# The Hidden Flaw in Wall Street's Trillion-Dollar Maths Page: https://stenobird.com/podcast/stansberry-investor-hour-574654/the-hidden-flaw-in-wall-street-s-trillion-dollar-maths Text version: https://stenobird.com/podcast/stansberry-investor-hour-574654/the-hidden-flaw-in-wall-street-s-trillion-dollar-maths.md Podcast: [Stansberry Investor Hour](https://stenobird.com/podcast/stansberry-investor-hour-574654) Published: 2026-05-19T10:45:00+00:00 Episode link: https://investorhour.libsyn.com/the-hidden-flaw-in-wall-streets-trillion-dollar-maths Audio file: https://dts.podtrac.com/redirect.mp3/traffic.libsyn.com/secure/investorhour/SIH_EP._James.mp3?dest-id=520070 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/stansberry-investor-hour-574654/episodes/the-hidden-flaw-in-wall-street-s-trillion-dollar-maths Duration seconds: 3282 ## Resource In this week's Stansberry Investor Hour , Dan welcomes James Weatherall to the show. Unlike most of our guests, James does not come from a finance background. However, he has found interesting ways in which physics can change investing. You can check out his book The Physics of Wall Street here . James kicks things off by sharing his background in physics and philosophy. He's interested in mathematics and how it can be applied to the markets. He's a firm believer in using mathematical models to assist in investing but says that it's important to examine your models and check your assumptions that result from them. If one model is good for a particular use case, trying to use it in a different area or within a larger scope than it was originally intended can yield different results than expected. James discusses the models that Louis Bachelier and Edward Thorp (whom he writes about in his book The Physics of Wall Street ) created that would have a major impact on investing. (0:00) Next, James mentions extreme events similar to Black Monday and their probability of occurring. He notes that in the long term, investors with 401(k)s would be able to survive and even recover after major crashes. However, anyone who overleverages a trade or invests heavily in the short term is at a greater risk of having their portfolios be wiped out. James also mentions the Kelly criterion, a strategy developed by mathematician John Kelly. In short, this method involves having an understanding of what could happen with stocks better than the markets and using that to your advantage to make the optimized trades possible. And when asked if he would change anything about his ideas in The Physics of Wall Street , he remains adamant that his argument still holds up. (19:01) Finally, James mention… ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/stansberry-investor-hour-574654/episodes/the-hidden-flaw-in-wall-street-s-trillion-dollar-maths/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/stansberry-investor-hour-574654/the-hidden-flaw-in-wall-street-s-trillion-dollar-maths.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.