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Harvard Professor and Quant Researcher Analyze Leveraged ETF Mechanics: The Interplay of Convexity Bonus and Volatility Drag

Episode 432 of the Rational Reminder Podcast features Marco Sammon, Assistant Professor of Finance at Harvard Business School, and Chris Murray, former equity quant and trader at Goldman Sachs and J.P. Morgan. Drawing on their research, the guests challenge common assumptions about daily rebalancing, volatility drag, and long-term performance of leveraged products. They introduce the concept of 'convexity bonus' and analyze how financing costs erode returns, offering a rigorous framework for evaluating break-even points in leveraged ETFs.

2026-10-22 17:30 GMT+8

This episode of the Rational Reminder Podcast (Episode 432) features two guests with deep backgrounds in both financial theory and practice: Marco Sammon, Assistant Professor of Finance at Harvard Business School, and Chris Murray, who holds a master's degree in machine learning from Carnegie Mellon University and previously worked as an equity quant and trader at Goldman Sachs and J.P. Morgan. Together, they authored a research paper on Leveraged Exchange-Traded Funds (LETFs), aiming to challenge traditional market perceptions through a rigorous mathematical framework.

The core topic of the episode is deconstructing the actual mechanics of leveraged ETFs, particularly the relationship between 'daily rebalancing', 'volatility drag', and long-term performance. The guests point out that leveraged ETFs do not simply provide a multiple of the underlying asset's long-term return, but rather target a multiple of the daily return. This mechanism leads to two competing effects: what they call the 'Convexity Bonus', where daily resets can create squared-return benefits under certain conditions, and 'Volatility Drag', where market fluctuations erode long-term wealth.

For professional readers, the value of this episode lies in providing a specific analytical framework to evaluate the applicability of leveraged products. The guests explain in detail why a leveraged ETF might still underperform even when its underlying stock rises substantially, attributing this primarily to the compounding effect of financing costs and fund fees. Additionally, the discussion covers how daily rebalancing can affect underlying stock prices, noting that these effects are more pronounced in volatile or less liquid markets.

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The episode concludes by discussing what these findings mean for investors considering leverage as part of a portfolio, distinguishing between the risk profiles of modest leverage on diversified indexes versus speculative single-stock products. Although the hosts describe the content as 'exceptionally nerdy', with portions of the conversation going over their heads, it offers a rare deep dive combining theory and practice for professionals needing to understand derivative structures, cost transmission mechanisms, and performance attribution.

Sources

  • rationalreminder.ca↗
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