Merton, Robert C., and Paul A. Samuelson. "Fallacy of the Log-Normal Approximation to Optimal Portfolio Decision Making over Many Periods." Journal of Financial Economics 1 (May 1974): 67–94.

This video describes the central limit theorem and some properties of the normal distribution. Understanding this will help you tie together many of the different types of hypothesis tests and ...