It is boring.  They make it less boring.

The Central Limit Theorem ?How to Tame Wild Populations

Type I and Type II Errors - Making Mistakes in the Justice System

Simpsons's Paradox - When Big Data Sets Go Bad

The Probability of Penalizing the Innocent Due to Bad Test Results