Covariance appears throughout investment management, e.g., in risk reporting and control, portfolio construction, risk … parameters’ mean and covariance to their effect at the investment portfolio level. Forecasted portfolio variance changes from a … risk assessment, uncertainty-penalized optimization to counter estimation error and improve realized utility, and …