Ever discover that your data are not normally distributed, no matter what transformation you try? It may be that they follow another distribution altogether.
Although they are numerical, discrete count data often follow a Poisson or Negative Binomial distribution, not a normal one.
Examples of discrete counts include:
This recording will give you an overview of Poisson and Negative Binomial regression models.