Macroscopic spatial analysis of pedestrian and bicycle crashes

► Examination of pedestrian and bicycle crashes in Traffic Analysis Zones. ► We applied nonparametric statistical techniques. ► Significant differences were present between the predictor sets for these crashes. ► Bayesian models with spatial correlation provided superior fits.