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Social media discussion of sell-side analyst research: evidence from Twitter

Review of Accounting Studies 2026 31(2), 1088-1130 open access
Abstract We examine Twitter discussion of sell-side analysts’ stock recommendation revisions. While many investors lack direct access to analyst research, we observe revision-related Twitter discussion associated with approximately 90 percent of the revisions in our sample, usually within three hours of their announcement. Revision-related Twitter discussion is greater for upgrades and for analysts from larger brokerages. Examining within-revision intraday price discovery, we observe increased price discovery during intraday windows with more revision-related tweets, especially for tweets that have more user engagement, are posted by more influential authors, or involve stocks with more intense retail trading volume. We find that revision-related retail trading is more intense and better predicts future returns for revisions with more revision-related Twitter discussion. We observe no such evidence for institutional investors who have direct access to sell-side research. Our results suggest that Twitter is an important channel in facilitating price discovery following analyst revisions, particularly among retail investors.

Are Analysts' Cash Flow Forecasts Naïve Extensions of Their Own Earnings Forecasts?

Contemporary Accounting Research 2013 30(2), 438-465
We examine the sophistication of analysts' cash flow forecasts to better understand what accrual adjustments, if any, analysts make when forecasting cash flows. As a preliminary step, we first demonstrate that prior empirical tests used to evaluate the sophistication of analysts' cash flow forecasts are not diagnostic. We then present three sets of evidence to triangulate our conclusion that analysts' cash flow forecasts incorporate meaningful accrual adjustments. First, we review a stratified random sample of 90 analyst reports and find that the majority of these analysts include explicit adjustments for working capital and other accruals in their cash flow forecasts. Second, using a large sample of analysts' cash flow forecasts from 1993–2008, we find that these forecasts outperform time‐series cash flow forecasts in correctly predicting the sign and magnitude of accruals. Finally, we find a significant market reaction to analysts' cash flow forecast revisions, suggesting that investors find these revisions informative. Collectively, our findings demonstrate that analysts' cash flow forecasts are not simply naïve extensions of their own earnings forecasts, but that they reflect meaningful and useful accrual adjustments. These findings are relevant to researchers who examine analysts' cash flow forecasts in a variety of settings, and to investors and practitioners who employ these forecasts for valuation purposes.

Whistle-Blowing: Target Firm Characteristics and Economic Consequences

The Accounting Review 2010 85(4), 1239-1271
ABSTRACT: We document the first systematic evidence on the characteristics and economic consequences of firms subject to employee allegations of corporate financial misdeeds. First, compared to a control group that avoided public whistle-blowing allegations, firms subject to whistle-blowing allegations were characterized by unique firm-specific factors that led employees to expose alleged financial misdeeds. Second, on average, whistle-blowing announcements were associated with a negative 2.8 percent market-adjusted five-day stock price reaction; this reaction was especially negative for allegations involving earnings management (−7.3 percent). Third, compared to a control group that exhibits similar characteristics, firms subject to whistle-blowing allegations were associated with further negative consequences including earnings restatements, shareholder lawsuits, and negative future operating and stock return performance. Finally, whistle-blowing targets exposed by the press were more likely to make subsequent improvements in corporate governance. Our results suggest whistle-blowing is far from a trivial nuisance for targeted firms, and on average, appears to be a useful mechanism for uncovering agency issues.

Corporate managers’ perspectives on forward-looking guidance: Survey evidence

Journal of Accounting and Economics 2024 78(2-3), 101731
We survey corporate managers of both guiding and non-guiding firms. We find that managers of firms that provide guidance say that they: (1) primarily provide guidance to satisfy analyst and investor demands and manage analysts’ earnings expectations; (2) are relatively unconcerned about proprietary or litigation costs (managers of non-guiding firms are more likely to see litigation risk as a concern); (3) predominantly issue guidance that is conservative relative to their internal expectations; (4) are concerned that guidance induces analysts and investors to focus on the short-term but not that it induces managers themselves to make myopic decisions internally. We also find that managers are miscalibrated about the accuracy of their guidance and that significant quantities of guidance that managers say their firms issue are not captured by conventional sources. We offer several other new insights relevant to the voluntary disclosure literature.

Employee quality and financial reporting outcomes

Journal of Accounting and Economics 2017 64(1), 123-149
We examine the association between employee quality and financial reporting outcomes. Using the average workforce education level in MSA(s) where the firm operates as a proxy for employee quality, we find that firms with a high-quality workforce exhibit higher accruals quality, fewer internal control violations, and fewer restatements. These firms also issue superior management forecasts, in terms of frequency, timeliness, accuracy, precision, and bias. Employees located at the firm's headquarters primarily drive our findings. Our evidence suggests employee quality, particularly at a firm's headquarters, is associated with both mandatory and voluntary disclosure quality.

Whistleblowers and Outcomes of Financial Misrepresentation Enforcement Actions

Journal of Accounting Research 2018 56(1), 123-171
ABSTRACT Whistleblowers are ostensibly a valuable resource to regulators investigating securities violations, but whether there is a link between whistleblower involvement and the outcomes of enforcement actions is unclear. Using a data set of employee whistleblowing allegations obtained from the U.S. government and the universe of enforcement actions for financial misrepresentation, we find that whistleblower involvement is associated with higher monetary penalties for targeted firms and employees and with longer prison sentences for culpable executives. We also find that regulators more quickly begin enforcement proceedings when whistleblowers are involved. Our findings suggest that whistleblowers are a valuable source of information for regulators who investigate and prosecute financial misrepresentation.

Private Lenders' Use of Analyst Earnings Forecasts When Establishing Debt Covenant Thresholds

The Accounting Review 2022 97(4), 187-207
ABSTRACT We examine whether lenders use analyst forecasts of the borrower's earnings as inputs when establishing covenant thresholds in private debt contracts. We find that, among debt contracts that include an earnings covenant, earnings thresholds are set closer to analyst forecasts when analysts have historically issued more accurate earnings forecasts. These results are robust to firm fixed effects and an instrumental variable approach. Further, we find that, following a plausibly exogenous decline in the availability of analyst earnings forecasts, debt contracts are less likely to include earnings covenants. Our evidence is consistent with lenders using analyst earnings forecasts as an input when establishing debt covenant thresholds and suggests sell-side analysts play a role in debt contracting.