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Are Credit Ratings More Rigorous for Widely Covered Firms?

The Accounting Review 2018 93(6), 61-94
ABSTRACT We study how business press coverage can discipline credit rating agency actions. Because of their greater prominence and visibility to market participants, more widely covered firms can pose greater reputational costs for rating agencies. Consistent with rating agencies limiting such risk, we find that ratings for more widely covered firms are more timely and accurate, downgraded earlier and systematically lower in the year prior to default, and better predictors of default and non-default. We also find that the recent tightening of credit rating standards is largely explained by growing business press coverage of public debt issuers. Additionally, we find that credit rating agencies take explicit actions to improve their ratings by assigning better educated and more experienced analysts to widely covered firms. Moreover, we document that missed defaults of more visible firms create greater negative economic consequences for rating agencies, and that rating improvements following the financial crisis were greater for more visible firms. Data Availability: All data are publicly available from the sources identified in the text.

Conflicts of interest in subscriber-paid credit ratings

Journal of Accounting and Economics 2024 77(1), 101614
We provide the first evidence of systematic bias among an emerging type of credit rating agency that relies on subscriptions from institutional clients as its primary source of revenue. Using data from Egan-Jones Ratings Company (EJR), a representative subscriber-paid rating agency, we show that EJR issues more optimistically biased credit ratings, less timely downgrades, and less accurate ratings for firms held by more EJR clients. Our evidence is consistent with EJR optimistically biasing its ratings to bolster subscriber revenue, which allows institutional clients to invest in riskier bonds with higher expected returns. Taken together, our findings suggest that the emergence of subscriber-paid rating agencies as an alternative to more traditional issuer-paid agencies is unlikely to resolve problems arising from conflicts of interest but rather alter the nature of these conflicts in the ratings process.

A plain English measure of financial reporting readability

Journal of Accounting and Economics 2017 63(2-3), 329-357 open access
We propose a new measure of readability, the Bog Index, which captures the plain English attributes of disclosure (e.g., active voice, fewer hidden verbs, etc.). We validate this measure using a series of controlled experiments and an archival-based regulatory intervention to prospectus filing readability. We also demonstrate the importance of understanding the underlying drivers of quantity-based measures of readability. In particular, we caution researchers that a vast amount of the variation in Form 10-K file size over time is driven by the inclusion of content unrelated to the underlying text in the 10-K (e.g., HTML, XML, PDFs).

Wearing out the Watchdog: The Impact of SEC Case Backlog on the Formal Investigation Process

The Accounting Review 2024 99(1), 81-104
ABSTRACT We examine a comprehensive set of investigations by the SEC’s Division of Enforcement offices to provide evidence on the consequences of these office’s busyness on the formal investigation process. We find that higher office case backlog decreases the likelihood of an investigation into a restating firm. Our results show no evidence that higher backlogs affect the SEC’s ability to pursue cases involving revenue recognition issues and high insider trading, which is consistent with the agency’s stated priorities. But our findings indicate that busy SEC offices are less likely to pursue cases with the largest shareholder losses, which is inconsistent with SEC priorities. Backlog also impacts pursued investigations, leading to more prolonged investigations, a lower Accounting and Auditing Enforcement Releases likelihood, and smaller SEC penalties. Our evidence suggests that busyness undermines the SEC’s investigation process. JEL Classifications: G18; G38; K42; M41.

Do Credit Ratings Reflect Private Information about SEC Investigations?

The Accounting Review 2025 100(2), 21-44
ABSTRACT Despite private access to managers, issuer-paid credit rating agencies (CRAs) are often criticized for failing to promptly reflect material negative private information in their ratings and being ineffective corporate watchdogs. We utilize a novel dataset of private SEC investigations to examine the timeliness and informativeness of CRAs’ rating adjustments in response to material negative private information. Our evidence suggests that CRAs adjust ratings downward within a quarter following the opening of an SEC investigation. Moreover, these adjustments are over three times larger for those investigations that ultimately yield an enforcement action than for those that do not, suggesting that CRAs quickly form sophisticated expectations about the materiality of the private information. Additionally, rating downgrades during the investigations are more informative to the stock market than other rating downgrades. Overall, our evidence suggests that CRAs reduce information asymmetry in the capital markets by timely incorporating material private information in their ratings. Data Availability: All data are available from the sources cited in the text. JEL Classifications: D82; G24; G30; M40; M41.