Identifying Demand Curves in Index Option Markets

We identify latent demands in index option markets using a sign-restricted vector autoregression (VAR) and highlight the bias from treating (equilibrium) net demand as exogenous. Market-maker and end-user demand curves are far from infinitely elastic as assumed by some models, but elasticities exceed existing estimates for equities. Characterizing demand curves provides insights into the structure of index option markets. Deteriorating market conditions are associated with right shifts of the latent demand curves. The at-the-money (ATM) (out-of-the-money (OTM)) markets for calls and puts are mainly driven by end-user (market-maker) demand, and end-user (market-maker) ATM (OTM) call option demand predicts S&P500 returns. This paper was accepted by Lukas Schmid, finance. Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2023.04263 .

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Journal
Management Science
Published
2026-01-27
DOI
https://doi.org/10.1287/mnsc.2023.04263
Primary Topic
Stochastic processes and financial applications
Type
article
Field-Weighted Citation Impact
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article

Identifying Demand Curves in Index Option Markets

Kris Jacobs, Anh Thu Mai, Paola Pederzoli
Management Science
Stochastic processes and financial applications
article

Identifying Demand Curves in Index Option Markets

Kris Jacobs, Anh Thu Mai, Paola Pederzoli
article en

Abstract

We identify latent demands in index option markets using a sign-restricted vector autoregression (VAR) and highlight the bias from treating (equilibrium) net demand as exogenous. Market-maker and end-user demand curves are far from infinitely elastic as assumed by some models, but elasticities exceed existing estimates for equities. Characterizing demand curves provides insights into the structure of index option markets. Deteriorating market conditions are associated with right shifts of the latent demand curves. The at-the-money (ATM) (out-of-the-money (OTM)) markets for calls and puts are mainly driven by end-user (market-maker) demand, and end-user (market-maker) ATM (OTM) call option demand predicts S&P500 returns. This paper was accepted by Lukas Schmid, finance. Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2023.04263 .

Management Science
Purdue University Northwest (US), University of Houston (US)
Openalex Percentile: Top 79%
Stochastic processes and financial applications
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