medium · Frm Part 2 Market Risk

An institutional desk uses a historical-simulation (HS) approach to estimate Value at Risk (VaR). They are debating between basic equal-weighted HS and the Hull-White volatility-weighted refinement.

Which of the following is a unique capability of the Hull-White approach relative to basic HS?

  1. It implicitly embeds tail dependence without requiring a correlation matrix.
  2. It can produce a VaR estimate that exceeds the maximum loss observed in the historical sample window.
  3. It eliminates the 'ghost effect' where old volatile data points drop out of the window.
  4. It ensures that the resulting VaR is always higher than the basic HS VaR in all market regimes.

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