Jovanis and Chang (1986) found a number of problems
with the use of linear regression in their study
applying Poisson regression as a means to predict accidents.
For example, they discovered that as vehiclekilometers
traveled increases, so does the variance of
the accident frequency. Thus, this analysis violates the
homoscedasticity assumption of linear regression.