Effects of built environment in subway stations on pedestrian injuries

•Subway station ridership has a positive but non–linear correlation with injury.•There are 54% more events in transfer stations than non–transfer stations.•Longer vertical moving and elevating equipment increase event frequencies•The attributes related to wider spaces are negatively correlated with the events.•Several outlying data require further study for physical and environmental factors.