Good reference for average-case runtime analysis of QuickSort
Given your stats background, you will find the "indicator variable" analysis easier than the solution via recurrence equations.
It is based on computing the probability that two elements of given ranks are compared to each other. 

The idea is described on the wikipedia page
and in more detail in Section 7.4 of Cormen et al. Introduction to Algorithms 3rd edition.