The study by Mitra and Washington (2012) attempted to inves-tigate the safety effect of some important omitted variables on
total crash frequency and their contribution on model estimation.
As Venkataraman et al. (2013) stated, frequency models of crash
outcome type can provide substantial insights into the effect of
explanatory variables and assist in examining the heterogeneity
effects in roadway geometric features. This paper aims to extend