Research Notebook

Many explanations for the same fact

June 18, 2021 by Alex

Neighborhood of x=0

Asset-pricing research consistently produces many different explanations for the same empirical facts. As a rule of thumb, you should expect asset-pricing researchers to wildly overachieve. Behavioral researchers can typically point to several … [Continue reading]

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Why do ‘as if’ critiques only apply to survey evidence?

November 10, 2020 by Alex

Milton Friedman laid out his methodological approach to doing economics in his 1953 essay, The Methodology of Positive Economics. This essay gives his answer to the question: What constitutes a good economic model? Or, put differently, how would you … [Continue reading]

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Consumption Risk In Modern Macro-Finance Models

October 8, 2020 by Alex

Stocks returns are $8\%$ per year higher than bond returns on average. It's hard to explain such a large equity premium using the standard consumption-based model because consumption growth isn't risky enough. So, to fix this problem, modern … [Continue reading]

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Factor Models, Little Green Men, And Machine Learning

June 28, 2019 by Alex

Economists use machine learning (ML) to study asset prices in two different ways. Approach #1: use these techniques to predict the cross-section of expected returns---i.e., to predict which stocks are most likely to have high or low future returns. … [Continue reading]

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Risk-Factor Identification: A Critique

May 26, 2019 by Alex

In standard cross-sectional asset-pricing models, expected returns are governed by exposure to aggregate risk factors in a market populated by fully rational investors. Here's how these models work. Because investors are fully rational, they … [Continue reading]

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