Cooking with Basel II: Market Risk
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Basel II Recipes: Internal Models Approach for Measuring Market Risk
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The Internal Models Approach is more sophisticated than using the
Standard Framework. Its use must be approved by authorities and
requires:
- A risk management system conceptually sound and
implemented with integrity; AND
- a staff sufficiently skilled in use of the model; AND
- a reasonable track record for the model in measuring risk;
AND
- ability to conduct stress tests; AND
- model is subject to qualitative and quantitative criteria
detailed in 718(lxxiv) - 718(ic)
Qualitative criteria include
- Have an independent group responsible for design and
implementation of the Internal Model; AND
- Have senior management and Board of Director
involvement in the processes; AND
- Close integration to the day-to-day risk management
process; AND
- Have stress testing abilities (I translate this to mean 'have
the ability to determine outliers of distributions'); AND
- documentation, documentation, documentation.
Quantitative criteria include:
- Although no type of model is specified, the model must
capture all material risks per 718(lxxv); AND
- Some Value-at-Risk must be calculated to a 99th
percentile, one-tailed confidence interval (asking for VAR
immediately biases the type of model); AND
- Model must capture empirical correlations within risk
categories; AND
- Use instantaneous price shock equivalent to a 10-day
movement in prices; AND
- documentation, documentation, documentation.
Requirements for Stress Testing
If an organization uses the Internal Models Approach, the
organization must include rigorous and comprehensive stress
testing.
The purpose of stress testing is to provide a measure of risk
where large changes are made in risk factors. This is the
missing element of Value-at-Risk calculations where small,
linear changes occur in risk factors.
The downside of stress testing include:
there is no indication which stress factors the most significant
problems;
stress values in potential risk factors are not necessarily totally
correlated or completely uncorrelated.
A promising alternative to the Value-at-Risk and stress testing
Internal Models Approach is application of Levy flights (a
spin-off of physics applications) and Extreme Value Theory.
I believe these few pages describing Market Risk as part of the
Basel II Accord form a fundamental understanding of the
subject. I welcome corrections, critiques, and comments.