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Social media livestreaming: Investor information or persuasion?

Journal of Accounting and Economics 2026 81(3), 101861 open access
We analyze over 27,000 social media livestreams by Chinese mutual funds to investigate whether they achieve regulators’ goal of improving retail investment decisions. Our findings indicate that livestreams generate significant inflows, often within minutes of their start times. Yet rather than educating investors, livestreams amplify return-chasing behavior and predict sharp declines in fund performance. Investors who buy in response to livestreams would earn higher returns by holding index funds or even cash. Further analyses using deep learning algorithms reveal that livestreams are more persuasive when speakers are more physically attractive, use more positive language, and sound more excited. We conclude that livestreams primarily function as persuasive advertising and that regulators should be wary of educational efforts led by sellers of consumer financial products. We also conclude that prior evidence on the benefits of firms’ social media use in equity markets does not extend to financial product markets in this setting.

Market (in)attention and the strategic scheduling and timing of earnings announcements

Journal of Accounting and Economics 2015 60(1), 36-55
We investigate whether managers “hide” bad news by announcing earnings during periods of low attention, or by providing less forewarning of an upcoming earnings announcement. Our findings are consistent with managers reporting bad news after market hours, on busy days, and with less advance notice, and with earnings receiving less attention in these settings. Paradoxically, our findings indicate that managers also report bad news on Fridays, but we do not find lower attention on Fridays. Further, we find negative returns when the market is notified of an upcoming Friday earnings announcement, which is consistent with investors inferring forthcoming bad news.

Disclosure processing costs, investors’ information choice, and equity market outcomes: A review

Journal of Accounting and Economics 2020 70(2-3), 101344
This paper reviews the literature examining how costs of monitoring for, acquiring, and analyzing firm disclosures – collectively, “disclosure processing costs” – affect investor information choices, trades, and market outcomes. The existence of disclosure processing costs means that disclosures are not “public” information as traditionally defined, but instead can be a form of costly private information. Conceptualizing disclosures as private information makes it clear that learning from disclosures is an active economic choice and that disclosure pricing cannot be perfectly efficient. We review the analytical and empirical literature on sources of processing costs and how these costs affect equity market outcomes, primarily within rational equilibria. We also discuss studies of the feedback effects of investors' processing costs on managers’ choices about disclosure and corporate actions. We conclude that disclosure processing costs have implications for a wide array of accounting research and phenomena, but we are only just beginning to understand their effects.

Retail bond investors and credit ratings

Journal of Accounting and Economics 2023 76(1), 101587
Using comprehensive data on U.S. corporate bond trades since 2002, we find evidence that retail bond investors overrely on untimely credit ratings to their financial detriment. Specifically, they appear to select bonds by first screening on a credit rating and then sorting by yield, buying the highest-yielding bonds within each rating level. Because yields lead credit rating changes, selecting on yield-within-rating means that retail investors systematically trade in the opposite direction of changing fundamentals, buy in advance of credit downgrades and defaults, and materially underperform a diversified portfolio. Our study provides new evidence of ill-informed retail trading in a market that is thought to be relatively sophisticated, corroborates regulators’ concerns about investor overreliance on credit ratings, and contributes to the academic literature on the roles and consequences of credit ratings in debt markets.

The revolving door and the SEC’s enforcement outcomes: Initial evidence from civil litigation

Journal of Accounting and Economics 2015 60(2-3), 65-96
We investigate the consequences of the “revolving door” for trial lawyers at the SEC’s enforcement division. If future job opportunities motivate SEC lawyers to develop and/or showcase their enforcement expertise, then the revolving door phenomenon will promote more aggressive regulatory activity (the “human capital” hypothesis). In contrast, SEC lawyers can relax enforcement efforts in order to develop networking skills and/or curry favor with prospective employers at private law firms (the “rent seeking” hypothesis”). We collect data on the career paths of 336 SEC lawyers that span 284 SEC civil cases against accounting misrepresentation over the period 1990–2007. Our overall evidence is consistent with the “human capital” hypothesis. However, we find some evidence of “rent seeking” when SEC lawyers are based in Washington DC and when defense firms employ more former SEC lawyers. The revolving door likely impacts numerous aspects of SEC regulation setting and enforcement. This study examines accounting-related civil cases and is not able to study administrative or non-accounting enforcement cases. Further, the study does not address the choice of which cases to pursue, the incentives of employees other than trial lawyers, or how the revolving door affects rule making. Subject to these caveats, our study provides an important first look into the effects of revolving door incentives on the SEC’s enforcement process and lays the groundwork for future research.

Obfuscation in mutual funds

Journal of Accounting and Economics 2021 72(2-3), 101429 open access
Mutual funds hold 32% of the U.S. equity market and comprise 58% of retirement savings, yet retail investors consistently make poor choices when selecting funds. Theory suggests poor choices are partially due to fund managers creating unnecessarily complex disclosures and fee structures to keep investors uninformed and obfuscate poor performance. An empirical challenge in investigating this “strategic obfuscation” theory is isolating manipulated complexity from complexity arising from inherent differences across funds. We examine obfuscation among S&P 500 index funds, which have largely the same regulations, risks, and gross returns but charge widely different fees. Using bespoke measures of complexity designed for mutual funds, we find evidence consistent with funds attempting to obfuscate high fees. This study improves our understanding of why investors make poor mutual fund choices and how price dispersion persists among homogeneous index funds. We also discuss insights for mutual fund regulation and academic literature on corporate disclosures.