4.15 Advantages of Poisson Regression

Poisson regression has several advantages in modeling count data:

Mean-variance relationship We implicitly assume that mean bike usage in a given hour equals the variance of bike usage during that hour (cf use constant variance in linear regression).

Non-negative fitted values There are no negative predictions using the Poisson regression model.