"Our research led on to other things, such as the fact that exchange rates are not lognormally distributed"
About this Quote
The intent is pedagogical, but the subtext is a quiet rebuke to model worship. By framing a major empirical failure as an incidental "such as", he normalizes a core reality of the field: markets have fat tails, skew, jumps, crashes, and the kind of correlation breakdowns that only show up when it matters. The academic dryness is part of the strategy. He doesn't need to dramatize it because practitioners already know what "not lognormally distributed" means in human terms: risk managers get fired, hedges leak, and "once in a thousand years" events arrive on a quarterly schedule.
Context matters here. Hull is a finance professor best known for turning messy derivatives theory into teachable structure. This line reads like a wink from inside the curriculum: yes, we start with clean distributions to build intuition; no, you don't get to stop there. The sophistication isn't in memorizing the model. It's in noticing where reality refuses to cooperate, and building systems that survive that refusal.
Quote Details
| Topic | Money |
|---|---|
| Source | Help us find the source |
| Cite |
Citation Formats
APA Style (7th ed.)
Hull, John C. (2026, January 16). Our research led on to other things, such as the fact that exchange rates are not lognormally distributed. FixQuotes. https://fixquotes.com/quotes/our-research-led-on-to-other-things-such-as-the-83736/
Chicago Style
Hull, John C. "Our research led on to other things, such as the fact that exchange rates are not lognormally distributed." FixQuotes. January 16, 2026. https://fixquotes.com/quotes/our-research-led-on-to-other-things-such-as-the-83736/.
MLA Style (9th ed.)
"Our research led on to other things, such as the fact that exchange rates are not lognormally distributed." FixQuotes, 16 Jan. 2026, https://fixquotes.com/quotes/our-research-led-on-to-other-things-such-as-the-83736/. Accessed 4 Mar. 2026.
