Understanding this will help you tie together many of the different types of hypothesis tests and confidence intervals that are used in statistics because they rely on something called the normal ...
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.