Lumifer comments on The "best" mathematically-informed topics? - Less Wrong Discussion
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Not sure why are you calling this "intuition". Understanding that Pearson correlation attempts to measure a linear relationship and many relationships are not linear is just statistical knowledge, only a bit higher level than knowing the formula.