medium · FRM Part 2 Market Risk

The Cornish-Fisher expansion is used to adjust a VaR estimate for non-normality.

If a return distribution exhibits negative skewness and positive excess kurtosis, how will the adjusted VaR compare to the standard normal VaR?

  1. The direction of the change is ambiguous and depends entirely on the mean of the distribution.
  2. The VaR remains the same, as the expansion only affects the ES (Expected Shortfall).
  3. The adjusted VaR will be lower, as non-normality reduces the impact of tail events.
  4. The adjusted VaR will be higher than the normal VaR.

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