In a well-summarized review of models predicting
accident frequency, Milton and Mannering (1997) state:
‘‘The use of linear regression models is inappropriate
for making probabilistic statements about the occurrences
of vehicle accidents on the road.’’ They showed
that the negative binomial regression is a powerful
predictive tool and one that should be increasingly
applied in future accident frequency studies.