1The simple procedure maximizes The first-order conditions for this problem are
Equations (14.1) and (14.2) ensure that hPA will satisfy the first-order conditions. Note that we are explicitly focusing portfolio construction on active return and risk, instead of residual return and risk. Without benchmark timing, these perspectives are identical.