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Shared mobility adoption from 2016 to 2018 in the Greater Toronto and Hamilton Area: Demographic or geographic diffusion?

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  • Sweet, Matthias N.
  • Scott, Darren M.

Abstract

Shared mobility services, such as on-demand ride-hailing, car sharing, and bike sharing, have significantly expanded the mobility tools available to urban residents. Understanding how these technologies are adopted over time is critical towards developing appropriate transportation policy measures. Most fundamentally: is adoption over time driven by demographic or geographic diffusion or a combination of the two? This study uses 2016 and 2018 survey data to explore the demographic and spatial predictors of changes in the adoption of on-demand ride-hailing, car sharing, and bike sharing in the Greater Toronto and Hamilton Area (GTHA) in Ontario, Canada.

Suggested Citation

  • Sweet, Matthias N. & Scott, Darren M., 2021. "Shared mobility adoption from 2016 to 2018 in the Greater Toronto and Hamilton Area: Demographic or geographic diffusion?," Journal of Transport Geography, Elsevier, vol. 96(C).
  • Handle: RePEc:eee:jotrge:v:96:y:2021:i:c:s0966692321002507
    DOI: 10.1016/j.jtrangeo.2021.103197
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    as
    1. Wang, Jueyu & Lindsey, Greg, 2019. "Neighborhood socio-demographic characteristics and bike share member patterns of use," Journal of Transport Geography, Elsevier, vol. 79(C), pages 1-1.
    2. Sovacool, Benjamin K. & Axsen, Jonn, 2018. "Functional, symbolic and societal frames for automobility: Implications for sustainability transitions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 730-746.
    3. Lu, Wei & Scott, Darren M. & Dalumpines, Ron, 2018. "Understanding bike share cyclist route choice using GPS data: Comparing dominant routes and shortest paths," Journal of Transport Geography, Elsevier, vol. 71(C), pages 172-181.
    4. Wang, Kailai & Akar, Gulsah, 2019. "Gender gap generators for bike share ridership: Evidence from Citi Bike system in New York City," Journal of Transport Geography, Elsevier, vol. 76(C), pages 1-9.
    5. Fitt, Helen & Curl, Angela, 2020. "The early days of shared micromobility: A social practices approach," Journal of Transport Geography, Elsevier, vol. 86(C).
    6. Raux, Charles & Zoubir, Ayman & Geyik, Mirkan, 2017. "Who are bike sharing schemes members and do they travel differently? The case of Lyon’s “Velo’v” scheme," Transportation Research Part A: Policy and Practice, Elsevier, vol. 106(C), pages 350-363.
    7. Xu, Zhengtian & Yin, Yafeng & Ye, Jieping, 2020. "On the supply curve of ride-hailing systems," Transportation Research Part B: Methodological, Elsevier, vol. 132(C), pages 29-43.
    8. Francesco Ciari & Claude Weis & Milos Balac, 2016. "Evaluating the influence of carsharing stations’ location on potential membership: a Swiss case study," EURO Journal on Transportation and Logistics, Springer;EURO - The Association of European Operational Research Societies, vol. 5(3), pages 345-369, August.
    9. 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.
    10. Susan Shaheen & Nelson Chan & Helen Micheaux, 2015. "One-way carsharing’s evolution and operator perspectives from the Americas," Transportation, Springer, vol. 42(3), pages 519-536, May.
    11. Qian, Xiaodong & Jaller, Miguel & Niemeier, Debbie, 2020. "Enhancing equitable service level: Which can address better, dockless or dock-based Bikeshare systems?," Journal of Transport Geography, Elsevier, vol. 86(C).
    12. Scott, Darren M. & Kanaroglou, Pavlos S., 2002. "An activity-episode generation model that captures interactions between household heads: development and empirical analysis," Transportation Research Part B: Methodological, Elsevier, vol. 36(10), pages 875-896, December.
    13. Scott, Darren M. & Lu, Wei & Brown, Matthew J., 2021. "Route choice of bike share users: Leveraging GPS data to derive choice sets," Journal of Transport Geography, Elsevier, vol. 90(C).
    14. Giovanna Magnani & Beatrice Re, 0. "Lived experiences about car sharing in young adults: Emerging paradoxes," Italian Journal of Marketing, Springer, vol. 0, pages 1-23.
    15. Montserrat Miramontes & Maximilian Pfertner & Hema Sharanya Rayaprolu & Martin Schreiner & Gebhard Wulfhorst, 2017. "Impacts of a multimodal mobility service on travel behavior and preferences: user insights from Munich’s first Mobility Station," Transportation, Springer, vol. 44(6), pages 1325-1342, November.
    16. Liu, Rick & Palm, Matthew & Shalaby, Amer & Farber, Steven, 2020. "A social equity lens on bus bridging and ride-hailing responses to unplanned subway disruptions," Journal of Transport Geography, Elsevier, vol. 88(C).
    17. Reck, Daniel J. & Hensher, David A. & Ho, Chinh Q., 2020. "MaaS bundle design," Transportation Research Part A: Policy and Practice, Elsevier, vol. 141(C), pages 485-501.
    18. Anne Brown, 2019. "Redefining Car Access," Journal of the American Planning Association, Taylor & Francis Journals, vol. 85(2), pages 83-95, April.
    19. Shaheen, Susan PhD & Chan, Nelson & Micheaux, Helen, 2015. "One-Way Carsharing's Evolution and Operator Perspectives from the Americas," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt83s1z8j4, Institute of Transportation Studies, UC Berkeley.
    20. Muller, Eitan, 2020. "Delimiting disruption: Why Uber is disruptive, but Airbnb is not," International Journal of Research in Marketing, Elsevier, vol. 37(1), pages 43-55.
    21. Rosseel, Yves, 2012. "lavaan: An R Package for Structural Equation Modeling," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i02).
    22. Wang, Kailai & Akar, Gulsah & Chen, Yu-Jen, 2018. "Bike sharing differences among Millennials, Gen Xers, and Baby Boomers: Lessons learnt from New York City’s bike share," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 1-14.
    23. Ikezoe, Keigo & Kiriyama, Eriko & Fujimura, Shuzo, 2020. "Car-sharing intention analysis in Japan by comparing the utility of car ownership for car-owners and non-car owners," Transport Policy, Elsevier, vol. 96(C), pages 1-14.
    24. Young, Mischa & Allen, Jeff & Farber, Steven, 2020. "Measuring when Uber behaves as a substitute or supplement to transit: An examination of travel-time differences in Toronto," Journal of Transport Geography, Elsevier, vol. 82(C).
    25. Namazu, Michiko & Dowlatabadi, Hadi, 2018. "Vehicle ownership reduction: A comparison of one-way and two-way carsharing systems," Transport Policy, Elsevier, vol. 64(C), pages 38-50.
    26. M.J. Mohamed & T. Rye & A. Fonzone, 2020. "The utilisation and user characteristics of Uber services in London," Transportation Planning and Technology, Taylor & Francis Journals, vol. 43(4), pages 424-441, May.
    27. Zhang, Yongping & Mi, Zhifu, 2018. "Environmental benefits of bike sharing: A big data-based analysis," Applied Energy, Elsevier, vol. 220(C), pages 296-301.
    28. Van Acker, Veronique & Mokhtarian, Patricia L. & Witlox, Frank, 2014. "Car availability explained by the structural relationships between lifestyles, residential location, and underlying residential and travel attitudes," Transport Policy, Elsevier, vol. 35(C), pages 88-99.
    29. Han, Sun Sheng, 2020. "The spatial spread of dockless bike-sharing programs among Chinese cities," Journal of Transport Geography, Elsevier, vol. 86(C).
    30. Wang, Sicheng & Smart, Michael, 2020. "The disruptive effect of ridesourcing services on for-hire vehicle drivers’ income and employment," Transport Policy, Elsevier, vol. 89(C), pages 13-23.
    31. Jain, Taru & Wang, Xinyi & Rose, Geoffrey & Johnson, Marilyn, 2018. "Does the role of a bicycle share system in a city change over time? A longitudinal analysis of casual users and long-term subscribers," Journal of Transport Geography, Elsevier, vol. 71(C), pages 45-57.
    32. Chen, Zhiwei & Guo, Yujie & Stuart, Amy L. & Zhang, Yu & Li, Xiaopeng, 2019. "Exploring the equity performance of bike-sharing systems with disaggregated data: A story of southern Tampa," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 529-545.
    33. Fishman, Elliot & Washington, Simon & Haworth, Narelle & Watson, Angela, 2015. "Factors influencing bike share membership: An analysis of Melbourne and Brisbane," Transportation Research Part A: Policy and Practice, Elsevier, vol. 71(C), pages 17-30.
    34. Zhou, Fan & Zheng, Zuduo & Whitehead, Jake & Washington, Simon & Perrons, Robert K. & Page, Lionel, 2020. "Preference heterogeneity in mode choice for car-sharing and shared automated vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 633-650.
    35. Rick Grahn & Sean Qian & H. Scott Matthews & Chris Hendrickson, 2021. "Are travelers substituting between transportation network companies (TNC) and public buses? A case study in Pittsburgh," Transportation, Springer, vol. 48(2), pages 977-1005, April.
    36. Martin, Elliot W & Shaheen, Susan A, 2011. "Greenhouse Gas Emission Impacts of Carsharing in North America," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt6wr90040, Institute of Transportation Studies, UC Berkeley.
    37. Hensher, David A. & Ho, Chinh Q. & Reck, Daniel J., 2021. "Mobility as a service and private car use: Evidence from the Sydney MaaS trial," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 17-33.
    38. Barajas, Jesus M. & Brown, Anne, 2021. "Not minding the gap: Does ride-hailing serve transit deserts?," Journal of Transport Geography, Elsevier, vol. 90(C).
    39. Wadud, Zia, 2020. "An examination of the effects of ride-hailing services on airport parking demand," Journal of Air Transport Management, Elsevier, vol. 84(C).
    40. Vinayak, Pragun & Dias, Felipe F. & Astroza, Sebastian & Bhat, Chandra R. & Pendyala, Ram M. & Garikapati, Venu M., 2018. "Accounting for multi-dimensional dependencies among decision-makers within a generalized model framework: An application to understanding shared mobility service usage levels," Transport Policy, Elsevier, vol. 72(C), pages 129-137.
    41. Noland, Robert B. & Smart, Michael J. & Guo, Ziye, 2016. "Bikeshare trip generation in New York City," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 164-181.
    42. Younes, Hannah & Zou, Zhenpeng & Wu, Jiahui & Baiocchi, Giovanni, 2020. "Comparing the Temporal Determinants of Dockless Scooter-share and Station-based Bike-share in Washington, D.C," Transportation Research Part A: Policy and Practice, Elsevier, vol. 134(C), pages 308-320.
    43. Becker, Henrik & Balac, Milos & Ciari, Francesco & Axhausen, Kay W., 2020. "Assessing the welfare impacts of Shared Mobility and Mobility as a Service (MaaS)," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 228-243.
    44. Giovanna Magnani & Beatrice Re, 2020. "Lived experiences about car sharing in young adults: Emerging paradoxes," Italian Journal of Marketing, Springer, vol. 2020(2), pages 207-229, September.
    45. Zhang, Yongping & Lin, Diao & Liu, Xiaoyue Cathy, 2019. "Biking islands in cities: An analysis combining bike trajectory and percolation theory," Journal of Transport Geography, Elsevier, vol. 80(C).
    46. Shaheen, Susan & Cohen, Adam & Jaffee, Mark, 2018. "Innovative Mobility: Carsharing Outlook," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt49j961wb, Institute of Transportation Studies, UC Berkeley.
    47. Le Vine, Scott & Polak, John, 2019. "The impact of free-floating carsharing on car ownership: Early-stage findings from London," Transport Policy, Elsevier, vol. 75(C), pages 119-127.
    48. Wells, Peter & Wang, Xiaobei & Wang, Liqiao & Liu, Haokun & Orsato, Renato, 2020. "More friends than foes? The impact of automobility-as-a-service on the incumbent automotive industry," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    49. Shaheen, Susan PhD & Cohen, Adam & Jaffee, Mark, 2018. "Innovative Mobility: Carsharing Outlook," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt1mw8n13h, Institute of Transportation Studies, UC Berkeley.
    50. Becker, Henrik & Ciari, Francesco & Axhausen, Kay W., 2017. "Comparing car-sharing schemes in Switzerland: User groups and usage patterns," Transportation Research Part A: Policy and Practice, Elsevier, vol. 97(C), pages 17-29.
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