Market perceptions of discretionary accruals by debt renegotiating firms during economic downturn

This study addresses how a stock market prices earnings components around a sudden and severe economic downturn. In particular, the study examines the market valuation of discretionary accruals for debt renegotiating Malaysian firms during the Asian financial crisis. Our analysis shows that negative discretionary accruals for debt renegotiating firms are associated with higher market values of equity and are not related to the firms' future earnings. These findings are consistent with investors placing a positive value on the probability that negative accruals increase the likelihood that concessions can be extracted from lenders during renegotiation. In contrast, discretionary accruals for a control sample of non-debt renegotiating firms are not significantly associated with stock prices but are positively associated with future earnings.     

Earnings management and abnormal returns: Evidence from the 1970–1972 Price Control Regulations

We examine the association between abnormal returns and earnings management in the context of price control regulations to test the construct validity of the earnings management model. Abnormal returns are used as a market–based measure, and discretionary accruals are employed to measure earnings management. Our results support the hypotheses that (1) price control regulations affect firms' security prices negatively, (2) firms make income–decreasing discretionary accruals to increase the likelihood of price increase approval, and (3) firms that are affected most negatively by the regulations manage earnings more aggressively. We conclude that the earnings management model we use in this study is capable of predicting opportunistic discretionary accruals.     

Accruals and firm life cycle: Improving regulatory earnings management detection

Regulators have invested considerable energy into developing analytical tools to better detect earnings management. We propose that firms in similar life cycle stages (LCSs) face similar strategic concerns, managerial pressures, growth prospects, etc., and that the commonality in these factors contribute to the “normal” accruals generating process. Consistent with this prediction, we simulate various earnings management conditions and find that accruals models are misspecified in detecting manipulation within particular LCSs; in particular, introduction, shakeout, and decline firms are over-identified as manipulators, while growth and mature firms are under-identified as manipulators when LCS is not used to estimate accruals. Weighted average performance across life cycle stages reveals that LCS estimation of discretionary accruals substantially improves successful detection and reduces Type I errors relative to other grouping alternatives. The combined improvement across both Type I and Type II errors is over 70% for both the modified Jones and discretionary revenue models of accruals-based earnings management.     

Do UK firms manage earnings to meet dividend thresholds?

This paper examines earnings management by dividend-paying firms in cases where pre-managed earnings would fall below the expected dividend, and by non-dividend paying firms aiming to avoid reporting losses. We find that within the UK market the likelihood of upward earnings management is significantly greater in the former case than the latter, though both are drivers for earnings management. Large firms are less likely to upwardly manage earnings to reach dividend thresholds, consistent with prior UK evidence on the ability of the largest firms to avoid restrictive debt covenants. We also find that earnings management is more clearly observable through examining working capital discretionary accruals than through examining total discretionary accruals.     

Earnings management of initial public offering firms: evidence from regulation changes in China

Discretionary current accruals of Chinese initial public offering (IPO) firms decreased after the abolition of fixed‐price offering systems that directly linked offering price to reported earnings. Results suggest IPO firms that decrease managerial ownership manage earnings upward during the fixed‐price offering period, but this relationship disappeared after the introduction of a book‐building system. We also find that bank debt is negatively related to discretionary current accruals during the fixed‐price offering period, but no relation exists for the book‐building period. Leverage has a significant positive relationship with earnings management. However, this finding is potentially attributable to nonoffering price objectives or endogeneity biases.     

The incidence of earnings management on information asymmetry in an uncertain environment: Some Canadian evidence

In this study, we investigate the association between earnings management and information asymmetry considering environmental uncertainty. Results show that a complex and dynamic environment weakens the relationship between discretionary accruals and information asymmetry measured as share price volatility and bid-ask spread. More specifically, the positive relationship between earnings management and information asymmetry is weakened for diversified firms, those intensively investing in R&D, and those facing high sales volatility. This highlights the difficulty for investors to assess earnings management in an uncertain environment. Finally, in such a context, discretionary accruals are more likely to be detected by investors for firms cross-listed on a U.S. stock exchange, a more liquid and transparent stock market compared with the Canadian stock market.     

Cash from operations and earnings management in Korea

Our study investigates the relationship between the operating performances of Korean industrial firms and the behavior of discretionary accruals during the period 1994-1997. We hypothesize that the degree of earnings management will depend on the firm operating performances. We construct 10 “cash from operations (CFO)” portfolios to test if there are systematic differences in discretionary accruals across portfolios.Four test methods (a mean accrual test, a correlation test, a regression analysis, and a sign-change test) are used to investigate if operating performances affect discretionary accruals differently. We compare three accrual estimation approaches (two discretionary accruals and total accruals) in testing the earnings management hypotheses.The results support the hypothesis that Korean industrial firms manage earnings. When operating performance is poor, the firms tend to choose income-increasing strategies. In addition, when operating performance is extremely poor, some firms tend to take a big bath, while some of the exceptionally well-performing firms tend to select income-decreasing strategies.     

The role of accruals quality in the access to bank debt

This work analyses the effect of accruals quality in the access of firms to bank debt in a panel data of SME Spanish firms. The results show a positive association between accruals quality and bank debt, even when controlling for other determinants of bank debt and for possible endogeneity between bank debt and accruals quality, which suggests that higher precision of earnings reduces information asymmetries with banks and favors the access of firms to bank loans.     

Firm diversification and earnings management: evidence from seasoned equity offerings

Popular press suggests that diversified firms are more aggressive in managing earnings than non-diversified firms. We examine this claim in the seasoned equity offering (SEO) setting, where firms have been shown to have the incentive to manage earnings upwards. Using the cross-sectional modified Jones [(1991) J Accounting Res 29:193–228] model to measure discretionary current accruals, we find that discretionary current accruals are higher among diversified firms than in non-diversified ones. Our evidence is consistent with the view that the extent of firm diversification is directly related to the degree of earnings management. We further show that diversified issuers with high discretionary accruals underperformed other SEO firms.

Short-term debt maturity,monitoring and accruals-based earnings management

Most prior studies assume a positive relation between debt and earnings management, consistent with the financial distress theory. However, the empirical evidence for financial distress theory is mixed. Another stream of studies argues that lenders of short-term debt play a monitoring role over management, especially when the firm’s creditworthiness is not in doubt. To explore the implications of these arguments on managers’ earnings management incentives, we examine a sample of US firms over the period 2003–2006 and find that short-term debt is positively associated with accruals-based earnings management (measured by discretionary accruals), consistent with the financial distress theory. We also find that this relation is significantly weaker for firms that are of higher creditworthiness (i.e. investment grade firms), consistent with monitoring benefits outweighing financial distress reasons for managing earnings.     

Insider-trading,discretionary accruals and information asymmetry

Using US data for the period from 2004 to 2012 and alternative discretionary accruals measures, we examine whether insiders manipulate earnings in an asymmetric information environment to profit from their informed trades, and whether the intervening information environment influences the relationship between earnings management and insider trading. We show that insider trading dominated by sell trades has a positive association with discretionary accruals. The incremental effect of information asymmetry as well as the interaction with insider trading is also prevalent in this relation, confirming the moderating effect of asymmetric information. Further, we show that the active involvement of some key insiders in high discretionary accruals is for personal benefit more in growth firms than in value firms. Our results also suggest that earnings management allows for insiders’ opportunistic, rather than routine, buy and sell trades. Our findings highlight that regulators should oversee and scrutinise both insider trading and earnings management to mitigate the risk of the opportunistic behaviour of insiders to avoid future corporate scandals.     

The effect of alternative goals on earnings management studies: An earnings benchmark examination

Firms’ management manages earnings because they have incentives or goals to do so. Earnings management studies have to account for these different goals as tests of earnings management can be compromised by the effect of conflicting goals. I illustrate this in the setting of Dechow et al. (2003). Their study examines whether firms with small profits and firms with small losses (loss-avoidance benchmark) have differing levels of discretionary accruals. Dechow et al. (2003) find that firms just above the loss-avoidance benchmark do not have discretionary accruals that are significantly different than firms just below the benchmark. However, they do not consider firms just below the loss-avoidance benchmark that might be using discretionary accruals to avoid missing an alternative benchmark. I find that after I consider these alternate earnings benchmark goals, firms just above the benchmark have significantly higher discretionary accruals. This provides direct evidence that the ‘kink’ in the distribution of earnings arises from earnings management. I find similar results for the earnings changes benchmark. These findings highlight the need to consider alternative earnings benchmark goals when examining firms immediately around benchmarks.     

Discretionary accruals: signalling or earnings management in Australia?

We investigate the signalling effect of discretionary accruals (DAC). Although we find that discretionary accruals are insignificantly related to contemporaneous stock returns, we uncover that income‐increasing discretionary accruals of GAAP‐complying growth firms are significantly and positively related to contemporaneous stock returns. Furthermore, we find that this positive effect is stronger among firms with better corporate governance mechanisms, such as Board of Directors Independence, Audit Committee Independence and Large Shareholders’ Ownership. In addition to contemporaneous stock returns, we also find similar results with the future increase in dividends. Our findings are consistent with the argument that corporate governance can enhance the signalling effect of reported earnings of GAAP‐complying growth firms.     

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.     

Earnings Management and the Post‐earnings Announcement Drift

We posit that the post‐earnings announcement drift (PEAD) is related to earnings management. Accordingly, we find that firms with large negative (positive) changes in operating cash flows manage accruals upward (downward). Most importantly, we find that PEAD is concentrated largely among those firms that are most likely to have smoothed their reported earnings and is generally associated with discretionary accruals as opposed to nondiscretionary accruals. There is no evidence of a positive (negative) PEAD for those firms with large positive (negative) earnings changes that are least likely to have managed earnings downward (upward).     

Earnings management of seasoned equity offering firms in Korea

We investigated 249 Korean seasoned equity offering (SEO) firms during the period 1995-1997 to determine if the SEO firms manage earnings in the year before a planned issue of seasoned equity stocks. Using three test methods (accrual difference, correlation, and sign-change), we found that the Korean firms contemplating SEOs in the following year do manage earnings particularly when their relative performances have been poor. The results are robust irrespective of control samples. Analysis of operating performances around SEOs shows that SEO firms tend to increase reported earnings in the year immediately preceding and the year of SEOs, but no differences were found in operating cash flows between the SEO firms and the control firms. By using a regression analysis for discretionary accruals, we found that SEO firms are more likely to manage earnings if the operating performances are poor and if the offer sizes are relatively large. Association tests between stock returns and discretionary accruals indicate that the market reacts positively to net income but negatively to discretionary accruals. The results indicate that the market correctly analyzes the cash flow implications of the SEO firms' opportunistic use of discretionary accruals.     

Product market power,industry structure,and corporate earnings management

This is the first study to establish a link between product market power of firms and the degree of earnings management. We hypothesize and document a significant and robust association between (a) a firm’s product market pricing power and its degree of earnings management, and (b) industry competitiveness and the degree of earnings management in the industry. Our study reveals that firms with inferior product market pricing power engage in greater discretionary earnings accruals, adding a new dimension to our understanding of the transparency and informativeness of firms’ financial statements. These findings are mirrored at the industry level where we document that more competitive industries are associated with greater earnings manipulation. The empirical evidence has direct implication on the informativeness and earnings quality of firms based on their product market power and competitiveness.     

The nature of information in accruals and cash flows in an emerging capital market: The case of China

Our study investigates the relative and incremental information content of earnings, operating cash flows, and accruals in the emerging capital market of China. The issue is tested by regressing stock returns on the levels of earnings and their components. Based on a sample of 1516 firm-years for listed Chinese firms during 1995–1998, our results demonstrate that earnings have relative information content over operating cash flows. The autocorrelations and cross-sectional correlations also imply that earnings have greater persistence and predictability than operating cash flows. We also find that discretionary accruals provide incremental information beyond that contained in nondiscretionary accruals, consistent with the argument that discretionary accruals improve the relevance of earnings in reflecting the fundamental values of the listed Chinese firms. Unlike prior findings in the studies on developed markets, we find no strong evidence that the value attached to discretionary accruals is lower than the value attached to nondiscretionary accruals. This is consistent with the argument that managerial policy choices available for the listed Chinese firms were rather limited during our sample period under relatively uniform People's Republic of China Accounting Standards (PRC-GAAP), thus, producing fewer opportunities for earnings management. An alternative interpretation could be that Chinese investors are functionally fixated on earnings.     

High accruals momentum

We examine the information content of high accruals momentum defined as a string of high discretionary accruals for four consecutive years. We find that firms that consistently report high levels of discretionary accruals experience low subsequent returns. The results are robust after we control for annual levels of discretionary accruals for the estimation period of high accruals momentum. Furthermore, the predictive power of the high accruals momentum for future returns is strongly persistent even after the existing accruals anomaly disappears. Our results also show that the high accruals momentum impact is more pronounced for low growth firms, suggesting that the overpricing of stocks with high accruals momentum is driven by managerial discretion to manage earnings.     

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.