FRM Part II · FRM Exam Part II · Validating Bank Holding Companies' Value-at-Risk Models for Market Risk
A validator notes that a bank's 99% VaR model passes the Kupiec test with a 1% exception rate, but a low-power concern is raised. Which factor most directly causes backtests of 99% VaR to have low power to reject a flawed model?
Backtests of 99% VaR have low power because exceptions are rare: only about 2 or 3 are expected in a year of data. With so few observations, it is hard to statistically distinguish a correct model from a moderately inaccurate one.
- AExceptions at 99% confidence are rare, so a limited sample yields few observations to distinguish modelsCorrect
- BVaR is always computed using historical simulation
- CThe chi-square distribution cannot be used for likelihood ratio tests
- DDaily P&L data is always autocorrelated
Explanation
At 99% confidence only about 2.5 exceptions are expected in 250 days, so a small sample cannot reliably distinguish a correct model from a moderately wrong one. Longer samples or lower confidence levels raise power. The other options state incorrect or unrelated claims.
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