, we suggest using the matrix obtained from the sample covariance matrix through a transformation called shrinkage. This … where it matters most. Statistically, the challenge is to know the optimal shrinkage intensity, and we give the formula for … shrinkage reduces tracking error relative to a benchmark index, and substantially increases the realized information ratio of …