In this research insight MSCI Barra explores the mitigation of misaligned risk and alpha factors by modifying the optimisation process. Firstly it reviews how to decompose a set of alphas into two components – one that is related to risk model factors, and one that is not. Then it shows how penalising the residual alpha in portfolio optimisation may improve a portfolio’s exposures and ex-ante information ratio.