From: A comparison of statistical methods for modeling count data with an application to hospital length of stay
Distribution
Sample size, n
Proportion of Zeros
Level of Dispersion
Poisson
50
0.1
0.01
NB
200
0.3
1
ZIP
600
0.5
5
ZINB
1000
0.70
10