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underlying assets. Why Covariance Matters: Signal-to-Noise Ratio: The essence of statistical arbitrage lies in identifying and exploiting signals (real price convergence opportunities) amid noise (random price fluctuations). High covariance between assets suggests stronger signals, making it easier