How Normal is a family of distributions
In every elementary statistics textbook on inference you will find the following question
How to draw an inference on a correlation estimate between two variables ?
An inverse hyperbolic tangent transformation is applied to the correlation coefficient, which then is shown to be distributed as a normal random variable.This transformed variable is then used to compute confidence intervals on the original scale.
If one is curious, a natural follow up question would be,