Abstract Factor analysis proposes an alternative approach to standard portfolio theory: the latter is optimisation based, while former estimation based. Also, in theory, returns are only explained by volatility factor, factor a multiplicity of factors, which managers can choose from tilt their portfolios. In attempting reconcile these worlds, we propose penalised utility function, incorporating...