Collected naturalistic e-cycling data and analyzed risk with odds ratios.
Risk increased at intersections and when vehicles stopped on the bike lane.
E-cyclists were faster than traditional cyclist and experienced different conflicts.
Increasing e-bikes conspicuity to facilitate identification may increase safety.
E-bikes may enable intelligent transport systems and cooperative applications.