To further evaluate the multivariate tobit model, a multivariate
negative binomial model was also estimated (the overdispersion
parameters, ˛, indicated the superiority of the multivariate negative
binomial model over its Poisson counterpart).11 As described
in Winkelmann (2008) and Zhao and Kockelman (2002), with the
expected number of accidents