The Usefulness of Measures of Consistency of Discretionary Components of Accruals in the Detection of Earnings Management

Abstract:  Prior research has shown the prevalence of measurement error in models used to estimate aggregate discretionary accruals. In these models, the incremental information content of the various components of accruals is ignored. Limited prior research and data gathered from firms under Securities and Exchange Commission (SEC) litigation indicate that managers use either one or more than one component of accruals simultaneously, in a consistent way to manipulate bottom-line earnings in a given direction. I propose two measures that capture the consistency between the discretionary components of accruals and test their significance in earnings management (EM) detection in firms that have artificially added accrual manipulation and firms that were targeted by the SEC for accrual manipulation. There is evidence that this information is incrementally useful in detecting EM. This finding paves the way for improvements in the discretionary accruals measure by including consistency information from the components of aggregate accruals.     

Asset Disposal as a Method of Real Earnings Management: Evidence from the UK

We examine asset sales as a method of real earnings management around the benchmarks of loss avoidance and last year's earnings. Evidence is reported of asset sales to boost or reduce earnings near the benchmark of last year's earnings. For the zero earnings benchmark our results are moderated by the opening balance of accruals: only firms with high levels of accruals use asset sales to boost earnings to avoid a loss and only firms with low levels of accruals use asset sales as part of a big bath. We suggest that firms with high accrual balances find it difficult to use additional income-increasing accruals but find it more convenient to write off accruals rather than sell assets to artificially reduce earnings. International Financial Reporting Standards (IFRS) are associated with reduced use of asset sales for gains and especially with reduced asset sales for losses. We ascribe this to IFRS introducing additional judgement and estimation in relation to the valuation of both long-lived and current assets on a recurring basis.     

The persistence of earnings and cash flows and the role of special items: Implications for the accrual anomaly

We argue that high accruals are likely to be the outcome of rules with an income statement perspective, while low accruals are likely to be the outcome of rules with a balance sheet perspective, and that this has implications for the properties of earnings. Specifically, earnings persistence is affected both by the magnitude and sign of the accruals. Accruals improve the persistence of earnings relative to cash flows in high accrual firms, but reduce earnings persistence in low accrual firms. We show that the low persistence of earnings in low accrual firms is primarily driven by special items. We then show that special item-low accrual firms have higher future stock returns than other low accrual firms. This is consistent with investors misunderstanding the transitory nature of special items. Further analysis reveals that special item-low accrual firms have poor past performance and declines in investor recognition (analyst coverage and institutional holdings). Special items continue to explain future returns after controlling for these factors.     

Credit Ratings and Earnings Management around IPOs

This study examines the impact of having a credit rating on earnings management (EM) through accruals and real activities manipulation by initial public offering (IPO) firms. We find that firms going public with a credit rating are less likely to engage in income‐enhancing accrual‐based and real EM in the offering year. The monitoring by a credit rating agency (CRA) and the reduced information asymmetry due to the provision of a credit rating disincentivise rated issuers from managing earnings. We also suggest that the participation of a reputable auditing firm is crucial for CRAs to effectively restrain EM. Moreover, we document that for unrated issuers, at‐issue income‐increasing EM is not linked to future earnings and is negatively related to post‐issue long‐run stock performance. However, for rated issuers, at‐issue income‐increasing EM is positively associated with subsequent accounting performance and is unrelated to long‐run stock performance following the offering. The evidence indicates that managers in unrated firms generally manipulate earnings to mislead investors, while managers in rated firms tend to exercise their accounting and operating discretion for informative purposes.     

股权结构与上市公司应计和真实盈余管理行为

过高的股权集中度会导致显著更高的应计盈余操控行为,而对真实盈余管理行为的影响总体上不显著;无论对于应计盈余操控还是真实盈余操控,机构持股均具有较好的抑制作用;国有控股会导致显著更高的应计盈余操控,但在真实盈余操控方面,更多地体现在异常酌量费用方面;国有控股上市公司管理层持股越高,其应计盈余管理行为越显著,而在真实盈余管理行为方面,显著影响更多体现在异常现金流和异常生产成本方面.     

Explaining the accrual anomaly by market expectations of future returns and earnings

This study examines the accrual anomaly under the framework of the Campbell [Campbell, J.Y. (1991). A variance decomposition for stock returns. Economic Journal 101 (405), 157-179.] model. The Campbell (1991) model shows that realized asset returns are a joint function of 1) expected returns, 2) revisions in market expected future returns (i.e., return news), and 3) revisions in market expected future cash flows (i.e., cash flow news). The current study adopts the Easton [Easton, P. (2004). PE ratios, PEG ratios, and estimating the implied expected rate of return on equity capital. The Accounting Review 79 (1), 73-96.] model to estimate proxies for expected returns, return news, and cash flow news. The results show that firms with low accruals have lower expected returns than firms with high accruals, which is contradictory to prior research that argues that firms with low accruals are more risky. However, investors underestimate (overestimate) future earnings growth, a proxy for cash flow growth, for low (high) accrual firms. Further analysis demonstrates that earnings news (proxy for cash flow news) plays a major role in explaining abnormal returns associated with the accrual anomaly.     

The role of corporate governance in shaping accruals manipulation prior to acquisitions

Based on stock swap transactions involving public acquirers originating from the UK between 1998 and 2011, this paper investigates the role of corporate governance in shaping accruals manipulation prior to stock swap deals. In contrast to common claims that strong corporate governance constrains accruals manipulation, my results show that well-governed acquirers engage more aggressively in income-increasing accruals manipulation than those with weak governance. This finding is consistent with a role of corporate governance that incentivises managerial actions in the interests of firms’ shareholders. Overall, this finding highlights the setting-specific nature of the earnings management and corporate governance relation. My results are robust to different discretionary accrual models, differences in the firm's growth structure, merger and acquisition control variables, a control group of 100% cash acquirers, an analysis of buy-and-hold abnormal returns, and potential sample selection problems.     

Is ‘benchmark beating’ by Australian firms evidence of earnings management?

We investigate the extent to which Australian firms that report small profits and/or small increases in earnings (i.e. benchmark beaters) have done so by the upward manipulation of these earnings. Although evidence of an unusually large number of firms managing to just beat such earnings benchmarks has been interpreted as evidence of earnings management, this approach fails to identify those firms that are the manipulators from those where unbiased earnings fall naturally into the benchmark beating group. Our results suggest that caution is required in interpreting benchmark beating as an indicator of the extent of earnings management. Using several methods for estimating the unexpected accrual component of earnings, we show that although benchmark beaters have larger positive unexpected accruals than other firms, a similar result holds when firms with small losses or earnings declines (i.e. ‘just miss’ firms) are compared with other firms. Moreover, there is no statistically significant difference between unexpected accruals for the benchmark beating and just miss groups. At a minimum, we reject the joint hypothesis that unexpected accruals capture earnings management and that an unusual kink around zero in the distribution of earnings levels or earnings changes is caused by earnings management.     

Accrual usage to manage earnings toward financial analysts' forecasts

This study examines whether management uses discretionary accounting accruals to move earnings upward toward analysts' earnings forecasts when it appears that earnings before discretionary accruals will fall short of the forecast. An earnings shortfall relative to analysts' forecasts could lead management to fear lower compensation and an increase in the likelihood of job termination. The article finds that firms whose earnings before discretionary accruals are below analysts' forecasts use income-increasing discretionary accruals and do so to a greater extent than do firms whose earnings before discretionary accruals are above analysts' forecasts.     

Forecasts in IPO Prospectuses: The Effect of Corporate Governance on Earnings Management

Prior research suggests that managers may use earnings management to meet voluntary earnings forecasts. We document the extent of earnings management undertaken within Canadian Initial Public Offerings (IPOs) and study the extent to which companies with better corporate governance systems are less likely to use earnings management to achieve their earnings forecasts. In addition, we test other factors that differentiate forecasting from non‐forecasting firms, and assess the impact of forecasting and corporate governance on future cash flow prediction. We find that firms with better corporate governance are less likely to include a voluntary earnings forecast in their IPO prospectus. In addition, we find that while IPO firms use accruals management to meet forecasts; the informativeness of the discretionary accruals depends on whether or not the firm would have missed its forecast without the use of discretionary accruals.     

Accruals,Investment, and Future Performance

It is well documented that accounting measures of investment, such as working capital and capital expenditures, negatively predict future stock returns. The earnings fixation hypothesis suggests that investors overestimate and overvalue the persistence of the accrual component of earnings. Another stream of the literature argues that since accruals capture growth, the accruals anomaly can be explained by the investment anomaly, which finds that firms that grow their assets tend to have lower future returns. As empirical proxies for accruals and investment are either positively correlated or interchangeably used, it is difficult to distinguish between the competing hypotheses in empirical tests. This study contributes to the debate by identifying two special economic settings in which the two explanations offer diverging predictions. First, investment in research and development (R&D) represents an investment expenditure that reduces earnings but is not subject to accrual accounting. Thus, the earnings fixation hypothesis predicts a positive relation between increases in R&D investments and future returns, whereas the investment anomaly predicts a negative relation. Second, firms operating with negative working capital have working capital accruals that are negatively correlated with other forms of investment and growth. Therefore, while the earnings fixation hypothesis still predicts a negative relation between accruals and future returns in this setting, the investment explanation predicts a positive relation. For both sets of tests, the empirical evidence supports the earnings fixation hypothesis for the accruals anomaly and is inconsistent with the notion that the investment anomaly subsumes earnings fixation in explaining future stock returns.     

The Real and Accrual-based Earnings Management Behaviors: Evidence from the Split Share Structure Reform in China

This paper investigates the earnings management activities in Chinese listed firms and the impact of the split share structure reform (SSSREF). We demonstrate that Chinese listed firms exhibited a long-term positive relationship between real and accrual-based earnings management activities over the 2002–2011 period. This reflects the environment of weak investor protection and lack of effective corporate governance in China. Our results also indicate that the SSSREF in China has not fundamentally improved firms' quality of financial information. This may be because ownership concentration remains high. However, it is of interest that the reform has created an incentive alignment effect exogenously. We find that firms' use of discretionary accruals was constrained, and they have consequently shifted to less detectable and under-scrutinized real earnings activities after the reform. This shift is similar to that seen with the direct regulatory changes in accounting reporting rules on firms' earnings behaviors in developed countries where the investor protection environment is strong. We suggest that firms' shifting between the accrual and real-based earnings methods is an overlooked area for investors to consider in the emerging market context, and may require the attention of regulators.     

Accruals Management to Achieve Earnings Benchmarks: A Comparison of Pre-managed Profit and Loss Firms

Abstract:  This study examines whether firms with profits before accruals management are more likely than firms with losses before accruals management to meet or exceed earnings benchmarks when pre-managed earnings are below those benchmarks. We extend Brown (2001) by documenting that the differential propensity to achieve earnings benchmarks by profitable and nonprofitable firms results from differential accruals management behavior. We find that firms with profits before accruals management are more likely than firms with losses before accruals management to have pre-managed earnings below both analysts' forecasts and prior period earnings and reported earnings above these benchmarks.     

Firm Accrual Quality Following Restatements: A Signaling View

We consider whether and how firms improve their financial reporting credibility following a restatement by comparing two alternative views. The compliance view predicts that firms simply correct errors to comply with regulations; the signaling view predicts that improvements are broader to allow firms to signal higher reporting quality and thereby reduce information uncertainty. We find that accrual quality improves significantly following the restatement and that this improvement is observed for both earnings and non‐earnings error restatements. We also find that the extent of real earnings’ management decreases significantly. Further, we find that improvements in accrual quality are higher for firms with CEO turnover and higher incentives to improve, but lower for firms switching to an auditor of lower quality. Collectively, our findings suggest that firms signal improved reporting credibility following a restatement through higher accruals quality and lower real earnings management.     

Does Investor Sentiment Affect Earnings Management?

I hypothesize and find that earnings management via accruals is driven partially by the prevailing market‐wide investor sentiment. Managers inflate earnings in periods of higher sentiment, but report more conservatively during periods of low sentiment. Moreover, the likelihood of income‐increasing earnings management to avoid negative earnings surprises is also positively associated with investor sentiment. These results are robust to: (i) controls for time‐varying firm characteristics such as growth, investment opportunity sets, future profitability, leverage and size; (ii) macroeconomic variables such as future inflation, GDP growth, and growth in industrial production; (iii) multiple proxies for investor sentiment; and (iv) discretionary revenues as alternative measure of earnings management. Cross‐sectional analyses reveal that firms whose stock returns co‐move more with investor sentiment are more (less) likely to manage earnings upward via abnormal accruals in quarters of higher (lower) sentiment. The findings of managers’ strategic use of abnormal accruals show the need for increased attention from boards of directors, auditors and regulators to heightened managerial incentives to overstate earnings and to report optimistic earnings numbers during periods of high investor sentiment.     

How do stock-for-stock acquirers manage earnings? The accruals feature of real earnings management

This paper investigates whether stock-for-stock acquirers undertake real activities to manage earnings before merger announcements. Our results show that stock-for-stock acquirers present unusually high levels of credit sales and overproduction in the quarter immediately before the merger announcement. We also find that the accruals feature of real earnings management can explain the stock-for-stock acquirers’ high discretionary current accruals. In addition, stock-for-stock acquirer firms that accelerate their credit sales experience subsequent market underperformance. Overall, we provide a novel insight into the accruals feature of real earnings management.     

Accruals Management to Avoid Losses

This study examines whether firms engage in accruals management to beat the zero earnings benchmark from the perspective of earnings per share (EPS). Based on net income scaled by lagged market value of equity (E/MV) to define just‐miss and just‐beat test bins, previous studies provide no or inconclusive evidence of accruals management to beat the zero earnings benchmark. I conjecture that because managers focus on shares scaled earnings performance rather than market value scaled earnings performance, forming test bins based on EPS instead of E/MV is a better approach to detect accruals management. As expected, I find evidence of accruals management to beat the zero EPS benchmark. I also find that firms are more likely to manipulate accruals when managers have stronger incentives to beat the zero EPS benchmark. In addition, accruals of firms just beating the zero EPS benchmark are more likely to reverse the next year, resulting in relatively lower future earnings for firms just beating the benchmark compared with firms just missing the benchmark.     

Do Analysts and Auditors Use Information in Accruals?

Existing research indicates that firms with high accruals are more likely to experience future earnings problems, but that investors' expectations, as reflected in stock prices, do not appear to anticipate these problems. In this paper, we directly examine the published opinions of two types of professional investor intermediaries to see if they provide investors with information concerning the future earnings problems experienced by firms with high accruals. First, we examine the earnings forecasts of sell-side analysts. We show that analysts' earnings forecasts do not incorporate the predictable future earnings declines associated with high accruals. Second, we examine the behavior of independent auditors. We find no evidence that auditors signal the future earnings problems associated with high accruals through either their audit opinions or through auditor changes. Overall, our evidence indicates that analysts and auditors do not alert investors to the future earnings problems associated with high accruals, thus corroborating previous findings that investors do not appear to anticipate these problems.     

Do Australian companies manage earnings to meet simple earnings benchmarks?

Measurement error in unexpected accruals is an important problem for empirical earnings management research. Several recent studies avoid this problem by examining the pooled, cross–sectional distribution of reported earnings. Discontinuities in the distribution of reported earnings around key earnings thresholds may indicate the exercise of management discretion (i.e. earnings management). We apply this approach to the detection of earnings management by Australian firms. Our results generally indicate significantly more small earnings increases and small profits than expected and conversely, considerably fewer small earnings decreases and small losses than expected. These results are much stronger for larger Australian firms. We undertake an exploratory analysis of alternative explanations for our results and find some evidence consistent with management signalling its inside knowledge about the firm's expected future profitability to smooth earnings, as opposed to 'management intent to deceive' as an explanation for our results.     

Asset write-offs discretion and accruals management in Taiwan: the role of corporate governance

Using a sample of Taiwan’s public firms, this paper examines whether managers use discretionary write-offs and abnormal accruals jointly to reach earnings targets and how corporate governance mechanisms react to such opportunistic behavior. We develop a set of simultaneous equations that capture executives’ incentives to manage earnings through write-offs and accrual management. These incentives include the existence and tightness of accounting-based covenants, “big bath,” income smoothing, and changes in senior management. The empirical results show that firms with larger discretionary write-offs also have lower discretionary accruals. In addition, we find that these earnings management tools are endogenous, suggesting that discretionary write-offs and discretionary accruals are partial complements for earnings manipulation and that their magnitudes are determined jointly. These findings contrast sharply with the tenor of discussion in the U.S. literature concerning the potential for using asset write-offs and discretionary accruals to manipulate earnings, which documents that managers use their discretion over accruals to signal economic realities rather than to obfuscate. Moreover, the results reveal that the empirical association between discretionary write-offs and abnormal accruals is more pronounced in weakly governed firms, suggesting that a strong governance setting is likely to constrain management’s discretionary behavior. The above implications are robust to a number of alternative specifications and variables definitions.