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Mathematicians often don't prove statement A directly - rather, they show statement A is equivalent to statement B and then prove statement B.
In similar fashion, it's often not enough to "know" high level concepts in probability and statistics - rather, being able to make equivalent statements that are much simpler to solve.
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