Gunnar_Zarncke comments on What math is essential to the art of rationality? - Less Wrong Discussion
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My document of life-lessons spits out this (it has a focus on teaching children, but it aims high):
The idea is to see the patterns behind the patterns (link in Einsteins Speed).
This is really good and impressive. Do you have such a list for statistics?
My main aha-moment in statistics occurred when I encountered the lebesgue integral. Integrals suddenly generalized a lot. Lebesgue also allows a lot more nifty but intuitive integral transformations. And of course it is needed for dealing cleanly with probability densities.
Causal networks despite needing tricky rules follow from the other points on my list (trees and probability measures)