Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists

Current evidence suggests that the speed of an object influences its time-to-arrival (TTA) estimation; in particular, greater speeds are associated with more inaccurate TTA estimates, which yield higher-risk decisions about approaching persons or objects. This study aims to investigate the impacts o...

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Main Authors: Sarah-Kate Millar, Benjamin Noël, Mai Geisen, Robert Rein, Stefanie Klatt
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Future Transportation
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/ffutr.2025.1514936/full
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author Sarah-Kate Millar
Sarah-Kate Millar
Benjamin Noël
Mai Geisen
Robert Rein
Stefanie Klatt
author_facet Sarah-Kate Millar
Sarah-Kate Millar
Benjamin Noël
Mai Geisen
Robert Rein
Stefanie Klatt
author_sort Sarah-Kate Millar
collection DOAJ
description Current evidence suggests that the speed of an object influences its time-to-arrival (TTA) estimation; in particular, greater speeds are associated with more inaccurate TTA estimates, which yield higher-risk decisions about approaching persons or objects. This study aims to investigate the impacts of bike speed and additional factors like bike type and gender of the cyclist on TTA estimates in a naturalistic cycling setting. Two experiments were performed to examine the influences of speed on TTA estimations with conventional pedelecs and e-bikes. The results indicate that a combination of factors (experiment 1) involving cyclist gender, cycle speed, and only the arrival distance of the bike at the point of decision making (experiment 2) affect the accuracy of TTA estimation. However, the inclusion of additional information on the cycle speed (based on paint on the front wheel) has no positive (experiment 1) or negative (experiment 2) influence on the evaluation.
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institution DOAJ
issn 2673-5210
language English
publishDate 2025-06-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Future Transportation
spelling doaj-art-0bb3ab6d48014a4c8e6d65a79e63ef552025-08-20T03:19:50ZengFrontiers Media S.A.Frontiers in Future Transportation2673-52102025-06-01610.3389/ffutr.2025.15149361514936Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclistsSarah-Kate Millar0Sarah-Kate Millar1Benjamin Noël2Mai Geisen3Robert Rein4Stefanie Klatt5Faculty of Health, University of Canterbury, Christchurch, New ZealandAuckland University of Technology, Sports Performance Institute New Zealand, Auckland, New ZealandGerman Sport University Cologne, Institute of Exercise Training and Sport Informatics, Cologne, GermanyGerman Sport University Cologne, Institute of Exercise Training and Sport Informatics, Cologne, GermanyGerman Sport University Cologne, Institute of Exercise Training and Sport Informatics, Cologne, GermanyGerman Sport University Cologne, Institute of Exercise Training and Sport Informatics, Cologne, GermanyCurrent evidence suggests that the speed of an object influences its time-to-arrival (TTA) estimation; in particular, greater speeds are associated with more inaccurate TTA estimates, which yield higher-risk decisions about approaching persons or objects. This study aims to investigate the impacts of bike speed and additional factors like bike type and gender of the cyclist on TTA estimates in a naturalistic cycling setting. Two experiments were performed to examine the influences of speed on TTA estimations with conventional pedelecs and e-bikes. The results indicate that a combination of factors (experiment 1) involving cyclist gender, cycle speed, and only the arrival distance of the bike at the point of decision making (experiment 2) affect the accuracy of TTA estimation. However, the inclusion of additional information on the cycle speed (based on paint on the front wheel) has no positive (experiment 1) or negative (experiment 2) influence on the evaluation.https://www.frontiersin.org/articles/10.3389/ffutr.2025.1514936/fulltime to arrivale-bikevision manipulationperceptionestimationelectric bicycle
spellingShingle Sarah-Kate Millar
Sarah-Kate Millar
Benjamin Noël
Mai Geisen
Robert Rein
Stefanie Klatt
Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists
Frontiers in Future Transportation
time to arrival
e-bike
vision manipulation
perception
estimation
electric bicycle
title Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists
title_full Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists
title_fullStr Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists
title_full_unstemmed Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists
title_short Effects of speed, gender, and visual wheel modifications on time-to-arrival judgments of cyclists
title_sort effects of speed gender and visual wheel modifications on time to arrival judgments of cyclists
topic time to arrival
e-bike
vision manipulation
perception
estimation
electric bicycle
url https://www.frontiersin.org/articles/10.3389/ffutr.2025.1514936/full
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