Interest in the short interest: The rise of private‐sector data

Abstract Short interest is currently required to be disclosed twice per month, but regulators have sought to increase this frequency. Meanwhile, short interest information from private third‐party vendors has emerged to meet investor demand on a daily basis. We find that daily private‐sector data strongly predict bimonthly regulatory disclosure. Furthermore, private‐sector data help price discovery, albeit with modest economic magnitude. Investors tend to underreact to the information content of private‐sector data mainly due to limits to arbitrage rather than market inattention. Despite the costly access to private‐sector data, we find no evidence that retail investors are harmed in their trades. Overall, our findings highlight the interplay between private‐sector and regulatory solutions in enhancing financial market transparency.

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Publication Details

Journal
Contemporary Accounting Research
Published
2025-08-08
DOI
https://doi.org/10.1111/1911-3846.13073
Citations
1
Primary Topic
Financial Markets and Investment Strategies
Type
article
Field-Weighted Citation Impact
2.21

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article

Interest in the short interest: The rise of private‐sector data

Wuyang Zhao, John M. McInnis, Y.-P. Chen, Minjae Kim
1 citations
Contemporary Accounting Research
Financial Markets and Investment Strategies
2.21
article

Interest in the short interest: The rise of private‐sector data

Wuyang Zhao, John M. McInnis, Y.-P. Chen, Minjae Kim
article en
1 citations

Abstract

Abstract Short interest is currently required to be disclosed twice per month, but regulators have sought to increase this frequency. Meanwhile, short interest information from private third‐party vendors has emerged to meet investor demand on a daily basis. We find that daily private‐sector data strongly predict bimonthly regulatory disclosure. Furthermore, private‐sector data help price discovery, albeit with modest economic magnitude. Investors tend to underreact to the information content of private‐sector data mainly due to limits to arbitrage rather than market inattention. Despite the costly access to private‐sector data, we find no evidence that retail investors are harmed in their trades. Overall, our findings highlight the interplay between private‐sector and regulatory solutions in enhancing financial market transparency.

Contemporary Accounting ResearchVol. 42(4)
McGill University (CA), Analysis Group (United States) (US), The University of Texas at Austin (US), Texas A&M University (US)
Houston Advanced Research Center, Lingnan University
Openalex Percentile: Top 11%
Financial Markets and Investment Strategies
2.21
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Interest in the short interest: The rise of private‐sector data — Wuyang Zhao, John M. McInnis, et al. · Contemporary Accounting Research (2025) | TGRS Research Map | TGRS