sustainability Article Predicting Bicycle-on-Board Transit Choice in a University Environment Greg Rybarczyk 1,2,3,* and Richard R. Shaker 4,5,6,7 1 College of Arts and Sciences, University of Michigan-Flint, Flint, MI 48502, USA 2 Michigan Institute for Data Science (MIDAS), The University of Michigan, Ann Arbor, MI 48108, USA 3 The Centre for Urban Design and Mental Health, London SW9 7QF, UK 4 Department of Geography & Environmental Studies, Ryerson University, Toronto, ON M5B 2K3, Canada;
[email protected] 5 Graduate Programs in Environmental Applied Science & Management, Ryerson University, Toronto, ON M5B 2K3, Canada 6 Graduate Program in Spatial Analysis, Ryerson University, Toronto, ON M5B 2K3, Canada 7 Department of Geography, University at Buffalo, Buffalo, NY 14261, USA * Correspondence:
[email protected]; Tel.: +1-810-762-3355 Abstract: Bicycles-on-board (BoB) transit is a popular travel demand management (TDM) tool across many U.S. cities and universities, yet research on this mode within a university environment remains minimal. The purpose of this research is to investigate how personal and neighborhood factors influence this travel choice in a university setting. Relying on attitudinal data from a stated preference survey, this study examined the effect of personal characteristics and seven key neighborhood conditions on the willingness to utilize BoB for the “first mile” of the journey to campus. The study used exploratory spatial data analysis (ESDA), a discrete choice modeling framework, and geovisualizations to understand the likelihood of choosing this mode among a university population in Flint, Michigan, USA. The results revealed that the majority of constituents were not interested in BoB, aside from a cluster near the commercial business district.