You need a good introduction to a HARD topic. Written to get you started, and as intelligent as you are.You already know what the median and mode are; you need a discussion of Bayesian probability, or 12 ways of looking at correlation, or population distribution, etc.
Enter the wonderful Demystified series.
We're looking at business stats today. So check out these out and get caught up:
Business Stats Demystified.