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One important measurement issue concerns the fat tails…

“One important measurement issue concerns the fat tails problem that I mentioned earlier. VAR is concerned with extreme outcomes. If the tails of the probability distributions we are using are too thin, our VAR measures are likely to be too low.” quote by John Hull
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“One important measurement issue concerns the fat tails problem that I mentioned earlier. VAR is concerned with extreme outcomes. If the tails of the probability distributions we are using are too thin, our VAR measures are likely to be too low.”

John Hull

About This Quote

This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.

The passage warns that if a model’s distribution tails are too thin, Value‑at‑Risk will underestimate extreme losses, leading to insufficient risk buffers.

In simple terms: Thin‑tail models understate rare, large losses.

Key Takeaway

Use robust tail‑risk measures.

Themes

risk management finance modeling

Mood

analytical cautious

Type

technical educational

When to use this quote

  • bank capital planning
  • insurance pricing
  • portfolio allocation
  • regulatory compliance

Key Concepts

statistics fat tails stress testing

Questions to Reflect On

  • How do you validate tail assumptions?
  • What alternatives exist to VAR for extreme events?
A Different Perspective

Robust models can be complex and data‑intensive.

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