Years ago, I looked at sample questions for the probability exam, which most people take first. To get a passing score you had to be able to quickly recall different probability distributions and also you needed to have a pretty solid grasp of the mechanics of things like double integration. Intro calculus-based mathematical probability classes cover most of the material, but passing the test requires mastery of at least the applied side of math probability.