We propose a hurdle framework for modeling the EPDO crash rate.
The hurdle model is highly flexible in accommodating mixed skew data.
The lognormal distribution is an appropriate approximation to the positive EPDO rate.
The EPDO rate can be used as a measure for accident hotspot identification.