The Central Limit Theorem provides that regardless of the distribution of X, the distribution of an average of X’s is approximately normally distributed. However, it also shows why X may also be approximated for some distributions using the normal distribution as certain parameters are allowed to increase. Below, you can see how Binomial and Poisson distributions can be approximated directly using the Normal distribution.