Journal of Accounting and Economics
Earnings quality: Evidence from the field☆
Introduction
The concept of earnings quality is fundamental in accounting and financial economics. Yet, there are broad disagreements about how to define and measure it. The list of candidate measures is long: earnings persistence, predictability, asymmetric loss recognition, various forms of benchmark beating, smooth earnings, magnitude of accruals, income-increasing accruals, absolute value of discretionary or abnormal accruals, and the extent to which accruals map into cash flows. Complicating the measurement of earnings quality, archival research cannot satisfactorily parse out the portion of managed earnings from the portion resulting from the fundamental earnings process (Dechow et al., 2010). Thus, a number of vexing questions have been difficult to address with archival work because answers often rely on unobservable managerial intent. Examples of such questions include the following: What opportunities and constraints do managers trade off to choose one set of earnings attributes over the other? What accounting policies promote higher quality earnings? How prevalent is earnings management? What is the typical magnitude of earnings management? How can an outside investigator tell whether ex-ante earnings quality is poor before observing ex-post outcomes such as restatements and SEC enforcement actions? These are the types of questions we endeavor to answer.
In this paper, we provide insights about earnings quality from a new data source: a large survey and a dozen interviews with top financial executives, primarily Chief Financial Officers (CFOs). Why CFOs? First, CFOs are the direct producers of earnings quality, who also intimately know and potentially cater to consumers of earnings information such as investment managers and analysts. CFOs make the key decisions on how to apply accounting standards in their company, and whether to use or abuse discretion in financial reporting. Second, CFOs commonly have a formal background in accounting, which provides them with keen insight into the determinants of earnings quality, including the advantages and limitations of GAAP accounting. Third, CFOs are key decision-makers in company acquisitions (see Graham et al., 2012), which implies that they have a working knowledge of how to evaluate earnings quality from an outsider's perspective. Finally, CFOs have access to much tacit knowledge about earnings quality through their networks of financial executives in their industry and geographical neighborhood, e.g., from informal conversations about earnings management in peer companies.
Although field studies suffer from their own problems (potential response bias, limited number of observations, whether questions on a survey instrument are misinterpreted, do respondents do what they say, do they tell the truth, do they recall the most vivid or their most representative experience), surveys offer a potential way to address often intractable issues related to omitted variables and the inability to draw causal links that are endemic to large-sample archival work. Surveys and interviews also allow researchers to (i) discover institutional factors that impact practitioners' decisions in unexpected ways and (ii) ask key decision makers directed questions about their behavior as opposed to inferring intent from statistical associations between proxy variables surrogating for such intent. Critically, we try to provide some idea about “how it all fits together”, i.e., about the relative importance of individual factors and how they come together to shape reported earnings. Our intent is to provide evidence on earnings quality, complement existing research, and provide directions for future work.
Our key findings fall in three broad categories. The first includes results related to the definition, characteristics, and determinants of earnings quality. On definition, CFOs believe that, above all, quality earnings are sustainable and repeatable. More specific quality characteristics include consistent reporting choices over time, backing by actual cash flows, and absence of one-time items and long-term estimates – all factors that affect earnings sustainability. This view of earnings quality is consistent with a valuation perspective, where investors view the firm as a long-life profit-generating entity, and value is based on estimating and discounting the stream of future profits. Consistent with this view, current earnings are considered to be high quality if they serve as a good guide to the long-run profits of the firm. The dominance of the valuation perspective is confirmed in the responses to our survey question about how interested parties use earnings. However, we also find that the stewardship uses of earnings (debt contracts, managerial compensation) and internal uses (in managing own company) rank closely behind the valuation use. In addition, executives often refer to their reliance on “one number” for both external and internal reporting. The resulting impression is that the reported earnings metric serves consistent and integrated purposes across these different uses, and thus earnings quality is shaped by and in turn influences all of these uses. This “one number” view of reported earnings, and the single overarching concept of earnings quality mentioned above, stand in contrast to the current research consensus that emphasizes the conditional nature of earnings quality (i.e., earnings quality as a patchwork of earnings characteristics which gain or fade in importance depending on the decision setting). In terms of determinants, CFOs estimate that innate factors (beyond managerial control) account for roughly 50% of earnings quality, where business model, industry, and macro-economic conditions play a prominent role.
The second set of results relates to how standard setting affects earnings quality. CFOs feel that reporting discretion has declined over time, and that current GAAP standards are somewhat of a constraint in reporting high quality earnings. A large majority of CFOs believe that FASB's neglect of matching and emphasis on fair value adversely affect earnings quality. CFOs would like standard setters to issue fewer rules, and to converge U.S. GAAP with IFRS to improve earnings quality. Further, they believe that earnings quality would improve if reporting choices were to at least partly evolve from practice rather than being mandated from standards. CFOs also feel that the rules-orientation of the FASB has centralized and ossified the audit function, depriving local offices of discretion in dealing with clients, and hindering the development of young auditing professionals. Overall, CFOs have come to view financial reporting largely as a compliance activity rather than as a means to innovate to deliver the best possible information to stakeholders.
Our third set of results relates to the prevalence, magnitude, and detection of earnings management. Our emphasis is on observable GAAP earnings and on a clear definition of earnings management, asking for within-GAAP manipulation that misrepresents performance (i.e., we rule out outright fraud and performance-signaling motivations). The CFOs in our sample estimate that, in any given period, roughly 20% of firms manage earnings and the typical misrepresentation for such firms is about 10% of reported EPS; thus, perhaps for the first time in the literature, we provide point estimates of the economic magnitude of opportunistic earnings management. CFOs believe that 60% of earnings management is income-increasing, and 40% is income-decreasing, somewhat in contrast to the heavy emphasis on income-increasing results in the existing literature but consistent with the inter-temporal settling up of accruals in settings like cookie jar reserving and big baths (e.g., Elliott and Hanna, 1996, Dechow et al., 2012). CFOs feel that most earnings misrepresentation occurs in an attempt to influence stock price, because of outside and inside pressure to hit earnings benchmarks, and to avoid adverse compensation and career consequences for senior executives. Finally, while CFOs caution that earnings management is difficult to unravel from the outside, they suggest a number of red flags that point to potential misrepresentation. The two most common flags are persistent deviations between earnings and the underlying cash flows, and deviations from industry and other peer experience. There are also a number of red flags that relate to manager character and the firm's culture.
Our findings raise a host of possible directions for future research. Here we only discuss a few broad themes, with more specific suggestions given at appropriate places later in the paper. One broad direction is increased attention to the sustainability of earnings, and the intertemporal relation between earnings and cash flows. Another broad direction is closer attention to the role of standard setting in the determination and quality of earnings. Our survey suggests that standard setting has a first-order effect on the utility of earnings but there is a relative paucity of research that examines this connection. In addition, the evidence leaves little doubt that there is a dissonance between standard setters' and CFOs' views on the proper determination of earnings, e.g., on the roles of matching and fair value accounting. Research can help to bridge these views, and more generally these are issues that go to the heart of accounting and affect wide constituencies, so this is an area with much potential for significant work. Finally, there is considerable potential for further research into the detection of opportunistic earnings management, a topic of much interest to investors, auditors and regulators. Here, our point estimates of earnings management can be used for the calibration of existing and future models. A promising direction is to emphasize the “human element”, such as a deeper analysis of the character of the managers running the firm, and the firm's corporate culture.
The remainder of the paper is organized as follows. Section 2 describes the design and conduct of the survey and interviews. Section 3 presents results on how earnings are used and on CFOs' views related to defining and measuring earnings quality. Section 4 reports results on the determinants of earnings quality. Section 5 details CFOs views on the standard setting process and its impact on earnings quality. Section 6 presents CFOs' views on the prevalence and reasons for earnings management, and red flags to detect such management. Section 7 offers some conclusions.
Section snippets
Survey design and delivery
We develop the broad hypotheses and the specific questions of the initial survey instrument based on our review of the literature on earnings quality, including recent reviews in Dechow et al. (2010), Melumad and Nissim (2009), and Dechow and Schrand (2004). As discussed below, we supplement this review with interviews of CFOs to identify issues that are potentially missed or underdeveloped in the academic literature. We also obtain feedback from 18 academic researchers and one professional
How are earnings used?
To aid the interpretation of later survey questions about earnings quality, it is important that we first establish how earnings are used. In addition to clarifying the decision context, this analysis sheds light on long-standing theoretical arguments related to whether earnings information is more useful for (i) valuation (e.g., Barth et al., 2001, Schipper, 2005, Barth, 2006, Francis et al., 2006, IASB/FASB project on the conceptual framework 2006); or (ii) for performance evaluation,
What drives earnings quality?
After exploring the concept and observable characteristics of earnings quality, we next turn to the investigation of its underlying determinants. We are especially interested in the comparative role of innate vs. discretionary determinants, e.g., the role of industry and business model vs. the role of corporate governance and managerial discretion. We start with asking the CFOs to rank the importance of a number of earnings quality determinants that have been identified in the literature. The
The impact of standard setting on earnings quality
As indicated in Table 5, accounting standards are among the most important factors affecting earnings quality. In fact, they are arguably the highest-rated discretionary factor that falls in the proper domain of accounting, and so it is important to have a better understanding of their role.
Misrepresenting earnings
The evidence in Table 5, Table 6 suggests that discretionary factors are an important determinant of earnings quality. We next turn to earnings management, which is a clear discretionary choice, and has been a prominent theme in existing research. The extant literature provides mixed conclusions on the motivations and consequences of earnings management. For instance, Becker et al. (1998) argue that opportunism drives earnings management but Christie and Zimmerman (1994) and Bowen et al. (2008)
Conclusions
We provide new insights into the concept of earnings quality using field evidence which includes a large-scale survey of CFOs as well as in-depth interviews of CFOs and standard setters. Most respondents believe that high quality earnings are sustainable and are free from one-time items. They add that high quality earnings reflect consistent reporting choices, are backed by actual cash flows, and avoid unreliable long-term estimates. They believe that about half of earnings quality is
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We acknowledge excellent research assistance by Mengyao Cheng, Jivas Chakravarthy and Stephen Deason. We appreciate written comments on an earlier version of the paper from Mark Nelson and Doug Skinner (discussants), Vic Anand, Sudipta Basu, Paul Healy, Urton Anderson and especially Pat O'Brien, Terry Shevlin, Michelle Hanlon (editor), and Jerry Zimmerman. We thank workshop participants at Texas A&M University, Cornell University, Harvard Business School, Wharton, University of Technology – Sydney, University of Melbourne, Cass Business School, London School of Economics, Virginia Commonwealth University, Stanford Summer Camp, Temple University, Ohio State University, Rotman School of Business, Tuck School at Dartmouth, Indian School of Business, Minnesota Financial Accounting Conference and the 2012 AAA Doctoral Consortium. We acknowledge helpful comments on a preliminary version of the survey instrument from workshop participants at Emory University and from Bob Bowen, Dave Burgstahler, Brian Bushee, Dan Collins, John Core, Patty Dechow, Mark DeFond, Jennifer Francis, Weili Ge, Jeff Hales, Michelle Hanlon, Gary Hecht, Kathryn Kadous, Mark Lang, Russ Lundholm, Mark Nelson, Stephen Penman, Kathy Petroni, Grace Pownall, Cathy Schrand, Terry Shevlin, Shyam Sunder, Terry Warfield, Ross Watts, Greg Waymire, Joe Weber and Jerry Zimmerman, and two anonymous standard-setters. We thank Larry Benveniste and Trevor Harris for arranging interviews. We are grateful for CFO magazine's help in this project, though the views expressed here do not necessarily reflect those of CFO. Finally, we thank David Walonick and Statpac, Inc. for dedicated work in coding and delivering the survey.