“…Lord and Miranda-Moreno, 2007;Aguero-Valverde and Jovanis, 2008); and the Poisson-gamma model (also known as Negative Binomial model) which is widely used in accident analysis (e.g. Shankar et al, 1995;Milton and Mannering, 1998;Abdel-Aty and Radwan, 2000;Lord, 2000;Amoros et al, 2003;Noland and Quddus, 2004;Kim et al, 2006;Haynes et al, 2007). Poisson-lognormal and Poisson-gamma models have the advantage in that they can accommodate overdispersion in accident data.…”