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Modeling bike share station activity: Effects of nearby businesses and jobs on trips to and from stations

Author

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  • Wang, Xize

    (National University of Singapore)

  • Lindsey, Greg
  • Schoner, Jessica E.
  • Harrison, Andrew

Abstract

The purpose of this research is to identify correlates of bike station activity for Nice Ride Minnesota, a bike share system in the Minneapolis–St. Paul Metropolitan Area in Minnesota. The number of trips to and from each of the 116 bike share stations operating in 2011 was obtained from Nice Ride Minnesota. Data for independent variables included in the proposed models come from a variety of sources, including the 2010 U.S. Census; the Metropolitan Council, a regional planning agency; and the Cities of Minneapolis and St. Paul. Log-linear and negative binomial regression models are used to evaluate the marginal effects of these factors on average daily station trips. The models have high goodness of fit, and each of 13 independent variables is significant at the 10% level or higher. The number of trips at Nice Ride stations is associated with neighborhood sociodemographics (i.e., age and race), proximity to the central business district, proximity to water, accessibility to trails, distance to other bike share stations, and measures of economic activity. Analysts can use these results to optimize bike share operations, locate new stations, and evaluate the potential of new bike share programs.

Suggested Citation

  • Wang, Xize & Lindsey, Greg & Schoner, Jessica E. & Harrison, Andrew, 2016. "Modeling bike share station activity: Effects of nearby businesses and jobs on trips to and from stations," SocArXiv stav4, Center for Open Science.
    • Handle: RePEc:osf:socarx:stav4
    DOI: 10.31219/osf.io/stav4
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    References listed on IDEAS

    as
    1. Wang, Xize & Lindsey, Greg & Hankey, Steve & Hoff, Kris, 2014. "Estimating Mixed-Mode Urban Trail Traffic Using Negative Binomial Regression Models," SocArXiv evpfq, Center for Open Science.
    2. Lin, Jenn-Rong & Yang, Ta-Hui, 2011. "Strategic design of public bicycle sharing systems with service level constraints," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(2), pages 284-294, March.
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    4. Shaheen, Susan & Guzman, Stacey & Zhang, Hua, 2010. "Bikesharing in Europe, the Americas, and Asia: Past, Present, and Future," Institute of Transportation Studies, Working Paper Series qt79v822k5, Institute of Transportation Studies, UC Davis.
    5. Shaheen, Susan A & Guzman, Stacey & Zhang, Hua, 2010. "Bikesharing in Europe, the Americas, and Asia: Past, Present and Future," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt6qg8q6ft, Institute of Transportation Studies, UC Berkeley.
    6. Fan, Yingling & Guthrie, Andrew E & Levinson, David M, 2012. "Impact of light rail implementation on labor market accessibility: A transportation equity perspective," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 5(3), pages 28-39.
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    4. Hongyu Wang & Yu Dong & Liang Ma, 2024. "Determinants of Dockless Bicycle-Sharing Adoption and Usage Intensity for Commuting and Errands: Evidence from Disadvantaged Neighborhoods," Land, MDPI, vol. 13(12), pages 1-19, November.

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