridesharing aims to reduce personal resources and costs, such as fuel and trip-related costs, and driver stress. The objective of this paper is to model the social preferences of rideshare passengers. We identify challenges and barriers people face in ridesharing with respect to whom they share the ride with and model these social preferences to determine the probability of matching for rideshare demand forecasting. An online survey instrument was designed and distributed among the people residing in the United States to uncover their preferences for ridesharing, in addition to the attributes of potential rideshare passengers. Furthermore, using the survey data, a discrete choice model with latent variables was estimated to uncover the relationship between social preferences and matching. We identified 13 attitudinal dimensions characterizing social preference from the survey responses. These 13 variables were further distilled into four latent variables using factor analysis. Four models were estimated for each latent dimension to predict the probabilities of a person pleasantly experiencing his/her shared rides in social aspects from his/her attributes and preferences. Based on the estimated choice model, we developed a matching index derived from preference probabilities that give a compatibility ratio between riders.

Suggested Citation

  • Yu Cui & Ramandeep Singh Manjeet Singh Makhija & Roger B. Chen & Qing He & Alireza Khani, 2021. "Understanding and Modeling the Social Preferences for Riders in Rideshare Matching," Transportation, Springer, vol. 48(4), pages 1809-1835, August.
    • Handle: RePEc:kap:transp:v:48:y:2021:i:4:d:10.1007_s11116-020-10112-0
    DOI: 10.1007/s11116-020-10112-0
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    References listed on IDEAS

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    1. Walker, Joan & Ben-Akiva, Moshe, 2002. "Generalized random utility model," Mathematical Social Sciences, Elsevier, vol. 43(3), pages 303-343, July.
    2. Schaefers, Tobias, 2013. "Exploring carsharing usage motives: A hierarchical means-end chain analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 47(C), pages 69-77.
    3. Felipe F. Dias & Patrícia S. Lavieri & Venu M. Garikapati & Sebastian Astroza & Ram M. Pendyala & Chandra R. Bhat, 2017. "A behavioral choice model of the use of car-sharing and ride-sourcing services," Transportation, Springer, vol. 44(6), pages 1307-1323, November.
    4. repec:cdl:itsrrp:qt7jx6z631 is not listed on IDEAS
    5. repec:cdl:itsrrp:qt2zv240pp is not listed on IDEAS
    6. repec:cdl:itsdav:qt82w2z91j is not listed on IDEAS
    7. Johanna Kopp & Regine Gerike & Kay Axhausen, 2015. "Do sharing people behave differently? An empirical evaluation of the distinctive mobility patterns of free-floating car-sharing members," Transportation, Springer, vol. 42(3), pages 449-469, May.
    8. Lawrence D. Burns, 2013. "A vision of our transport future," Nature, Nature, vol. 497(7448), pages 181-182, May.
    9. Wang, Yaoli & Kutadinata, Ronny & Winter, Stephan, 2019. "The evolutionary interaction between taxi-sharing behaviours and social networks," Transportation Research Part A: Policy and Practice, Elsevier, vol. 119(C), pages 170-180.
    10. Susan Shaheen & Adam Cohen, 2019. "Shared ride services in North America: definitions, impacts, and the future of pooling," Transport Reviews, Taylor & Francis Journals, vol. 39(4), pages 427-442, July.
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    Cited by:

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    3. Anne Aguiléra & Eléonore Pigalle, 2021. "The Future and Sustainability of Carpooling Practices. An Identification of Research Challenges," Sustainability, MDPI, vol. 13(21), pages 1-16, October.

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