Vaniver comments on The Power of Noise - Less Wrong
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This is perhaps a useful place to illustrate the "randomness hath no power" argument: randomness is unbiased in expectation but we actually expect the absolute amount of biasedness for a randomly selected assignment to be nonzero. When biasing factors are known ahead of time, we do better by controlling for it directly (with, say, a paired assignment).