In a one-period normal-return model with common beliefs and unrestricted exponential utility investors, their risky holdings are proportional to , where is the expected excess-gain vector and its positive definite covariance matrix. The aggregate risky holding defines the common market portfolio.
Assume a positive definite covariance matrix and nonzero excess-mean vector . The Cauchy-Schwarz inequality gives , with the positive-premium efficient direction , . If , its normalized risky portfolio has Sharpe ratio . Thus negative normalization reverses the efficient orientation. If , the efficient risky direction is self-funded and cannot be normalized to a unit risky budget.
In mean-variance optimization with unrestricted borrowing/lending, the upper efficient ray through the risk-free point has slope . If , it touches the risky efficient frontier at the positive-premium normalized market portfolio. The Sharpe ratio there equals the slope. If this normalization is negative, the normalized tangency portfolio instead has negative excess return; the upper ray uses a short position in that portfolio and is not tangent to the upper risky branch.
The expected excess return obeys in the mean-variance market model. The beta of an asset is a covariance-to-market-variance ratio.
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