Empirical Comparison of Extreme Value Theory vis-&agrave;-vis Other Methods of VaR Estimation  Using ASEAN+3 Exchange Rates

Cesar  C. Rufino,; Emmanuel  G. De Guia,

Empirical Comparison of Extreme Value Theory vis-à-vis Other Methods of VaR Estimation Using ASEAN+3 Exchange Rates

Abstract:

This study applies Extreme Value Theory in calculating Value-at-Risk (VaR) of portfolios consisting of foreign exchange exposures of ASEAN+3 countries. This paper addresses the issue that traditional VaR models assume normality of the return distribution. Empirical evidence confirms the stylized facts that financial asset returns are typically negatively skewed and fat-tailed. Moreover, risk management concerns itself with the distribution of the tails, or events in the extremes of the distribution. Estimation of magnitude and the likelihood of extreme events should be given greater attention than central tendency characteristics. Thus, this paper proposes the application of Extreme Value Theory in computing an “Extreme VaR” to directly focus on the behavior of the tail of return distribution. The modeling is done on daily exchange rates returns of ASEAN+3 countries from January 24, 2004 to January 31, 2010.