If is nondegenerate, is strictly increasing and the relevant products are integrable, an independent copy gives . The integrand is positive exactly when , so the covariance is strictly positive. The same argument applies within each conditional law and yields a positive terminal stock hedge for an attainable increasing payoff.
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