4.10 Problems with linear regression of count data

Problem 1: model predicts negative numbers of bikers at times

Problem 2: observed heteroscedasticity is a violation of linear model assumptions

Problem 3: integer values (bikers) predicted using a continuous response \(Y\)

“[A] Poisson regression model provides a much more natural and elegant approach for this task.”