... values of X tend to happen with large values of Y, and small values of X with small values of Y. By increasing the chance that the largest and smallest pair up, positive dependence increases the chance of big deviations from μX + μY and inflates the variance.

Although it is more variable than we might have guessed, the mixed portfolio has a larger Sharpe ratio than either IBM or Microsoft alone. The Sharpe ratio of the mixed portfolio that combines IBM with Microsoft is

S(X+Y)=(μX+μY)2rfVar(X+Y)0.220.0314.640.050

Diversifying, spreading the investment over two stocks, improves the Sharpe ratio, but not as much as adding the variances ...

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