Negative Binomial Regression Model (NB2) Poisson Regression assumes that the variance equals the mean. When the variance is greater than the mean, your model has overdispersion. NB2 can be more appropriate when overdispersion is present Resources http://r-statistics.co/Poisson-and-Negative-Binomial-Regression-With-R.html