Related Experiment Video
Updated: Feb 20, 2026

14:55
Evaluating the Effect of Roadside Parking on a Dual-Direction Urban Street
Published on: January 20, 2023
4.4K
Exploring the safety in numbers effect for vulnerable road users on a macroscopic scale
Ivana Tasic1, Rune Elvik2, Simon Brewer3
1Chalmers University of Technology, Department of Architecture and Civil Engineering, Chalmersplatsen 1, 41296 Gothenburg, Sweden.
Accident; Analysis and Prevention
|October 14, 2017
Summary
The safety in numbers effect, where more road users lead to fewer crashes per person, was confirmed for pedestrians and cyclists. This supports investing in multimodal transportation for safer, sustainable urban travel.
Area of Science:
- Urban planning
- Transportation engineering
- Public health
Background:
- The "safety in numbers" effect suggests that increased numbers of road users correlate with a reduced crash rate per user.
- This principle is often cited to advocate for multimodal transportation infrastructure to promote walking, cycling, and public transit.
- Understanding this effect is crucial for designing safer and more sustainable urban environments.
Purpose of the Study:
- To investigate the "safety in numbers" effect for pedestrians and cyclists.
- To analyze this effect in urban areas with varying levels of multimodal infrastructure access.
- To provide empirical evidence for the benefits of multimodal transportation investments.
Main Methods:
- Utilized crash data from Chicago, analyzing it at the census tract level.
- Applied Generalized Additive Models (GAM) to account for spatial dependencies in crash occurrences.
- Modeled travel exposure using metrics like trip generation, multimodal infrastructure availability, network characteristics, and accessibility.
Main Results:
- Confirmed the existence of a "safety in numbers" effect on a macroscopic level.
- The effect was observed for motor vehicles, pedestrians, and bicyclists.
- Findings indicate that increased user numbers are associated with a disproportionately lower increase in crashes.
Conclusions:
- The "safety in numbers" phenomenon is empirically supported for various road users, including pedestrians and cyclists.
- This research validates the rationale for investing in multimodal transportation systems.
- Promoting active transportation and public transit can lead to enhanced road safety in urban settings.
Related Concept Videos
Bystander Effect
10.3K
The discussion of bullying highlights the problem of witnesses not intervening to help a victim. This is a common occurrence, as the following well-publicized event demonstrates. In 1964, in Queens, New York, a 19-year-old woman named Kitty Genovese was attacked by a person with a knife near the back entrance to her apartment building and again in the hallway inside her apartment building. When the attack occurred, she screamed for help numerous times and eventually died from her stab wounds.
10.3K
Social Traps
27.0K
Social traps are negative situations where people get caught in a direction or relationship that later proves to be unpleasant, with no easy way to back out of or avoid. The concept was orignally introduced by John Platt who applied psychology to Garrett Hardin's "Tragedy of the Commons", where in New England herd owners could let their cattle graze in the common ground. This situation seems like a good idea, but an individual could have an advantage. If they owned...
27.0K
Deindividuation
31.0K
Deindividuation is a form of social influence on an individual’s behavior such that the individual engages in unusual or non-normal behavior while in a group setting. Why? Because in these group settings, the individual no longer sees themselves as an individual anymore, disinhibiting their behavior and personal restraint.
31.0K
Schemas
12.4K
A schema is a mental construct consisting of a cluster or collection of related concepts (Bartlett, 1932). There are many different types of schemata, and they all have one thing in common: schemata are a method of organizing information that allows the brain to work more efficiently. When a schema is activated, the brain makes immediate assumptions about the person or object being observed.
12.4K
Introduction to Limits
282
A limit describes the value a function approaches as its input moves closer to a particular point. Even when a function is undefined at a specific value, limits allow us to analyze its behavior near that point. This concept is fundamental in calculus and essential for understanding continuity, derivatives, and integrals.Mathematically, a function f(x) has a limit L at x = a if its values L approach x as x gets arbitrarily close to a. This is written as:This notation expresses that the function...
282
Social Facilitation
36.6K
Not all intergroup interactions lead to negative outcomes. Sometimes, being in a group situation can improve performance. Social facilitation occurs when an individual performs better when an audience is watching than when the individual performs the behavior alone. This typically occurs when people are performing a task for which they are skilled.
36.6K

