This is a linkpost for https://foreverjobless.com/ev-millionaires-math/
I credit reading this post years ago as the first step towards making me instinctively THINK in terms of expected value when considering opportunities. I consider it to be among the best "Why" resources for thinking in expected value, and wish it was more known among the LW crowd.