Using from part (a), the portfolio variance is
Thus the minimum-variance correspondence for fixed means has the two branches . The lower branch is dominated by the upper one with the same variance, and portfolios with mean below are also dominated by the risk-free position. Consequently the actual mean-variance efficient frontier is the upper capital market line:
Its slope in standard-deviation/mean coordinates is the maximal Sharpe ratio . In variance/mean coordinates it is the upper branch of .
Let be the vector of expected returns and the positive definite covariance matrix of risky returns. For risky investment portfolio weights satisfying , the portfolio opportunity set consists of
Short selling permits negative weights. For a fixed expected return, the least possible variance is attained on the left boundary of this set. Its upper branch is the mean-variance efficient frontier: every other attainable point has either a larger standard deviation for the same expected return or a smaller expected return for the same risk. The lower boundary is therefore inefficient.
For example, writing , , and , minimization of subject to its two linear constraints gives
To obtain these weights, use Lagrange multipliers: the stationary equation is , and the budget and mean constraints determine . Positive definiteness makes this the unique constrained minimum. Thus the boundary is a hyperbola in risk/mean coordinates.
Adding the risk-free asset allows borrowing and lending at . In the usual positive-premium case the market portfolio is the risky tangency portfolio, and combinations of it with the risk-free asset form the upper capital market line
The Sharpe ratio measures excess expected return per unit of standard deviation; its maximum is the market price of risk . Points between the risk-free point and the tangency point lend some wealth; points beyond it borrow to leverage the market portfolio. The first panel illustrates the actual data here. The second anticipates the change in part (g), where the normalization of the tangency direction reverses its orientation.
Figure 1.
Risky opportunity sets and efficient risk-free portfolio combinations at risk-free returns of 3 and 25 percent
. Details.
Write and let denote the risky holdings as fractions of total wealth. The remaining fraction is in the risk-free asset. Consequently their excess expected return is and their variance is . The Cauchy-Schwarz inequality in the inner product defined by gives
Equality with positive excess return holds precisely for , , where . Thus solving determines both the efficient risky direction and the upper capital market line slope. Provided , the normalized market portfolio and its Sharpe ratio are
Here the excess means are , so the required equations are
The leading principal minors of are , and , so Sylvester's criterion verifies positive definiteness and the solution is unique.
The excess expected return is . Dividing it by the return standard deviation yields the Sharpe ratio and upper capital market line slope: