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With Leverage, the Gambler is Not the One Who Gets Ruined

William Kuszmaul

Source record

Source: arXiv

Published: Oct 13, 2026

arXiv: 2610.19239

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Source abstract

In this note we explore the following simple question: How does the classic \emph{gambler's ruin} phenomenon change if we allow the gambler \emph{financial leverage}? We show that, with a moderate amount of leverage, it is possible for an (idealized) gambler to sustain seemingly improbable profits over a remarkably long time horizon without ever going bankrupt, \emph{even} if the gambler makes only fair bets. With a leverage ratio of L=10L = 10 (less than what Lehman Brothers Holdings had from 1995--2008), the probability of multiplying one's money by 1000×1000\times without going bankrupt is roughly 50%50\%. More generally, given LL-fold leverage, and given the goal of multiplying one's money by a factor of r>1r > 1, the optimal gambling strategy has probability roughly r−1/Lr^{-1/L} of success. The results in this note are designed as part of the course development for the CMU randomized algorithms course.

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With Leverage, the Gambler is Not the One Who Gets Ruined — Mathematical Frontier Network