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Updated: Apr 25, 2026

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Published on: September 21, 2017
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Understanding e-scooter rider crash severity using a built environment typology: A two-stage clustering and random
Amirhossein Abdi1, Steve O'Hern2
1Institute of Transport Studies, Monash University, Australia.
Accident; Analysis and Prevention
|March 29, 2025
Summary
Electric scooter (e-scooter) safety is linked to the built environment. Different urban zones present unique risks, with factors like road riding and collision types impacting crash severity.
Area of Science:
- Urban mobility and transportation safety
- Road safety engineering
- Geographic information systems (GIS) in transportation
Background:
- E-scooters are rapidly changing urban transport, but safety concerns are growing.
- Understanding e-scooter crash risks requires analyzing their interaction with the built environment.
- Existing research often overlooks the nuanced impact of diverse urban settings on e-scooter safety.
Purpose of the Study:
- To investigate the relationship between built environment characteristics and e-scooter crash severity in the UK.
- To develop a typology of built environments relevant to e-scooter usage.
- To identify specific risk factors and their varying impacts across different urban typologies.
Main Methods:
- Utilized UK e-scooter crash data and built environment data.
- Employed K-means++ clustering to categorize built environments.
- Applied a random parameter binary logit model to analyze crash severity within clusters.
Main Results:
- Identified four built environment clusters: car-centric/mixed-use, commercial/industrial, intersection-dense, and residential/central.
- Common risk factors include collisions with motor vehicles, younger riders, and higher speed limits.
- Riding on the carriageway significantly increased injury severity in car-centric and commercial/industrial zones.
Conclusions:
- The built environment is a critical factor in e-scooter crash severity.
- Unique contributing factors and varying risk magnitudes exist for each urban environment type.
- Tailored safety interventions considering specific built environments are necessary for e-scooter safety.
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