I'm surprised (maybe I shouldn't be) that no one on this post has mentioned omitted variable bias or the difference between bivariate and multivariate regressions as reasons correlation does not imply causation. Seems pretty basic to me.

UPDATE: Actually said before here, in the last paragraph, which I'll admit to skimming. I blame Google.

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