Powering bikeshare in New York City: does the usage of e-bikes differ from regular bikes?

References

• An, R., R. Zahnow, D. Pojani, and J. Corcoran. 2019. “Weather and Cycling in New York: The Case of Citibike.” Journal of Transport Geography 77: 97–112. https://doi.org/10.1016/j.jtrangeo.2019.04.016.
   Web of Science ®Google Scholar
• Bachand-Marleau, J., B. H. Y. Lee, and A. M. El-Geneidy. 2012. “Better Understanding of Factors Influencing Likelihood of Using Shared Bicycle Systems and Frequency of Use.” Transportation Research Record: Journal of the Transportation Research Board 2314: 66–71. https://doi.org/10.3141/2314-09.
   Web of Science ®Google Scholar
• Bateman, L. B., M. N. Fouad, A. Sullivan, L. Heider, and G. R. Oates. 2021. “Barriers and Facilitators to Bikeshare Programs: A Qualitative Study in an Urban Environment.” Journal of Transport & Health 21: 101062. https://doi.org/10.1016/j.jth.2021.101062.
   PubMed Web of Science ®Google Scholar
• Besag, J. 1974. “Spatial Interaction and the Statistical Analysis of Lattice Systems.” Journal of the Royal Statistical Society: Series B (Methodological) 36: 192–225. https://doi.org/10.1111/j.2517-6161.1974.tb00999.x.
   Web of Science ®Google Scholar
• Buck, D., R. Buehler, P. Happ, B. Rawls, P. Chung, and N. Borecki. 2013. “Are Bikeshare Users Different from Regular Cyclists?: A First Look at Short-Term Users, Annual Members, and Area Cyclists in the Washington, D.C., Region.” Transportation Research Record 2387: 112–119. https://doi.org/10.3141/2387-13.
   Web of Science ®Google Scholar
• Cameron, A. C., and P. K. Trivedi. 2013. Regression Analysis of Count Data, 2nd ed, Econometric Society Monographs. Cambridge: Cambridge University Press.
   Google Scholar
• Campbell, K. B., and C. Brakewood. 2017. “Sharing Riders: How Bikesharing Impacts bus Ridership in New York City.” Transportation Research Part A: Policy and Practice 100: 264–282. https://doi.org/10.1016/j.tra.2017.04.017.
   Web of Science ®Google Scholar
• Campbell, A. A., C. R. Cherry, M. S. Ryerson, and X. Yang. 2016. “Factors Influencing the Choice of Shared Bicycles and Shared Electric Bikes in Beijing.” Transportation Research Part C: Emerging Technologies 67: 399–414. https://doi.org/10.1016/j.trc.2016.03.004.
   Web of Science ®Google Scholar
• Caspi, O. 2022. “Equity Implications of Electric Bikesharing in Philadelphia.” GeoJournal 88: 1559–1617. https://doi.org/10.1007/s10708-022-10698-1.
   PubMed Web of Science ®Google Scholar
• Caspi, O., and R. B. Noland. 2019. “Bikesharing in Philadelphia: Do Lower-Income Areas Generate Trips?” Travel Behaviour and Society 16: 143–152. https://doi.org/10.1016/j.tbs.2019.05.004.
   Web of Science ®Google Scholar
• Citi Bike. 2022. “What’s New for Citi Bike [WWW Document].” Citi Bike. https://web.archive.org/web/20220314011222/https://citibikenyc.com/pricechange.
   Google Scholar
• Citi Bike. 2023. “Meet the Citi Bike ebikes – Citi Bike NYC [WWW Document].” https://citibikenyc.com/how-it-works/electric.
   Google Scholar
• Ebdon, D. 1991. Statistics in Geography: A Practical Approach – Revised with 17 Programs. 2nd ed. Oxford: Wiley-Blackwell.
   Google Scholar
• Esri. 2022. “Data Apportionment [WWW Document].” ArcGIS REST APIs. https://developers.arcgis.com/rest/geoenrichment/api-reference/data-apportionment.htm.
   Google Scholar
• Esri. 2023a. Create Thiessen Polygons (Analysis).
   Google Scholar
• Esri. 2023b. “Enrich (Analysis) [WWW Document].” ArcGIS Pro. https://pro.arcgis.com/en/pro-app/latest/tool-reference/analysis/enrich.htm.
   Google Scholar
• Fishman, E. 2016. “Bikeshare: A Review of Recent Literature.” Transport Reviews 36: 92–113. https://doi.org/10.1080/01441647.2015.1033036.
   Web of Science ®Google Scholar
• Fishman, E., and C. Cherry. 2016. “e-bikes in the Mainstream: Reviewing a Decade of Research.” Transport Reviews 36: 72–91. https://doi.org/10.1080/01441647.2015.1069907.
   Web of Science ®Google Scholar
• Fitch, D., H. Mohiuddin, and S. Handy. 2020. Investigating the Influence of Dockless Electric Bike-Share on Travel Behavior, Attitudes, Health, and Equity. https://doi.org/10.7922/G2F18X0W.
   Google Scholar
• Gebhart, K., and R. B. Noland. 2014. “The Impact of Weather Conditions on Bikeshare Trips in Washington, DC.” Transportation 41: 1205–1225. https://doi.org/10.1007/s11116-014-9540-7.
   Web of Science ®Google Scholar
• Goldfeld, S. M., R. E. Quandt, and H. F. Trotter. 1966. “Maximization by Quadratic Hill-Climbing.” Econometrica 34: 541–551. https://doi.org/10.2307/1909768.
   Web of Science ®Google Scholar
• Griffith, D. A. 1987. Spatial Autocorrelation: A Primer. 1st Ed. Washington, DC: Assn of Amer Geographers.
   Google Scholar
• Guidon, S., H. Becker, H. Dediu, and K. W. Axhausen. 2019. “Electric Bicycle-Sharing: A New Competitor in the Urban Transportation Market? An Empirical Analysis of Transaction Data.” Transportation Research Record: Journal of the Transportation Research Board 2673: 15–26. https://doi.org/10.1177/0361198119836762.
   Web of Science ®Google Scholar
• He, Y., Z. Song, Z. Liu, and N. N. Sze. 2019. “Factors Influencing Electric Bike Share Ridership: Analysis of Park City, Utah.” Transportation Research Record: Journal of the Transportation Research Board 2673: 12–22. https://doi.org/10.1177/0361198119838981.
   Web of Science ®Google Scholar
• Heinen, E., B. van Wee, and K. Maat. 2010. “Commuting by Bicycle: An Overview of the Literature.” Transport Reviews 30: 59–96. https://doi.org/10.1080/01441640903187001.
   Web of Science ®Google Scholar
• Hosford, K., and M. Winters. 2018. “Who Are Public Bicycle Share Programs Serving? An Evaluation of the Equity of Spatial Access to Bicycle Share Service Areas in Canadian Cities.” Transportation Research Record: Journal of the Transportation Research Board 2672: 42–50. https://doi.org/10.1177/0361198118783107.
   Web of Science ®Google Scholar
• Hu, W. 2023. “How E-Bike Battery Fires Became a Deadly Crisis in New York City [WWW Document].” The New York Times. https://www.nytimes.com/2023/06/21/nyregion/e-bike-lithium-battery-fires-nyc.html.
   Google Scholar
• Jones, T., L. Harms, and E. Heinen. 2016. “Motives, Perceptions and Experiences of Electric Bicycle Owners and Implications for Health, Wellbeing and Mobility.” Journal of Transport Geography 53: 41–49. https://doi.org/10.1016/j.jtrangeo.2016.04.006.
   Web of Science ®Google Scholar
• Kong, V., and A. Leszczynski. 2022. “Dockless Micromobility Sharing in Calgary: A Spatial Equity Comparison of e-Bikes and e-Scooters.” Canadian Journal of Urban Research 31: 97–110.
   Google Scholar
• Langford, B. C., C. Cherry, T. Yoon, S. Worley, and D. Smith. 2013. “North America’s First e-Bikeshare: A Year of Experience.” Transportation Research Record: Journal of the Transportation Research Board 2387: 120–128. https://doi.org/10.3141/2387-14.
   Google Scholar
• Levine, N. 2013. CrimeStat IV: A Spatial Statistics Program for the Analysis of Crime Incident Locations, Version 4.0.
   Google Scholar
• Lord, D., N. Levine, B.-J. Park, S. Geedipally, H. Teng, and L. Sheng. 2013. “Chapter 17: Estimating Complex Models with Markov Chain Monte Carlo Simulation.” In CrimeStat IV: A Spatial Statistics Program for the Analysis of Crime Incident Locations. Houston, TX: The National Institute of Justice. https://nij.ojp.gov/sites/g/files/xyckuh171/files/media/document/CrimeStat%2520IV%2520Chapter%252017.pdf.
   Google Scholar
• Lyft. 2023. “Annual Lyft Multimodal Report [WWW Document].” Accessed February 20, 2023. https://lyft.com/impact/multimodal-report.
   Google Scholar
• MacArthur, J., J. Dill, and M. Person. 2014. “Electric Bikes in North America: Results of an Online Survey.” Transportation Research Record: Journal of the Transportation Research Board 2468: 123–130. https://doi.org/10.3141/2468-14.
   Web of Science ®Google Scholar
• Martin, R., and Y. Xu. 2022. “Is Tech-Enhanced Bikeshare a Substitute or Complement for Public Transit?” Transportation Research Part A: Policy and Practice 155: 63–78. https://doi.org/10.1016/j.tra.2021.11.007.
   Web of Science ®Google Scholar
• Mateo-Babiano, I., R. Bean, J. Corcoran, and D. Pojani. 2016. “How does our natural and built environment affect the use of bicycle sharing? .” Transportation Research Part A: Policy and Practice 94: 295–307. https://doi.org/10.1016/j.tra.2016.09.015.
   Web of Science ®Google Scholar
• Mayer, A. 2020. “Motivations and Barriers to Electric Bike Use in the U.S.: Views from Online Forum Participants.” International Journal of Urban Sustainable Development 12: 160–168. https://doi.org/10.1080/19463138.2019.1672696.
   Web of Science ®Google Scholar
• Miaou, S.-P. 2006. Coding Instructions for the Spatial Regression Models in CrimeStat.
   Google Scholar
• Mukherjee, J., and B. Raghuram Kadali. 2022. “A Comprehensive Review of Trip Generation Models Based on Land Use Characteristics.” Transportation Research Part D: Transport and Environment 109: 103340. https://doi.org/10.1016/j.trd.2022.103340.
   Web of Science ®Google Scholar
• Noland, R. B. 2021. “Scootin’ in the Rain: Does Weather Affect Micromobility?” Transportation Research Part A: Policy and Practice 149: 114–123. https://doi.org/10.1016/j.tra.2021.05.003.
   Web of Science ®Google Scholar
• Noland, R. B., M. J. Smart, and Z. Guo. 2016. “Bikeshare Trip Generation in New York City.” Transportation Research Part A: Policy and Practice 94: 164–181. https://doi.org/10.1016/j.tra.2016.08.030.
   Web of Science ®Google Scholar
• Noland, R. B., M. J. Smart, and Z. Guo. 2019. “Bikesharing Trip Patterns in New York City: Associations with Land Use, Subways, and Bicycle Lanes.” International Journal of Sustainable Transportation 13: 664–674. https://doi.org/10.1080/15568318.2018.1501520.
   Web of Science ®Google Scholar
• NYC DOT. 2024. Electric Bicycles & More.
   Google Scholar
• Plazier, P. A., G. Weitkamp, and A. E. van den Berg. 2017. “Cycling Was Never So Easy!” An Analysis of e-Bike Commuters’ Motives, Travel Behaviour and Experiences Using GPS-Tracking and Interviews.” Journal of Transport Geography 65: 25–34. https://doi.org/10.1016/j.jtrangeo.2017.09.017.
   Web of Science ®Google Scholar
• Popovich, N., E. Gordon, Z. Shao, Y. Xing, Y. Wang, and S. Handy. 2014. “Experiences of Electric Bicycle Users in the Sacramento, California Area.” Travel Behaviour and Society 1: 37–44. https://doi.org/10.1016/j.tbs.2013.10.006.
   Web of Science ®Google Scholar
• Shaheen, S. A., A. P. Cohen, and E. W. Martin. 2013. “Public Bikesharing in North America: Early Operator Understanding and Emerging Trends.” Transportation Research Record: Journal of the Transportation Research Board 2387: 83–92. https://doi.org/10.3141/2387-10.
   Web of Science ®Google Scholar
• Smith, M. J. D., M. F. Goodchild, and P. A. Longley. 2007. Geospatial Analysis: A Comprehensive Guide to Principles, Techniques and Software Tools. 2nd ed. Leicester.: Troubador Pub.
   Google Scholar
• Surico, J. 2022. “The E-Bike Effect Is Transforming New York City.” Bloomberg.com.
   Google Scholar
• Teixeira, J. F., and M. Lopes. 2020. “The Link Between Bike Sharing and Subway Use During the COVID-19 Pandemic: The Case-Study of New York’s Citi Bike.” Transportation Research Interdisciplinary Perspectives 6: 1–11. https://doi.org/10.1016/j.trip.2020.100166.
   Google Scholar
• US DOT. 2022. “Bikeshare and e-Scooters in the U.S. [WWW Document].” Accessed February 20, 2023. https://data.bts.gov/stories/s/Bikeshare-and-e-scooters-in-the-U-S-/fwcs-jprj/.
   Google Scholar
• Wang, H., and R. Noland. 2021. “Changes in the Pattern of Bikeshare Usage Due to the COVID-19 Pandemic.” Findings 1–8. https://doi.org/10.32866/001c.18728.
   Google Scholar