Description: Capital allocation by percentile layer has important advantages over existing methods. It highlights a new formulation of value at risk and other capital standards, recognizes the capital usage of losses that do no extend into the tail and captures the disproportionate capital usage of severe losses. From 2007 Enterprise Risk Management Symposium, M-AS07-1.

Description: Most, if not all, ERM frameworks recognize the added value that the quantification of risk brings to the overall risk management process. This paper discusses the need for the development of a quantification framework, which is a clear opportunity for the actuarial and mathematical communities. From 2006 Enterprise Risk Management Symposium, M-AS06-1.

Description: The purpose of this paper is to explore a methodology for choosing among techniques for managing contribution volatility in defined- benefit pension plans. A frequently used – and as often criticized – method for managing contribution volatility is to base actuarial cost on smoothed assets. Our goal in this paper is to develop a methodology for measuring and evaluating the quantitative impact of competing asset smoothing policies. We proceed by investigating a series of basic pension metrics, evaluating the characteristics of each using a simulated pension plan. We then use normalized and weighted combinations of these metrics to determine an optimal smoothing policy.