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The data will tell you things that no analyst, no matter how brilliant, could ever figure out by reading annual reports.
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I hire physicists, not traders. Markets are a natural phenomenon. You study them with science, not gut feelings.
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Statistical arbitrage is not about predicting the future. It is about pricing the present more accurately than everyone else.