This paper investigates factors associated with crash occurrences by different transportation modes. Zonal factors have significant effects on intersection crashes. Zonal factors contribute to tracking the source of heterogeneity of risk factors. Zonal factors play a more important role in elevating the model performance for non-motorized than motor-vehicle crashes. A relatively smaller buffer width to extract zonal factors yields better estimations.