Weighting Waiting: Evaluating Perception of In-Vehicle Travel Time Under Moving and Stopped Conditions
DOI: 10.3141/1898-08
archive: archived pipeline: cataloged verified
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Summary
This study investigates how specific transit stop amenities, environmental factors, and passenger demographics influence the perception of waiting time for public transit users. While transit agencies increasingly invest in high-amenity stations to mitigate riders' aversion to waiting, empirical evidence regarding which specific features effectively reduce perceived wait times remains limited. The authors address this gap by comparing self-reported waiting times against objectively measured actual waiting times, aiming to identify design interventions that make waiting feel shorter. The research was conducted in the Minneapolis-St. Paul metropolitan region across 36 diverse sites, including light rail stations, bus rapid transit stops, and curbside bus stops. Data collection involved a unique combination of onboard passenger surveys, video-recorded observations of passengers waiting at stops, and environmental audits of the sites. Researchers recruited passengers after they boarded vehicles, asking them to report their perceived wait duration. Simultaneously, video footage captured the exact arrival and boarding times of these individuals, providing an objective measure of actual wait time. The study collected 822 valid matched responses across various seasons, times of day, and neighborhood types, controlling for variables such as weather, security perceptions, and demographic characteristics. Results indicate that transit users systematically overestimate their waiting time. On average, reported waiting time was 1.21 times longer than the observed actual time. Regression analysis revealed that stops with no amenities resulted in waits perceived as at least 1.3 times longer than they actually were. Conversely, the presence of basic amenities, specifically benches and shelters, significantly reduced perceived waiting durations. The study also identified significant demographic and environmental interactions: women waiting more than 10 minutes in environments perceived as insecure reported waits as dramatically longer than men in similar situations. Additionally, while short waits were consistently overestimated, longer waits tended to be estimated more accurately or slightly underestimated. The findings suggest that providing basic amenities like seating and shelter is a highly effective strategy for reducing the psychological burden of transit waiting. The authors recommend that transit agencies prioritize the installation of these basic features across their systems, particularly at stops on low-frequency routes and in areas with lower perceived safety. By improving the physical environment of waiting, agencies can enhance user satisfaction and potentially increase transit competitiveness without the higher costs associated with complex technological solutions or service frequency increases.
Key finding
Transit passengers perceive waiting times as significantly longer than they actually are, but this overestimation is reduced by basic amenities like benches and shelters and exacerbated for women waiting in perceived insecure surroundings.
Methodology
mixed_methods
Sample size: 822
Provenance
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| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
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| verify | success | — | — | — | 2 | 2026-06-10 |
Summary generated by qwen3.6-27b-prismaquant on 2026-06-10; verification: verified.
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