Knowledge that Transforms

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The Roles of Data Providers and Analysts in the Production, Dissemination, and Pricing of Street Earnings

Journal of Accounting Research 2022 60(5), 1695-1740 open access
ABSTRACT In September 2009, Thomson Reuters (TR) discontinued its practice of relying on analysts to determine the treatment of unexpected charges and gains in favor of their immediate exclusion from GAAP earnings. Adopting a difference‐in‐differences approach, we show that this plausibly exogenous change in TR's methodology resulted in street earnings that are more predictive of future performance; and timelier, more accurate, and less dispersed analyst forecasts of future earnings, consistent with TR enhancing the properties of street earnings and analyst forecasts. Finally, using path analysis we show that a significant portion of TR's effect on price discovery is through its effect on analysts; and that the change in TR's treatment of unexpected items increased (decreased) the relative influence of TR (analysts) on the pricing of street earnings. We conclude that forecast data providers like TR are more than a conduit of information from analysts to investors.

Audit Implications of Non‐GAAP Reporting

Journal of Accounting Research 2022 60(5), 1947-1989
ABSTRACT We investigate whether non‐GAAP reporting affects the audit process and thereby the quality of the related financial statements. First, we provide evidence that auditors in numerous countries, including the United States and the United Kingdom, rely to varying degrees on non‐GAAP profit before tax as a benchmark for determining quantitative materiality. Then, using Premium Listed companies on the London Stock Exchange, we document that U.K. auditor reliance on non‐GAAP materiality benchmarks often results in a higher quantitative materiality amount and can lower audit quality. Although U.K. auditors appear skeptical of managers’ more aggressive non‐GAAP adjustments, auditors adopt more of management's low‐quality adjustments when auditor independence is weaker. In sum, our results suggest that non‐GAAP reporting can indirectly affect investors by reducing the rigor of the financial statement audit.

Assessing Human Information Processing in Lending Decisions: A Machine Learning Approach

Journal of Accounting Research 2022 60(2), 607-651 open access
ABSTRACT Effective financial reporting requires efficient information processing. This paper studies factors that determine efficient information processing. I exploit a unique small business lending setting where I am able to observe the entire codified demographic and accounting information set that loan officers use to make decisions. I decompose the loan officers’ decisions into a part driven by codified hard information and a part driven by uncodified soft information. I show that a machine learning model substantially outperforms loan officers in processing hard information. Loan officers can only process a sparse set of useful hard information identified by the machine learning model and focus their attention on salient signals such as large jumps in cash flows. However, the loan officers use salient hard information as “red flags” to highlight where to acquire more soft information. This result suggests that salient information is an attention allocation device: It guides humans to allocate their limited cognitive resources to acquire soft information, a task in which humans have an advantage over machines.

How Do Disclosure Repetition and Interactivity Influence Investors’ Judgments?

Journal of Accounting Research 2022 60(5), 1775-1811
ABSTRACT Recent regulatory amendments aimed at modernizing disclosures and enhancing their usefulness focus on repetition and interactivity within firms’ disclosure filings. We use two experiments to provide evidence on the effects of disclosure repetition (repeating of information in the filing) and disclosure interactivity (user involvement in directing the form or content of the information displayed) on investors’ information processing and investment judgments. Results show that repetition increases investors’ processing of repeated information, consistent with the informational role of repetition documented in prior research. In contrast, repetition reduces investors’ processing of other, nonrepeated information when the filing is less interactive. This evidence corroborates concerns that repetition can obscure value‐relevant information from investors. However, we find that more interactive disclosures mitigate this harmful effect of repetition on investors’ processing of nonrepeated information. Further, more interactive disclosures lead to deeper overall processing of both repeated and nonrepeated information, rather than more interactive disclosures redirecting investors’ attention and processing away from repeated information. Thus, our evidence suggests that disclosure interactivity is an important disclosure attribute that counteracts the potentially harmful effects of repetition on investors' processing of nonrepeated information, while preserving repetition's informational role.

The Information Content of Corporate Earnings: Evidence from the Securities Exchange Act of 1934

Journal of Accounting Research 2022 60(4), 1379-1418 open access
ABSTRACT We examine whether the Securities Exchange Act of 1934 increased the information content of corporate earnings disclosures. Prior research questions whether the Act improved disclosure quality but generally relies on long‐window tests and yields mixed results. We focus on whether the Act increased earnings informativeness, improving upon prior designs by focusing on short earnings announcement windows and employing a difference‐in‐differences design to control for potential contemporaneous structural changes. We document an increase in earnings informativeness following the Act, which is larger for treatment firms (which withheld disclosure before the Act) than for control firms. The increase in informativeness is more pronounced for firms that are subject to stronger enforcement.

Boards of a Feather: Homophily in Foreign Director Appointments Around the World

Journal of Accounting Research 2022 60(4), 1293-1335 open access
ABSTRACT We examine how similarity in institutional, legal, and social characteristics between a firm's and its directors’ home countries, that is, country‐pair homophily, affects foreign director appointments. We estimate a gravity model that includes economic and geographic proximity and find that country‐pair homophily is a significant determinant of foreign director appointments to corporate boards. We also find that country‐pair homophily limits the appointments of foreign directors from high‐quality governance countries to firms located in low‐quality governance countries, which may reduce the role of board internationalization in promoting the global convergence of governance practices. We analyze changes in foreign director appointments around the international adoption of IFRS and Norway's gender‐quota rule and find a higher appointment likelihood for directors originating from countries that are institutionally and culturally similar to that of the firm. Our findings point to the critical role that country‐pair homophily plays in matching director to boards with implications for the diffusion of governance practices globally.

Was Sarbanes–Oxley Costly? Evidence from Optimal Contracting on CEO Compensation

Journal of Accounting Research 2022 60(4), 1189-1234 open access
ABSTRACT This paper investigates the effects of regulatory interventions on contracting relationships within firms by examining the impacts of the Sarbanes–Oxley (SOX) Act on CEO compensation. Using panel data of the S&P 1500 firms, it quantifies welfare gains from a principal–agent model with hidden information and hidden actions. It finds that SOX: (1) reduced the conflict of interest between shareholders and their CEOs, mainly by reducing shareholder loss from CEOs deviating from their goal of expected value maximization; (2) increased the cost of agency, or the risk premium CEOs are paid to align their interests with those of shareholders; (3) increased administrative costs in the primary sector (which includes utilities and energy) but the effect in the other two broadly defined sectors, services and consumer goods, was more nuanced; and (4) had no effect on the attitude of CEOs toward risk.

Do Borrowers Intentionally Avoid Covenant Violations? A Reexamination of the Debt Covenant Hypothesis

Journal of Accounting Research 2022 60(5), 1741-1774
ABSTRACT In this study, we replicate and extend the Dichev and Skinner [DS: 2002] study on the debt covenant hypothesis (DCH). We start by replicating DS and find results consistent with theirs. We then extend their work by changing three aspects of the research design: histogram bin width, calculation of slack, and statistical test of discontinuity. We find that the inference from DS is generally robust to varying these choices, although sensitive to different bin widths, during their sample period. We extend our analysis to the period 2000–2019 and find that support for DCH remains robust. We do, however, find a lack of support for DCH when examining the most common financial covenant, debt‐to‐EBITDA. These findings suggest a more nuanced perspective on DCH, whereby different types of financial covenants provide different incentives and abilities to avoid technical default.

Did the Siebel Systems Case Limit the SEC's Ability to Enforce Regulation Fair Disclosure?

Journal of Accounting Research 2022 60(4), 1235-1291
ABSTRACT We examine whether a shock to the enforceability of Regulation Fair Disclosure (Reg FD) limited its ability to restrict the flow of private information between managers and investors. Although prior work provides evidence that Reg FD reduced managers’ selective disclosure of material information immediately following its promulgation, we posit that private information flows returned as a result of the Securities and Exchange Commission's (SEC's) public enforcement failure in SEC v. Siebel Systems, Inc . Using multiple settings, we find consistent evidence suggesting that Siebel changed the cost–benefit tradeoff for Reg FD compliance and effectively reversed the initial effects of the regulation. We also find that Siebel disrupted the equilibrium of selective disclosure activity, resulting in an unleveling effect among investors with respect to private information advantages. Finally, we find that Siebel also had real effects by altering managers’ capital structure decisions. Our findings run counter to the prevailing “mosaic theory” and gradual learning explanations for private information advantages in the extended post–Reg FD period and highlight the importance of enforcement in achieving intended regulatory outcomes.

Auditors Under Fire: The Association Between Audit Errors and the Career Setbacks of Individual Auditors

Journal of Accounting Research 2022 60(3), 853-900 open access
ABSTRACT This paper examines whether and how individual auditors are disciplined for audit errors. Taking advantage of the long history of auditor identity data from China, we find that signing auditors with client restatements are likely to lose the privilege of signing the audit reports of public clients. However, auditors can avoid this consequence by issuing a modified audit opinion to warn of the potential misstatement. We show that auditors are more likely to be disciplined when their firms operate in less concentrated audit markets. Finally, we find positive outcomes from the disciplinary action of the audit firms. Firms that discipline their auditors for restatements have a larger decrease in the rate of client restatements and a larger increase in market share, compared to nondisciplining firms. Their clients have a higher earnings response coefficient after the disciplinary action. In summary, our results suggest that individual auditors in China can face career setbacks when they produce poor quality audits.