Description: In a very general setting this paper describes a straightforward, non-parametric approach to aggregate "stand-alone" or marginal distributions with desired correlations without imposing additional assumptions on those marginals. We then develop two optimizations for the enterprise, one based on maximizing return on economic capital and the other based on a mean -semivariance efficient frontier from the investor point of view.

Description: The paper discusses the arguments supporting the need for risk culture to transition into ERM culture to be embedded across financial organizations. Creating and maintaining strong ERM culture is paramount to a lasting and meaningful ERM program. It is essential for organizations to understand what ERM culture is, how it gets established and in what way affects the process of ERM implementation. Often, the implications of financial enterprises not focusing on the significance of ERM culture manifested in severely compromised ability to generate sustainable value and market competitive advantage. This paper calls for rethinking the role of ERM culture in the context of managing risks.