Variance in Odds Ratios for Estimating the Deterrent Effect of Darkness on Cycling: The Influence of Journey Type

This is an accepted article with a DOI pre-assigned that is not yet published.Odds ratios can be used to measure the deterrent effect of darkness on cycling by comparing the numbers of cyclists in case and control hours. In this work we investigate the variance in odds ratios associated with different types of cycling journey, whether utilitarian or recreational, contrasting weekday and weekend cyclist 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 different combinations of case and control hour.

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Publication Details

Journal
Active Travel Studies
Published
2025-08-26
DOI
https://doi.org/10.16997/ats.1790
Primary Topic
Cultural History and Identity Formation
Type
article
Field-Weighted Citation Impact
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article

Variance in Odds Ratios for Estimating the Deterrent Effect of Darkness on Cycling: The Influence of Journey Type

Active Travel Studies
Cultural History and Identity Formation
article

Variance in Odds Ratios for Estimating the Deterrent Effect of Darkness on Cycling: The Influence of Journey Type

article en

Abstract

This is an accepted article with a DOI pre-assigned that is not yet published.Odds ratios can be used to measure the deterrent effect of darkness on cycling by comparing the numbers of cyclists in case and control hours. In this work we investigate the variance in odds ratios associated with different types of cycling journey, whether utilitarian or recreational, contrasting weekday and weekend cyclist 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 different combinations of case and control hour.

Active Travel StudiesVol. 6(1)
University of Sheffield (GB)
Openalex Percentile: Top 81%
Cultural History and Identity Formation
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