Early Detection Techniques for Market Risk Failure

Olmo, J. & Pouliot, W. (2008). Early Detection Techniques for Market Risk Failure (Report No. 08/09). London, UK: Department of Economics, City University London.

[img]
Preview
PDF
Download (785kB) | Preview

Abstract

The implementation of appropriate statistical techniques for monitoring conditional VaR models, i.e, backtesting, reported by institutions is fundamental to determine their exposure to market risk. Backtesting techniques are important since the severity of the departures of the VaR model from market results determine the penalties imposed for inadequate VaR models. In this paper we make six contributions to backtesting techniques. In particular, we show that the Kupiec test can be viewed as a combination of CUSUM change point tests; we detail the lack of power of CUSUM methods in detecting violations of VaR as soon as these occur; we develop an alternative technique based on weighted U-statistic type processes that have power against wrong specifications of the risk measure and early detection; we show these new backtesting techniques are robust to the presence of estimation risk; we construct a new class of weight functions that can be used to weight our processes; and our methods are applicable both under conditional and unconditional VaR settings.

Item Type: Monograph (Discussion Paper)
Additional Information: © 2008 the authors
Uncontrolled Keywords: Backtesting; Basel Accord; Change-Point tests; Conditional Quantile; Risk management; Value at Risk.
Subjects: H Social Sciences > HB Economic Theory
Divisions: School of Social Sciences > Department of Economics > Department of Economics Discussion Paper Series
URI: http://openaccess.city.ac.uk/id/eprint/1501

Actions (login required)

View Item View Item

Downloads

Downloads per month over past year

View more statistics