Excess Returns
Excess Returns

The Biggest Lessons From Our Five Most Popular Interviews of 2020

When we started our podcast late last year, we were hoping we could create something that would be educational and informative for people who follow our content. We were hoping we could take some of the lessons we have learned in running quant models over the past decade and share them with other in

Featured Speakers

Excess Returns HostCorey Hofstein Guest

Topics Discussed

Episode Summary

Executive Summary: This episode revisits the show's most popular interviews of 2020, highlighting a recurring theme: markets and investing are changing in ways traditional frameworks may not fully capture. It features Corey Hofstein on liquidity cascades and market structure, Tobias Carlisle on value investing through crises, Wes Gray on first-principles factor construction, Kai Wu on disruption measurement via machine learning, and Jim O'Shaughnessy on parenting, curiosity, and raising independent adults.

Main Topics: Liquidity cascades and market structure (Priority: 5/5): Corey Hofstein argues that Fed policy, passive flows, and derivatives have interacted to create a more unstable, reflexive market environment, especially visible in March 2020. Fed policy as a market force (Priority: 5/5): The discussion frames central banks as active market participants whose suppression of rates and volatility pushes investors toward risk-taking and contingent strategies. Passive investing and volatility-contingent behavior (Priority: 4/5): The rise of passive ownership and risk-managed equity strategies is presented as a force that can distort liquidity and amplify downside moves when markets stress. Value investing in crises (Priority: 4/5): Tobias Carlisle explains that crisis investing is not fundamentally different from normal value investing: the key is surviving near-term uncertainty while relying on balance sheet and business quality. First-principles factor construction (Priority: 4/5): Wes Gray critiques indiscriminate value composites, arguing that factor selection should be grounded in financial economics rather than backtest-driven complexity. Disruption as a better lens than industry classification (Priority: 5/5): Kai Wu shows how machine learning and topic modeling can identify disruptive firms and themes more accurately than static industry labels. Parenting and raising independent adults (Priority: 3/5): Jim O'Shaughnessy emphasizes curiosity, autonomy, and patient guidance, arguing that the goal of parenting is to raise capable adults rather than compliant children.

Key Arguments: Markets are being shaped by the interaction of Fed policy, passive flows, and derivatives, not by any one factor alone. Suppressing rates and volatility pushes investors up the risk curve and into passive or volatility-contingent strategies. During stress events like March 2020, liquidity can vanish as high-frequency traders become capital constrained and volatility-contingent strategies become liquidity takers. Value investing in crises remains a normal exercise in assessing survival and intrinsic value under uncertainty; the front-end forecast often matters less than assumed. Book-to-market is not a good measure of earnings power for many modern businesses, so combining it with other value metrics can add noise rather than insight. Backtests can mechanically improve Sharpe ratios when combining correlated, high-expectation variables, but that does not prove economic validity. Industry classifications miss much of what matters in disruption because they are binary and static; text-based topic modeling can better capture evolving business models. A disruptive-style portfolio can be built systematically using NLP and thematic exposure, and it may differ substantially from traditional growth screens. Good parenting should prioritize curiosity, reasoning, and autonomy so children become resilient and self-directed adults.

Data Points: March 2020: Referenced as the key market stress event that inspired Corey Hofstein's research - COVID crash and liquidity stress were central to the liquidity cascade thesis 2010s / past decade: Repeatedly referenced as the period in which passive investing, derivatives, and Fed intervention intensified - Used to frame structural market change and value underperformance Three: Number of main narratives in Corey Hofstein's market framework: Fed support, passive investing, and derivatives - The paper ties these trends into a single market incentive loop 3: Number of children Jim O'Shaughnessy raised - He describes their different careers as evidence of independent development 3: Number of children with distinct careers: asset management CEO, stand-up comedian, children's book author - Illustrates Jim's parenting philosophy of encouraging unique paths 20%: Of financials classified as disruptive and of IT companies classified as non-disruptive - Kai Wu uses this to show industry labels do not map perfectly to disruption 1-0: Binary disruptive/not disruptive classification score - Kai Wu simplifies his disruption metric for the paper 2: Approximate number of grandchildren Jim O'Shaughnessy mentions - He notes having two grandkids, ages six and four 6 and 4: Ages of Jim O'Shaughnessy's grandchildren - Used in the parenting discussion 24: Age when Jim and his wife had their first child - Shows how early they began parenting 22: Age when Jim and his wife got married - Provides context for their family decisions

Pivotal Quotes: "These are not core new narratives that I've developed. These are just things that are, we're all out there." — Corey Hofstein: He explains that his research synthesizes existing market-structure ideas rather than inventing a new thesis "My goal is to raise great adults." — Jim O'Shaughnessy: He summarizes his parenting philosophy and the standard by which he evaluated decisions "Book to market does not measure anything related to the earnings power of a firm outside of insurance companies and financial firms." — Wes Gray: He argues against overreliance on book-to-market as a universal value metric

Implications: Listeners should think more critically about market structure, factor construction, and classification schemes. The episode suggests that modern markets require integrating policy, flows, and behavior, while investing and parenting both benefit from first principles and long-term thinking.

🔓 Sign Up for Unlimited Episode Search

About Excess Returns

Excess Returns is dedicated to making you a better long-term investor and making complex investing topics understandable. Join Jack Forehand, Justin Carbonneau and Matt Zeigler as they sit down with some of the most interesting names in finance to discuss topics like macroeconomics, value investing, factor investing, and more.

View all episodes from Excess Returns