It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds

The internals models amendment to the Basel Accord allows banks to use internal models to forecast Value-at-Risk (VaR) thresholds which are used to calculate the required capital banks must hold in reserves as a protection against negative changes in the value of their trading portfolios. As capital...

Full description

Bibliographic Details
Main Authors: Da Veiga, Bernardo, Chan, Felix, McAleer, M.
Other Authors: Andre Zerger
Format: Conference Paper
Published: Modelling and Simulation Society of Australia and New Zealand 2005
Online Access:http://www.mssanz.org.au/modsim05/papers/daveiga_2.pdf
http://hdl.handle.net/20.500.11937/20086
_version_ 1848750210544566272
author Da Veiga, Bernardo
Chan, Felix
McAleer, M.
author2 Andre Zerger
author_facet Andre Zerger
Da Veiga, Bernardo
Chan, Felix
McAleer, M.
author_sort Da Veiga, Bernardo
building Curtin Institutional Repository
collection Online Access
description The internals models amendment to the Basel Accord allows banks to use internal models to forecast Value-at-Risk (VaR) thresholds which are used to calculate the required capital banks must hold in reserves as a protection against negative changes in the value of their trading portfolios. As capital reserves lead to an opportunity cost to banks it is likely that banks could be tempted to use models that underpredict risk and hence lead to low capital charges. In order to avoid this problem the Basel Accord introduced backtesting procedure whereby banks using models that led to excessive violations would be penalised through higher capital chares. This paper investigates the performance of five popular volatility models that can be used to forecast VaR thresholds under a variety of distributional assumptions. The results suggest that within the current constraints and penalty structure set out in the Basel Accord the lowest capital charges arise when using models that lead to excessive violations, suggesting the current penalty structure is not severe enough.
first_indexed 2025-11-14T07:33:13Z
format Conference Paper
id curtin-20.500.11937-20086
institution Curtin University Malaysia
institution_category Local University
last_indexed 2025-11-14T07:33:13Z
publishDate 2005
publisher Modelling and Simulation Society of Australia and New Zealand
recordtype eprints
repository_type Digital Repository
spelling curtin-20.500.11937-200862022-10-20T04:46:01Z It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds Da Veiga, Bernardo Chan, Felix McAleer, M. Andre Zerger Robert M. Argent The internals models amendment to the Basel Accord allows banks to use internal models to forecast Value-at-Risk (VaR) thresholds which are used to calculate the required capital banks must hold in reserves as a protection against negative changes in the value of their trading portfolios. As capital reserves lead to an opportunity cost to banks it is likely that banks could be tempted to use models that underpredict risk and hence lead to low capital charges. In order to avoid this problem the Basel Accord introduced backtesting procedure whereby banks using models that led to excessive violations would be penalised through higher capital chares. This paper investigates the performance of five popular volatility models that can be used to forecast VaR thresholds under a variety of distributional assumptions. The results suggest that within the current constraints and penalty structure set out in the Basel Accord the lowest capital charges arise when using models that lead to excessive violations, suggesting the current penalty structure is not severe enough. 2005 Conference Paper http://hdl.handle.net/20.500.11937/20086 http://www.mssanz.org.au/modsim05/papers/daveiga_2.pdf Modelling and Simulation Society of Australia and New Zealand restricted
spellingShingle Da Veiga, Bernardo
Chan, Felix
McAleer, M.
It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds
title It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds
title_full It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds
title_fullStr It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds
title_full_unstemmed It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds
title_short It pays to Violate: Model Choice and Critical Value Assumption for Forecasting Value-at-Risk Thresholds
title_sort it pays to violate: model choice and critical value assumption for forecasting value-at-risk thresholds
url http://www.mssanz.org.au/modsim05/papers/daveiga_2.pdf
http://hdl.handle.net/20.500.11937/20086