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Daily Inspiration Quote by John C. Hull

"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"

About this Quote

Risk managers love tidy numbers because tidy numbers travel well: into slide decks, board packets, even regulatory filings. Hull’s warning punctures that comfort. VaR pretends to be a flashlight aimed at the darkest corner of a portfolio, but it only works if your model believes darkness exists. “Fat tails” is the blunt admission that markets don’t just wobble; they lurch. A distribution with “thin” tails is a story in which catastrophic days are vanishingly rare, which makes the risk metric look impressively small. The subtext is not mathematical nitpicking. It’s institutional critique: if you underestimate tail risk, you don’t merely mis-measure danger; you manufacture permission.

Hull’s intent is pedagogical but also corrective. VaR is “concerned with extreme outcomes,” yet its most common implementations are built on assumptions (often normality, often recent historical windows) that systematically downplay extremes. That mismatch is the entire problem: a tool designed for crises is routinely fed crisis-denying inputs. His phrasing “likely to be too low” is almost understated, a professor’s calm way of pointing to a recurring pattern in finance: models that behave beautifully until they matter.

Context matters here. Hull writes in the long shadow of blowups where VaR looked fine right up to the moment it didn’t: 1987, LTCM, 2008, the periodic “once-in-a-century” events that show up every decade. The line is a reminder that sophistication in risk isn’t adding decimals; it’s refusing comforting assumptions about how bad things can get.

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TopicInvestment
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APA Style (7th ed.)
Hull, John C. (2026, January 16). 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. FixQuotes. https://fixquotes.com/quotes/one-important-measurement-issue-concerns-the-fat-100760/

Chicago Style
Hull, John C. "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." FixQuotes. January 16, 2026. https://fixquotes.com/quotes/one-important-measurement-issue-concerns-the-fat-100760/.

MLA Style (9th ed.)
"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." FixQuotes, 16 Jan. 2026, https://fixquotes.com/quotes/one-important-measurement-issue-concerns-the-fat-100760/. Accessed 4 Mar. 2026.

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VAR and Fat Tails: Hull on Extreme Outcomes in Risk Measurement
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About the Author

John C. Hull

John C. Hull (born October 31, 1939) is a Professor from USA.

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