Option Characteristics as Cross-Sectional Predictors
59 Pages Posted: 8 Mar 2021 Last revised: 30 Jan 2023
Date Written: March 1, 2021
Abstract
We provide the first comprehensive analysis of option information for pricing the cross-section of
stock returns by jointly examining extensive sets of firm and option characteristics. Using portfolio
sorts and high-dimensional methods, we show that certain option measures have significant predictive power, even after controlling for firm characteristics, earning a Fama-French three-factor alpha in excess of 20% per annum. Our analysis further reveals that the strongest option characteristics are associated with information about asset mispricing and future tail return realizations. Our findings are consistent with models of informed trading and limits to arbitrage.
Keywords: Asset Pricing, Factor Models, High-dimensional Methods, Option-implied Risk
JEL Classification: C13, C14, G11, G12, G14
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