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Earnings Smoothness, Average Returns, and Implied Cost of Equity Capital

The Accounting Review 2010 85(1), 315-341 open access
ABSTRACT: Despite a belief among corporate executives that smooth earnings paths lead to a lower cost of equity capital, I find no relation between earnings smoothness and average stock returns over the last 30 years. In other words, owners of firms with volatile earnings are not compensated with higher returns, as one would expect if volatile earnings lead to greater risk exposure. Although prior empirical work links smoother earnings to a lower implied cost of capital, I offer evidence that this link is driven primarily by optimism in analysts' long-term earnings forecasts. This optimism yields target prices and implied cost of capital estimates that are systematically too high for firms with volatile earnings. Overall, the evidence is inconsistent with the notion that attempts to smooth earnings can lead to a lower cost of equity capital.

Gone but not forgotten: Investor reaction to “excluded” recurring expenses

Journal of Accounting and Economics 2025 80(1), 101799
Roughly two decades ago, standard setters mandated recognition of two controversial expenses: stock-based compensation (SBC) and amortization of intangibles from acquisitions (AMT). Today, most firms “undo” GAAP by excluding these recurring expenses from earnings as part of their non-GAAP reporting. Do investors agree? Using short-window returns around quarterly earnings announcements, we find investors react similarly to unexpected SBC/AMT, regardless of firms' exclusion reporting. Further, among excluders, earnings that include SBC or AMT explain investor reaction better than earnings stripped of these items. Thus, these excluded expenses are an important exception to the well-known regularity that investors find non-GAAP earnings more useful than GAAP earnings. Additional tests reveal that exclusion is not informative about future persistence. Overall, our findings suggest that, in general, investors ignore firms’ exclusion of recurring expenses, which may offer reassurance to standard setters.

Making Sense of Cents: An Examination of Firms That Marginally Miss or Beat Analyst Forecasts

Journal of Finance 2009 64(5), 2361-2388
This paper examines the performance consequences of cutting discretionary expenditures and managing accruals to exceed analyst forecasts. We show that firms that just beat analyst forecasts with low quality earnings exhibit a short-term stock price benefit relative to firms that miss forecasts with high quality earnings. This trend, however, reverses over a 3-year horizon. Additionally, firms reducing discretionary expenditures to beat forecasts have significantly greater equity issuances and insider selling in the following year, consistent with managers understanding the myopic nature of their actions. Our results confirm survey evidence suggesting managers engage in myopic behavior to beat benchmarks.

The effect of cash flow forecasts on accrual quality and benchmark beating

Journal of Accounting and Economics 2011 51(3), 219-239 open access
When analysts provide forecasts of both earnings and operating cash flow, they also implicitly provide a forecast of total operating accruals. We posit that this increases the transparency and the expected costs of accrual manipulations used to manage earnings. As a consequence, we predict and find that accrual quality improves and firms’ propensity to meet or beat earnings benchmarks declines following the provision of cash flow forecasts. We also predict and find that firms turn to other benchmark-beating mechanisms, such as real activities manipulation and earnings guidance in response to the provision of cash flow forecasts.

Financial Statement Quality and Debt Contracting: Evidence from a Survey of Commercial Lenders

Contemporary Accounting Research 2017 34(4), 2051-2093
Abstract We survey commercial bank lenders to better understand how they evaluate and react to variation in financial statement quality and how they view recent changes in accounting standards. A unique aspect of this study is that our respondents focus on medium‐size loans to private companies. In fact, more than 90 percent of the survey respondents primarily make credit decisions on loans between $250 thousand and $50 million. This is in contrast to prior archival research, which focuses primarily on very large loans to public firms or very small loans to private firms. We find that lenders in our sample distinguish among financial statements in terms of quality, including conservatism, primarily on the basis of accrual patterns and restatements. While this general result holds throughout our sample, financial statement quality is substantially more important for lenders making larger loans (over $10 million) as compared to very small loans (under $1 million). In addition, bank lenders are much more likely to respond to low‐quality reporting with collateral and guarantee requirements than with an increase in the interest rate charged. This finding is consistent for lenders making both larger and smaller loans. Finally, despite concerns in the academic literature, bank lenders in our sample actually hold a neutral‐to‐positive view of recent changes in accounting standards. In addition, most do not support current efforts to exempt private companies from some accounting standards.

Interest in the short interest: The rise of private‐sector data

Contemporary Accounting Research 2025 42(4), 2424-2457 open access
Abstract Short interest is currently required to be disclosed twice per month, but regulators have sought to increase this frequency. Meanwhile, short interest information from private third‐party vendors has emerged to meet investor demand on a daily basis. We find that daily private‐sector data strongly predict bimonthly regulatory disclosure. Furthermore, private‐sector data help price discovery, albeit with modest economic magnitude. Investors tend to underreact to the information content of private‐sector data mainly due to limits to arbitrage rather than market inattention. Despite the costly access to private‐sector data, we find no evidence that retail investors are harmed in their trades. Overall, our findings highlight the interplay between private‐sector and regulatory solutions in enhancing financial market transparency.

Explaining Rules‐Based Characteristics in U.S. GAAP: Theories and Evidence

Journal of Accounting Research 2016 54(3), 827-861
ABSTRACT Despite debate on the desirability of rules‐based standards, no studies provide evidence on why accounting standards take on rules‐based characteristics. We identify and test five theories from prior research (litigation risk, constraining opportunism, complexity, transaction frequency, and age) that could explain why some U.S. accounting standards contain rules‐based characteristics. Litigation risk and complexity are most consistently related to cross‐sectional and time‐series variation in rules‐based characteristics. We find more limited evidence that frequent transactions, age, and desires by regulators to constrain opportunistic reporting are related to rules‐based standards. We note, however, that our findings are necessarily descriptive because standards arise endogenously from market and political forces, limiting causal interpretation. Further, it is difficult to perfectly separate rules‐based characteristics of the standard from both the complexity of the standard and the characteristics of the underlying transaction, including the complexity of the transaction.

Changes over Time in the Revenue-Expense Relation: Accounting or Economics?

The Accounting Review 2011 86(3), 945-974 open access
ABSTRACT: Dichev and Tang (2008) document a dramatic decrease over the last 40 years in the contemporaneous correlation between revenue and expense, along with an associated increase in earnings volatility and a decline in earnings persistence, suggesting a decline in earnings quality. We document that these changes are primarily attributable to an increase in the incidence of large special items. We then examine the extent to which this increase in special items is due to either more frequent real economic events related to special item recognition or to the adoption of new accounting standards. Our evidence suggests that changes in the frequency of economic events associated with special items have played a more important and sustained role relative to the role played by adoption of individual accounting standards. Finally, we find that the changing incidence of these economic events is at least in part related to the well-documented increase in competition in the U.S. economy over the last four decades.

Discontinuities and Earnings Management: Evidence from Restatements Related to Securities Litigation*

Contemporary Accounting Research 2013 30(1), 242-268 open access
Abstract A heated debate exists as to whether discontinuities in earnings distributions are indicative of earnings management. While many studies attribute discontinuities in earnings distributions to earnings management, other studies argue that earnings discontinuities are artifacts of sample selection and research design. Overall, there is limited direct evidence of a connection between earnings discontinuities and earnings management. In this study, we provide direct evidence linking earnings management to earnings discontinuities for a sample of firms that settle securities class action lawsuits and restate earnings from the alleged GAAP violation period. We compare the distribution of restated (“unmanaged”) earnings to originally reported (“managed”) earnings. We find that discontinuities are not present in the distribution of analyst forecast errors and earnings changes using unmanaged earnings but are present using managed earnings. The discontinuity in the earnings level distribution is attenuated, but not eliminated, on an unmanaged basis. These shifts among our sample of firms are caused by earnings management and cannot be explained by sample selection or research design issues. Our findings are important because many studies use earnings discontinuities as a proxy for intentional earnings manipulations and we provide the first direct evidence of a link between these two phenomena.

The need to validate exogenous shocks: Shareholder derivative litigation, universal demand laws and firm behavior

Journal of Accounting and Economics 2022 73(1), 101427
Several recent studies argue that the adoption of universal demand (UD) laws represent an exogenous decline in litigation risk by increasing the procedural hurdles associated with shareholder derivative litigation. This study examines how UD laws affect the incidence of derivative litigation risk and related decisions. We show that the adoption of UD laws had no meaningful impact on derivative litigation from 1996 to 2015. We also find no evidence that UD laws affect aggressive accounting, voluntary disclosure, executive compensation, or corporate governance decisions. Collectively, our findings cast doubt on the validity of using UD laws as an exogenous shock to litigation risk.