Study Finds Winding Financial Disclosures Common Among Recovering Firms
What happened
A study analyzing over 13,000 corporate filings filed with the U.S. Securities and Exchange Commission found a pattern called “circuitousness.” This pattern describes how related financial information is spread through a winding narrative rather than being grouped together. The research, conducted by Nicholas Guest and Jiawen Yan, observed that this pattern was more common among struggling firms that subsequently recovered.
From fingerlakes1.com
Why it matters
The findings suggest that the structure of a company's financial narrative, rather than just the length or complexity of the language, may indicate corporate resilience. The researchers used natural-language processing and machine learning to measure how discussions moved among related topics in annual reports.
From fingerlakes1.com
Who's involved
- Nicholas GuestCornell accounting researcher who co-authored the study.
- National University of SingaporeFaculty member at the National University of Singapore who collaborated on the research.
- SECRegulatory body where the analyzed annual reports were filed.
- YanResearcher who co-authored the study with Nicholas Guest.
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The entities involved
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Nicholas Guest
American actor
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National University of Singapore
autonomous research university in Singapore
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SEC
Slovak company
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