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Latent stage model for carsharing usage frequency estimation with Montréal case study

Author

Listed:
  • Cen Zhang

    (Kyoto University)

  • Jan-Dirk Schmöcker

    (Kyoto University)

  • Martin Trépanier

    (Polytechnique Montréal, Interuniversity Research Centre on Enterprise Networks Logistics and Transport (CIRRELT))

Abstract

In order to predict the monthly usage frequency of members of a car-sharing scheme by analysing the gradual change of behaviour over time, a new model is proposed based on the Markov Chains model with latent stages. The model accounts for changing patterns of frequency from soon after signing up to later stages by including five latent user ‘life stages’. In applying the model to panel data from Montreal’s free-floating carsharing service the authors calculate each user’s ’lifetime’ applied to ‘system operation time’, the time period since the start of the scheme. Three-fold validation reveals effective performance of the model for both lifetime and system operation time dimensions. The model is further applied to illustrate how previous carsharing experience and the extension of the scheme to a larger area can affect usage frequency changes. We conclude that this approach is effective for usage prediction for novel transport schemes.

Suggested Citation

  • Cen Zhang & Jan-Dirk Schmöcker & Martin Trépanier, 2022. "Latent stage model for carsharing usage frequency estimation with Montréal case study," Transportation, Springer, vol. 49(1), pages 185-211, February.
    • Handle: RePEc:kap:transp:v:49:y:2022:i:1:d:10.1007_s11116-021-10173-9
    DOI: 10.1007/s11116-021-10173-9
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    1. Rens Meijkamp, 1998. "Changing consumer behaviour through eco‐efficient services: an empirical study of car sharing in the Netherlands," Business Strategy and the Environment, Wiley Blackwell, vol. 7(4), pages 234-244, September.
    2. Zhang, Cen & Schmöcker, Jan-Dirk & Kuwahara, Masahiro & Nakamura, Toshiyuki & Uno, Nobuhiro, 2020. "A diffusion model for estimating adoption patterns of a one-way carsharing system in its initial years," Transportation Research Part A: Policy and Practice, Elsevier, vol. 136(C), pages 135-150.
    3. William E. Cox & Jr., 1967. "Product Life Cycles as Marketing Models," The Journal of Business, University of Chicago Press, vol. 40, pages 375-375.
    4. Watling, David, 1996. "Asymmetric problems and stochastic process models of traffic assignment," Transportation Research Part B: Methodological, Elsevier, vol. 30(5), pages 339-357, October.
    5. Han, Gain & Sohn, Keemin, 2016. "Activity imputation for trip-chains elicited from smart-card data using a continuous hidden Markov model," Transportation Research Part B: Methodological, Elsevier, vol. 83(C), pages 121-135.
    6. repec:cdl:itsrrp:qt0qp464f0 is not listed on IDEAS
    7. Coll, Marie-Hélène & Vandersmissen, Marie-Hélène & Thériault, Marius, 2014. "Modeling spatio-temporal diffusion of carsharing membership in Québec City," Journal of Transport Geography, Elsevier, vol. 38(C), pages 22-37.
    8. V. Kumar & Werner Reinartz, 2018. "Customer Relationship Management," Springer Texts in Business and Economics, Springer, edition 3, number 978-3-662-55381-7, March.
    9. Catalano, Mario & Lo Casto, Barbara & Migliore, Marco, 2008. "Car sharing demand estimation and urban transport demand modelling using stated preference techniques," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 40, pages 33-50.
    10. Efthymiou, Dimitrios & Antoniou, Constantinos & Waddell, Paul, 2013. "Factors affecting the adoption of vehicle sharing systems by young drivers," Transport Policy, Elsevier, vol. 29(C), pages 64-73.
    11. Chenfeng Xiong & Xiqun Chen & Xiang He & Wei Guo & Lei Zhang, 2015. "The analysis of dynamic travel mode choice: a heterogeneous hidden Markov approach," Transportation, Springer, vol. 42(6), pages 985-1002, November.
    12. Francesco Ciari & Milos Balac & Michael Balmer, 2015. "Modelling the effect of different pricing schemes on free-floating carsharing travel demand: a test case for Zurich, Switzerland," Transportation, Springer, vol. 42(3), pages 413-433, May.
    13. repec:cdl:itsdav:qt5np26388 is not listed on IDEAS
    14. Stathopoulos, Amanda & Cirillo, Cinzia & Cherchi, Elisabetta & Ben-Elia, Eran & Li, Yeun-Touh & Schmöcker, Jan-Dirk, 2017. "Innovation adoption modeling in transportation: New models and data," Journal of choice modelling, Elsevier, vol. 25(C), pages 61-68.
    15. Clewlow, Regina R., 2016. "Carsharing and sustainable travel behavior: Results from the San Francisco Bay Area," Transport Policy, Elsevier, vol. 51(C), pages 158-164.
    16. repec:cdl:itsrrp:qt6wr90040 is not listed on IDEAS
    17. Namazu, Michiko & MacKenzie, Don & Zerriffi, Hisham & Dowlatabadi, Hadi, 2018. "Is carsharing for everyone? Understanding the diffusion of carsharing services," Transport Policy, Elsevier, vol. 63(C), pages 189-199.
    18. Chenfeng Xiong & Di Yang & Lei Zhang, 2018. "A High-Order Hidden Markov Model and Its Applications for Dynamic Car Ownership Analysis," Service Science, INFORMS, vol. 52(6), pages 1365-1375, December.
    19. repec:cdl:uctcwp:qt0vw7t2b1 is not listed on IDEAS
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