Uttley, J., Yesiltepe, D. orcid.org/0000-0003-2409-6687, Balela, M. et al. (1 more author) (2026) Variance in odds ratios for estimating the deterrent effect of darkness on cycling: the influence of journey type. Active Travel Studies, 6 (1). pp. 1-16. ISSN: 2732-4184
Abstract
Odds ratios can be used to measure the deterrent effect of darkness on cycling by comparing the number of cyclists in case and control hours. In this work, we investigate the variance in odds ratios associated with different types of cycling journeys, whether utilitarian or recreational, contrasting weekday and weekend cyclists counts as a proxy for the type of journey. This was done for counts of cyclists recorded in five cities—Arlington (VA, USA), Bergen (Norway), Berlin (Germany), Birmingham, and Leeds (UK). The results suggest that darkness has a greater impact on recreational cycling than on utilitarian cycling, a similar distinction to that reported for the effect of weather. We also show that variation in the proportions of utilitarian and recreational cycling journeys at different times of the day explains variance in the odds ratios established for all possible combinations of case and control hours.
Metadata
| Item Type: | Article |
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| Authors/Creators: |
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| Copyright, Publisher and Additional Information: | © 2026 The Author(s). This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/. |
| Keywords: | Cycling; Travel flow; Darkness; Odds ratio; journey type |
| Dates: |
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| Institution: | The University of Sheffield |
| Academic Units: | The University of Sheffield > Faculty of Social Sciences (Sheffield) > School of Architecture and Landscape |
| Funding Information: | Funder Grant number ENGINEERING AND PHYSICAL SCIENCE RESEARCH COUNCIL EP/V043587/1 |
| Date Deposited: | 30 Mar 2026 14:33 |
| Last Modified: | 30 Mar 2026 14:34 |
| Status: | Published |
| Publisher: | University of Westminster Press |
| Refereed: | Yes |
| Identification Number: | 10.16997/ats.1790 |
| Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:239628 |
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Filename: uttley 2026 ORs and journey type.pdf
Licence: CC-BY 4.0

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