Disclosure Prominence and the Quality of Non‐GAAP Earnings

The SEC prohibits the presentation of non‐GAAP measures before corresponding GAAP measures; however, a large proportion of non‐GAAP reporters present non‐GAAP EPS before GAAP EPS in their earnings announcements. This noncompliance raises questions about whether firms use prominence to highlight higher or lower quality non‐GAAP information. For firms reporting non‐GAAP EPS between 2003 and 2016, prominent non‐GAAP EPS is associated with higher quality non‐GAAP reporting. Further tests reveal that nonregulatory incentives, rather than regulatory costs, explain this relation. Specifically, prominence is associated with higher quality non‐GAAP reporting in settings where prominence is not regulated, investors ignore prominence when non‐GAAP reporting quality is lower, and the minority of firms using prominence to mislead exhibit characteristics associated with weaker investor monitoring. Overall, we provide evidence that regulatory noncompliance can reflect an intent to inform, and that most firms use prominence to highlight higher quality non‐GAAP information despite prohibitive regulation.     

Disentangling Managers’ and Analysts’ Non‐GAAP Reporting

Researchers frequently proxy for managers’ non‐GAAP disclosures using performance metrics available through analyst forecast data providers (FDPs), such as I/B/E/S. The extent to which FDP‐provided earnings are a valid proxy for managers’ non‐GAAP reporting, however, has been debated extensively. We explore this important question by creating the first large‐sample data set of managers’ non‐GAAP earnings disclosures, which we directly compare to I/B/E/S data. Although we find a substantial overlap between the two data sets, we also find that they differ in systematic ways because I/B/E/S (1) excludes managers’ lower quality non‐GAAP numbers and (2) sometimes provides higher quality non‐GAAP measures that managers do not explicitly disclose. Our results indicate that using I/B/E/S to identify managers’ non‐GAAP disclosures significantly underestimates the aggressiveness of their reporting choices. We encourage researchers interested in managers’ non‐GAAP reporting to use our newly available data set of manager‐disclosed non‐GAAP metrics because it more accurately captures managers’ reporting choices.     

The Value Relevance of Mandatory Non‐GAAP Earnings

This paper examines the value relevance of earnings components where there is a mandatory requirement to report generally accepted accounting principles (GAAP) earnings and non‐GAAP earnings, and where the items to be eliminated from GAAP earnings are defined in detail. The setting is different from non‐GAAP earnings disclosures presented in the United States and elsewhere, where managers have discretion over whether to report a non‐GAAP earnings number, and what to exclude from GAAP earnings. Our mandatory setting enables us to report value relevance results that are not confounded by managers' discretionary choices regarding non‐GAAP earnings exclusions. We use price‐level regressions, based on the Ohlson (1995) model, to test for incremental and relative value relevance. The results show that non‐GAAP earnings reported under a mandatory regime have higher value relevance than GAAP earnings. The disaggregation of these items is useful to investors in a setting where managerial motivations are minimized.     

Non-GAAP Earnings Disclosures on the Face of the Income Statement by UK Firms: The Effect on Market Liquidity

This study benefits by a special feature of the UK information environment which allows UK firms to disclose non-GAAP earnings on the face of the income statement to examine two interrelated questions. First, we ask whether the decision to disclose non-GAAP earnings on the face of the income statement is related to the firm's financial performance and corporate governance characteristics, and second, we investigate the effect of this disclosure decision on market liquidity. Using a dataset of 1227 hand-collected firm-year observations during the period 2006–2013, we show that better governed firms and firms with weaker financial performance are more likely to disclose non-GAAP earnings. Our evidence also suggests that this disclosure is associated with increased levels of market liquidity and the results hold after controlling for self-selection bias. We conclude that firms' decision to disclose non-GAAP earnings on the face of the income statement is more consistent with the incentive to provide information than to mislead the market.     

Credibility Attributes and Investor Perceptions of Non‐GAAP Earnings Exclusions

Recent empirical evidence suggests that investors focus more on non‐GAAP (Generally Accepted Accounting Principles) than on traditional GAAP earnings because non‐GAAP earnings are believed to proxy for a firm's ongoing profitability, a measure useful for valuation. Managers determine these non‐GAAP earnings by excluding certain items from their GAAP income. However, because these non‐GAAP earnings are both unaudited and may be disclosed by a firm to manage investors’ perceptions as opposed to inform, investors must infer the credibility of the disclosure through observable firm attributes. In this study we examine whether firms with stronger credibility attributes (corporate governance, higher‐quality auditors, and higher historical information quality) will be perceived as providing more credible non‐GAAP exclusions than those with weaker attributes. Our expectation is that the market reaction to non‐GAAP earnings exclusions of firms with stronger credibility attributes will be greater than for those with weaker attributes. Our results support our expectation.     

Mean Reversion in Profitability for Non‐listed Firms

The presence of mean reversion in profitability at the firm level is important for valuation and prediction of growth and earnings. We investigate the mean reversion in accounting profitability for Norwegian non‐listed firms for the period 1988–2006. We find a mean reversion rate of about 0.44 per year. This is higher than found in other studies. We also find that small firms have a higher mean reversion rate than large firms. Our results should have important practical implications for the difficult task of valuing non‐listed firms. Previously, price‐to‐book ratios have been used to investigate changes in profitability over time for listed firms. We examine bankruptcy risk as an alternative variable for unlisted firms. We find that bankruptcy risk may help explain changes in profitability, but the results are not as strong as found in previous work.     

The Informational Role of Short Sellers: The Evidence from Short Sellers’ Reports on US‐Listed Chinese Firms

Using US‐listed Chinese firms as the setting, this paper studies a novel channel through which investors can acquire information about firms’ financial reporting quality, that is, the reports published voluntarily by short sellers. I find that short sellers tend to target firms that have financial reporting red flags and that exhibit ‘good’ operating performance and stock valuations. Targeted firms experience an average three‐day cumulative abnormal return (CAR) of ?6.4%, and ?13.6% for initial coverage of the firm, and the CARs are more negative when the reports allege more severe misconduct of the firms. Non‐targeted firms also experience losses in value following short seller reports, especially when they hire the same non‐Big 4 auditors as targeted firms and when their earnings quality is poor. In comparison, analysts fail to perform proper due diligence and are much less effective than short sellers in exposing misreporting risk in Chinese firms.     

A new perspective on post‐earnings‐announcement‐drift: Using a relative drift measure

Prior research finds that there is a delayed reaction to both analyst‐based earnings surprises and random‐walk‐based earnings surprises. Focusing on the market reaction from the post‐announcement window, prior studies show that analyst‐based drift is larger than random walk‐based drift. This finding is counter‐intuitive if we believe large, sophisticated investors tend to trade on analysts’ forecast earnings news and thus react faster and more completely than smaller and less sophisticated investors react to random walk earnings news. In this study, we construct a relative measure of post‐earnings‐announcement drift (PEAD) (i.e., drift as a proportion of total market reaction to earnings news) which we refer to as the ‘drift ratio’, and we provide evidence, consistent with our intuition, that analyst‐based drift ratio is smaller (not greater) than random‐walk‐based drift ratio. We find that this difference is more pronounced in more recent periods and for firms with more sophisticated investors. Our approach to measure the PEAD is more intuitive than that in traditional PEAD literature. Our results thus complement existing research findings by utilizing the drift ratio measure to generate new insights about the drift phenomenon.     

Non‐compliance in Executive Compensation Disclosure: the Brazilian Experience

We examine the determinants and consequences of firms’ choice not to comply with a new executive compensation disclosure regulation. We exploit a unique feature of Brazilian markets, where a change in the regulation of executive compensation disclosure could arguably lead to personal security‐related costs for executives. This major reform in executive compensation disclosure in Brazil became effective in December 2009. While some firms complied with the change in regulation, other firms explicitly refused to comply fully with the regulation by using a court injunction. After controlling for firm‐specific characteristics and both social and economic inequality measures, we find that the degree of criminality in the state in which the firm is headquartered (a proxy for security‐related costs) and the level of CEO compensation are important determinants of a firm's decision not to fully disclose executive compensation information. We also show that firms which do not fully comply with the regulation face costs in the form of higher bid‐ask spreads, suggesting investors are leery of the decision not to comply with the regulation. We discuss the potential implications of our results in the context of executive compensation disclosure reform.     

Management by the Numbers: A Formal Approach to Deriving Informational and Distributional Properties of “Unmanaged” Earnings

We explore the theoretical relation between earnings and market returns as well as the properties of earnings frequency distributions under the assumption that managers use unbiased accounting information to sequentially decide on real options their firms have and report generated earnings truthfully, with the market pricing the firm based on those reported earnings. We generate benchmarks against which empirically observed earnings‐returns relations and aggregate earnings distributions can be evaluated. This parsimonious model shows a coherent set of results: reported losses are less persistent than reported gains, decision making diminishes the S‐shaped market response to earnings and earnings relate to returns asymmetrically in the way documented by Basu [1997]. Furthermore, the implied frequency distribution of aggregate earnings is neither symmetric nor necessarily single‐peaked. Instead, it may exhibit a kink at zero and look similar to the plots reported by Burgstahler and Dichev [1997]. However, within our model, none of these phenomena are due to reporting noise, bias, or some undesirable strategic managerial behavior. They are the natural consequences of using past earnings as the basis for value increasing managerial decision making that in turn generates the future earnings on which future decisions will be based.     

Earnings Management During Antidumping Investigations in Europe: Sample‐Wide and Cross‐Sectional Evidence

This paper examines earnings management by EU firms that initiate an antidumping investigation. We first document economically and statistically significant income‐decreasing earnings management around the initiation of an antidumping investigation. We show that earnings management increases when accounting data directly affect the magnitude of the tariffs imposed in the trade investigation. We also find that earnings management decreases as the number of petitioning firms increases or as the distance between petitioning firms increases, suggesting free‐rider and coordination problems. We find that earnings management increases when the petition is directed at a country that imports more goods from the petitioning firm's home country, suggesting that retaliation threats affect incentives. We document that raising equity or debt financing moderates income‐decreasing earnings management, consistent with the idea that sample firms trade off capital market and regulatory considerations. Our results indicate that contemporary research methods can detect accruals‐based earnings management in settings in which the incentives for earnings management can be clearly identified.     

Audit Firm Tenure,Non‐Audit Services,and Internal Assessments of Audit Quality

We use data from internal assessments of audit quality in a Big 4 firm to investigate the impact of audit firm tenure and auditor‐provided non‐audit services (NAS) on audit quality. We find that first‐year audits receive lower assessments of audit quality and that quality improves shortly thereafter and then declines as tenure becomes very long. Partitioning our sample between SEC registrants and private clients, we find that the decline in audit quality in the long tenure range is attributable to audits of private clients. For audits of SEC registrants, the probability of a high quality audit reaches its maximum with very long tenure. We also find that audit fees are discounted for first‐year audits but auditor effort is higher than in subsequent years. We find no association, on average, between total NAS fees and audit quality in the full sample but observe that total NAS fees are positively associated with quality for SEC registrants and negatively associated with quality for privately held clients. Our findings are important for regulatory policies related to audit firm tenure and auditor‐provided NAS.     

Economic consequences of SFAS 142 goodwill write‐offs

This paper examines the economic consequences of goodwill write‐offs under Statement of Financial Accounting Standards No. 142 (SFAS 142). Although write‐off firms have performed poorly, it is evident that deteriorating economic performance explains only a small proportion of write‐offs. After controlling for endogeneity of write‐off choice, I fail to find evidence that investors and analysts fixate on SFAS 142 goodwill write‐offs. I also provide evidence that write‐off firms pay higher audit fees, suggesting that auditors charge higher fees in response to extra audit effort. These results are consistent with the principles of market efficiency, analyst‐forecast rationality and efficient audit pricing.     

Earnings Metrics,Information Processing,and Price Efficiency in Laboratory Markets

An enduring issue in financial reporting is whether and how salient summary measures of firm performance (“earnings metrics”) affect market price efficiency. In laboratory markets, we test the effects of salient earnings metrics, which vary in how they combine persistent and transitory elements, on investor information search, beliefs about value, offers to trade, and market price efficiency. We find that including transitory elements in salient earnings metrics causes traders to search unnecessarily for further information about these elements and to overestimate their effect on fundamental value relative to a rational benchmark. In contrast, separately displaying persistent elements in earnings increases the accuracy of traders’ value estimates. Prices generally reflect traders’ beliefs about value, and prices are most efficient when transitory elements are excluded from earnings metrics entirely. Our study contributes to research on salience effects in financial reporting by showing that including transitory elements in salient earnings metrics causes inefficient information search and biased beliefs about value that can aggregate to affect market prices. We also contribute to research in experimental markets by showing that redundant disclosure is not always beneficial; redundant disclosure of transitory earnings elements, in particular, appears to have negative consequences for investor behavior and market efficiency.     

The Coordination Role of Stress Tests in Bank Risk‐Taking

We examine whether stress tests distort banks' risk‐taking decisions. We study a model in which a regulator may choose to rescue banks in the event of concurrent bank failures. Our analysis reveals a novel coordination role of stress tests. Disclosure of stress‐test results informs banks of the failure likelihood of other banks, which can reduce welfare by facilitating banks' coordination in risk‐taking. However, conducting stress tests also enables the regulator to more effectively intervene banks, coordinating them preemptively into taking lower risks. We find that, if the regulator has a strong incentive to bail out, stress tests improve welfare, whereas if the regulator's incentive to bail out is weak, stress tests impair welfare.     

Performance Measures in Earnings‐Based Financial Covenants in Debt Contracts

This paper examines how performance measures are defined in major earnings‐based financial covenants in loan contracts to shed light on the economic rationales underlying the contractual use of performance measures. I find an earnings‐based covenant is typically based on a performance measure close to earnings before interest, tax, amortization, and depreciation expenses (EBITDA). However, my empirical analyses show that EBITDA is less useful in explaining credit risk than earnings before interest and tax expenses (EBIT) and even the bottom‐line net income. Thus, measuring credit risk cannot fully explain the choice of accounting performance measures in earnings‐based covenants. I conjecture that contracting parties choose an EBITDA‐related measure, instead of a measure calculated after depreciation and amortization expenses (e.g., EBIT), to make the performance measure less sensitive to investment activities, which can be controlled through other contractual terms, such as a restriction on capital expenditure, and provide empirical evidence consistent with this conjecture.     

Dividend preference of tradable‐share and non‐tradable‐share holders in Mainland China

Comprehensive data on corporate announcements of Chinese firms allows us to examine the preference for, and determinants of, cash and stock dividends. The results indicate that Chinese public investors prefer stock dividends over cash dividends, which are preferred by large state and legal person shareholders generally. Stock dividends, which do not require an explicit cash outflow from a firm, are found to be positively related to higher earnings, supporting the signalling hypothesis of dividend policy. In an imperfect market, these results have some implications for government regulation of financial markets.