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TheOtherDave comments on The American System and Misleading Labels - Less Wrong
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I agree that it's difficult to rule out the presence of common causal factors, especially in complex systems where there really are a lot of causal factors.
To my mind, that's a good reason not to assume simple causality from correlation between two factors in a complex system.