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Who Trades on Pro Forma Earnings Information?

The Accounting Review 2007 82(3), 581-619 open access
In recent years, many companies have emphasized adjusted-GAAP earnings numbers in their quarterly press releases. While managers use different names to describe these nonstandard earnings metrics, the financial press frequently refers to them as “pro forma” earnings. Managers and other advocates of pro forma reporting argue that these disclosures provide a clearer picture of companies' core earnings. On the other hand, regulators, policymakers, and the financial press often allege that managers' pro forma earnings disclosures are opportunistic attempts to mislead investors. Recent evidence suggests that while many pro forma earnings disclosures are altruistically motivated, some may represent managers' attempts to portray overly optimistic financial performance. If this is the case, then less wealthy, less sophisticated, individual investors are arguably the most at risk of being misled. Consequently, this study investigates who trades on pro forma earnings information. Our intraday investigation of transactions around earnings announcements containing pro forma earnings information reveals that less sophisticated investors' announcement-period abnormal trading is significantly positively associated with the magnitude and direction of the earnings surprise based on pro forma earnings. In contrast, we find no association between sophisticated investors' trading and manager-reported pro forma information. Overall, our analyses and numerous robustness tests suggest that the segment of the market that relies on pro forma earnings information is populated predominantly by less sophisticated individual investors. This evidence is particularly relevant to standard-setters and regulators given that Section 401(b) of the Sarbanes-Oxley Act of 2002 and subsequent SEC regulations are specifically designed to protect ordinary investors from misleading pro forma information.

REPORT OF THE COMMITTEE ON EDUCATIONAL STANDARDS.

The Accounting Review 1964 39(2), 447-456
The article presents a report of the Committee on Educational Standards. The purpose of accounting education is to prepare students for careers in accounting and in related fields and to prepare them to deal effectively with problems they will face as practicing members of their profession and as responsible citizens of the social and economic community in which they live. In recent years, the pattern of collegiate education for business in the U.S. has received considerable attention. The resulting re-examination of objectives, evaluations of course content, and revisions of curricula have had a major impact on accounting education as an element in the business school program. As the accounting function in modern society grows, the role of the accountant inevitably becomes larger and more important. The demand for well-educated accountants is currently high and promises to remain strong in the foreseeable future. The purpose of this study is to formulate some guidelines pointing to the educational standards that should prevail in any institution of higher education that offers degree programs involving a major in accounting, to the end that one or more degrees in accounting will indicate a standard of educational background and qualification for a professional field.

Securing Property Rights

Journal of Political Economy 2021 129(4), 1157-1192
A central challenge in securing property rights is the subversion of justice. We present a model of a polluter whose discharges harm multiple owners, and we compare property rules, liability rules, and regulation on efficiency grounds. We provide conditions under which property rules are preferred to liability rules, thus verifying the Calabresi-Melamed conjecture. Regulation that enforces partial abatement may be preferred to either of the extreme rules. An empirical analysis of water quality in the United States before and after the Clean Water Act shows that the effects of regulation are consistent with several predictions of the model.

Off the Charts: Massive Unexplained Heterogeneity in a Global Study of Ambiguity Attitudes

The Review of Economics and Statistics 2018 100(4), 664-677 open access
Ambiguity attitudes have been prominently used in economic models, but we still know little about their demographic correlates or their generalizability beyond the West. We analyze the ambiguity attitudes of almost 3,000 students across thirty countries. For gains, we find ambiguity aversion everywhere, while ambiguity aversion is much weaker for losses. Ambiguity attitudes change systematically with probabilities for both gains and losses. Much of the between-country variation can be explained through a fewmacroeconomic characteristics. In contrast, we find massive unexplained variation at the individual level. We also find much unexplained heterogeneity in individual responses to different decision tasks.

Tax Boycotts

The Accounting Review 2024 99(1), 1-29
To what extent do U.S. consumers change their purchase behavior or, in the extreme, boycott companies based on negative information about corporate tax activities? Practitioner publications and academic research identify consumers as a key corporate tax stakeholder. But we have limited empirical evidence whether information about corporate tax activities influences consumer actions. We undertake a comprehensive study of this question, triangulating across several settings. First, a representative sample of consumers suggests they rarely boycott in response to corporate tax activities. Next, an analysis of granular retail scanner data fails to provide compelling evidence of consumer purchase responses to negative tax news. An analysis of individual foot traffic at retail establishments around negative tax news again fails to suggest U.S. consumers change their shopping activities in response to negative tax news. The combined evidence suggests consumers do not meaningfully alter their purchase behavior in response to negative tax news.

Out of Control: The (Over) Use of Controls in Accounting Research

The Accounting Review 2022 97(3), 395-413
In the absence of random treatment assignment, the selection of appropriate control variables is essential to designing well-specified empirical tests of causal effects. However, the importance of control variables seems under-appreciated in accounting research relative to other methodological issues. Despite the frequent reliance on control variables, the accounting literature has limited guidance on how to select them. We evaluate the evolution in the use of control variables in accounting research and discuss some of the issues that researchers should consider when choosing control variables. Using simulations, we illustrate that more control is not always better and that some control variables can introduce bias into an otherwise well-specified model. We also demonstrate other issues with control variables, including the effects of measurement error and complications associated with fixed effects. Finally, we provide practical suggestions for future accounting research. Data Availability: All data used are publicly available from sources cited in the text.

Do Career Concerns Affect the Delay of Bad News Disclosure?

The Accounting Review 2018 93(2), 61-95
Theory argues that career concerns (i.e., concerns about the impact of current performance on contemporaneous and future compensation) encourage managers to withhold bad news disclosure. However, empirical evidence regarding the extent to which a manager's career concerns are associated with a delay in bad news disclosure is limited. Across multiple proxies for career concerns, we find that the extent to which managers delay bad news is positively associated with their level of career concerns. Then, we hand-collect data on a compensation contract that firms use to reduce CEOs' career concerns (i.e., ex ante severance pay agreements). We find that if managers receive a sufficiently large payment in the event of dismissal, they no longer delay the disclosure of bad news. Overall, our findings support prior theoretical evidence that managers delay bad news disclosure due to career concerns and suggest a mechanism through which firms can mitigate the delay. JEL Classifications: M12; M41. Data Availability: Data are available from the public sources cited in the text.

Pre-Empting Disclosure? Firms’ Decisions Prior to FIN No. 48

The Accounting Review 2010 85(3), 791-815
FIN No. 48, Accounting for Uncertainty in Income Taxes (FASB 2006), requires firms to disclose tax reserves and to record changes in tax reserves at adoption of FIN No. 48 as cumulative effect adjustments in stockholders’ equity. We predict that between the enactment and adoption of FIN No. 48, relative to historical levels, firms settle disputes more often to potentially decrease visibility to the IRS and release reserves more often to reduce scrutiny and increase earnings (as opposed to retained earnings). We analyze 2005 and 2006 10-Qs and 10-Ks for the 100 largest nonfinancial, nonutility firms followed by analysts. Between enactment and adoption of FIN No. 48, relative to historical levels, firms report more settlements with tax authorities and release reserves more frequently. In addition, firms with higher IRS deficiencies are more likely to settle disputes. Between enactment and adoption of FIN No. 48, firms increased earnings by releasing $4.4 billion of tax reserves, nearly equaling the $4.5 billion released at adoption.

The Impact of SFAS No. 131 Business Segment Data on the Market's Ability to Anticipate Future Earnings

The Accounting Review 2005 80(3), 773-804
This study investigates the effect of firms' adoption of SFAS No. 131 segment disclosure rules on the stock market's ability to predict the firms' earnings, as captured by the forward earnings response coefficient (FERC). The FERC is the association between current-year returns and next-year earnings. SFAS No. 131, effective for fiscal years beginning after December 15, 1997, arguably increased both the quantity and quality of segment disclosure. Consistent with the standard's intended qualitative effects, pre-131 multi-segment firms experienced a significant increase in FERC after adopting SFAS No. 131. Consistent with the standard's intended quantitative effects, many pre-131 single-segment firms began disclosing multiple segments, and those that did experienced an increase in FERC. However, pre-131 single-segment firms that remained single segment (i.e., were unaffected by SFAS No. 131) had no change in FERC, indicating that the increase in FERC for 131-affected firms is not due to some other event concurrent to the adoption of SFAS No. 131. These results are robust under numerous procedures that control for characteristics of the sample firms and their earnings, providing strong evidence that SFAS No. 131 resulted in an increase in stock price informativeness for affected firms. Thus, we provide the first empirical price-based evidence that SFAS No. 131 provided more information (about future earnings) to the market, as the standard's proponents have suggested.

The Logic of Insurgent Electoral Violence

American Economic Review 2018 108(11), 3199-3231 open access
Competitive elections are essential to establishing the political legitimacy of democratizing regimes. We argue that insurgents undermine the state’s mandate through electoral violence. We study insurgent violence during elections using newly declassified microdata on the conflict in Afghanistan. Our data track insurgent activity by hour to within meters of attack locations. Our results suggest that insurgents carefully calibrate their production of violence during elections to avoid harming civilians. Leveraging a novel instrumental variables approach, we find that violence depresses voting. Collectively, the results suggest insurgents try to depress turnout while avoiding backlash from harming civilians. Counterfactual exercises provide potentially actionable insights for safeguarding at-risk elections and enhancing electoral legitimacy in emerging democracies.