Is the accrual anomaly robust to firm-level analysis?

This study investigates whether firm-level accrual mispricing exists and if such mispricing is persistent. Our results show both under and overpricing of accruals that persevere. Specifically, we show that a trading strategy going a dollar long (short) in underpriced (overpriced) accrual firms yields significant abnormal returns in most years investigated. We examine whether firm characteristics such as size, analyst following and real activities management can explain why some firms are mispriced and others not. Our findings show that firm-level mispricing differs from that documented at the country-level. Whilst the country-level anomaly seems to have diminished; the firm-level accrual anomaly remains.     

The q-Theory Approach to Understanding the Accrual Anomaly

Interpreting accruals as working capital investment, we hypothesize based on  q -theory that firms optimally adjust their accruals in response to discount rate changes. A higher discount rate means less profitable investments and lower accruals, and a lower discount rate means more profitable investments and higher accruals. Our evidence supports this optimal investment hypothesis: (1) adding an investment factor into standard factor regressions substantially reduces the magnitude of the accrual anomaly, often to insignificant levels; (2) accruals covary negatively with discount rate estimates from the dividend discounting model, and for the most part, with estimates from the residual income model; (3) accruals with low accounting reliability covary more with capital investment than accruals with high accounting reliability; and (iv) expected returns to accruals-based trading strategies are time-varying, suggesting that the deterioration of the accrual effect in recent years might be temporary and likely to mean-revert in the near future.     

The pricing of accruals for profit and loss firms

This paper investigates whether the accrual anomaly reported in prior studies exists across both profit and loss firms. We posit that the extent of accrual mispricing is less severe for loss firms than for profit firms because earnings for loss firms are less value relevant and, therefore, less subject to accrual mispricing. As expected, we find that the accrual overpricing anomaly is restricted to profit-making firms and, thus, is dampened by the inclusion of loss firms in the sample. Furthermore, we report that accrual overpricing for profit firms but not for loss firms is primarily attributable to the overpricing of positive accruals of profit firms compared with those of loss firms. Finally, we find that the phenomenon of accrual overpricing for profit but not for loss firms may persist into the new regulatory environment following the passage of the Sarbanes–Oxley Act of 2002.     

The accrual anomaly: Australian evidence

This paper investigates whether there is evidence of the accrual anomaly ( Sloan, 1996 ) in Australia, whereby investors overestimate the impact of accruals on the persistence of earnings. While our results provide general support for the existence of the anomaly in Australia, there are a number of idiosyncrasies. First, there is evidence of Australian investors underestimating the persistence of earnings. Second, there is evidence of investors incorrectly assessing the implications of accruals and cash flows for the persistence of earnings (i.e. an accrual anomaly and a cash‐flow anomaly). Third, returns to a hedged portfolio trading strategy based on reported accruals are decreasing over the three‐year period subsequent to portfolio formation. Furthermore, they are statistically significant only in the first year. Additional analysis of the hedge portfolio results indicates that these results are primarily attributable to a limited number of firm‐year observations in the extreme positive tail of returns.     

Analyst cash flow forecasts and pricing of accruals

This paper investigates how analyst cash flow forecasts affect investors' valuation of accounting accruals. We find that the strength of the accrual anomaly documented in Sloan (1996) is weaker for firms with analyst cash flow forecasts, after controlling for idiosyncratic risk, transaction costs and firm characteristics associated with the issuance of cash flow forecasts. We further show that this reduction in mispricing of accounting accruals is at least partially attributed to the improved ability of investors to price earnings manipulations imbedded in accruals. We investigate several non-mutually exclusive alternative explanations for this improvement in investors' ability and demonstrate that the increased investor attention and the improved accuracy of analyst earnings forecasts both contribute to the mitigation of the accrual anomaly.     

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.     

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 Persistence and Pricing of the Cash Component of Earnings

Prior research shows that the cash component of earnings is more persistent than the accrual component. We decompose the cash component into: (1) the change in the cash balance, (2) issuances/distributions to debt, and (3) issuances/distributions to equity. We find that the higher persistence of the cash component is entirely due to the subcomponent related to equity. The other subcomponents have persistence levels almost identical to accruals. We investigate whether investors understand the implications of the differential persistence of the three subcomponents. Our results suggest that investors correctly price debt and equity issuances/distributions but misprice the change in the cash balance in a similar manner to accruals. Our tests enable us to empirically distinguish the “accrual” and “external financing” anomalies with results implying that the accrual anomaly subsumes the external financing anomaly. Our results also suggest that naive fixation on earnings is unlikely to be a complete explanation for the accrual anomaly. Our findings are more consistent with investors misunderstanding diminishing returns to new investments.     

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.     

Accruals and the performance of stock returns following external financing activities

This paper investigates the relation of the external financing anomaly with the accrual anomaly, by focusing separately on working capital accruals and long-term accruals. We find that external financing and accrual hedge portfolios not only generate superior returns, but they also constitute statistical arbitrage opportunities. Portfolio-level analysis and firm-level cross-sectional regressions show that the ability of external financing measures in predicting future returns remains strong, after controlling for working capital accruals. However, this ability is substantially reduced after controlling for long-term accruals. Our results appear to be consistent with investors’ failure to recognise agency-related overinvestment and/or opportunistic earnings management.     

Accrual mispricing: Evidence from European sovereign debt crisis

PurposeThis paper examines the accrual anomaly on the European market and the impact of the financial crisis on its dynamics.Design/methodology/approachUsing a sample of public European firms, during the period 2005-2016, this paper follows Sloan (1996) seminal work and measures accruals as Dechow, Sloan and Sweeney (1995).FindingsThere is no evidence that accrual anomaly persists on European markets. The study shows that, contrary to previous research, investors are not underweighting the accrual component of earnings and that accruals are not a good predictor of future stock returns.Research limitations/implicationsOur study has two limitations. First, due to the lack of data, the original sample was reduced to about one third. Second, results must be interpreted carefully since the sample period may be seen as an outlier case attributed to the crisis. Research on future years may unveil a conclusion on this.Practical implicationsResults suggest that transaction costs and idiosyncratic risk are no longer a barrier to investors. Results also point toward a possible new outcome in investor´s behaviour during crisis. Economically, given the lower returns that can be obtained on today markets, it makes sense that investors may reduce their risk aversion levels to get more returns.Originality/valueThis study contributes to the ongoing debate about accruals anomaly and market efficiency. To the best of our knowledge, it provides an original contribution to the literature by framing the accrual anomaly during the European debt crisis.     

The predictive power of investment and accruals

We test whether investment explains the accrual anomaly by splitting total accruals into investment-related and “nontransaction” accruals, items such as depreciation and asset write-downs that do not represent new investment expenditures. The two types of accruals have very different predictive power for firm performance, not just for future earnings but also for future cash flow and stock returns. Most importantly, nontransaction accruals have the strongest negative predictive slopes for earnings and stock returns, contrary to the predictions of the investment hypothesis. A long-short portfolio based on nontransaction accruals has a significant average return of 0.71 % monthly from 1972 to 2010 and remains profitable at the end of the sample when returns on other accrual strategies decline. Our results suggest that nontransaction accruals are the least reliable component of accruals and show that a significant portion of the accrual anomaly cannot be explained by investment.     

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.     

The effect of firm-industry earnings correlation and announcement timing on firms' accrual decisions

Prior research shows that member firms in an industry adjust discretionary accruals (DAs) based on their relative earnings performance (REP), defined against industry. This study empirically examines whether firms' REP-based accrual decisions are related to earnings correlation with industry and relative announcement timing. We hypothesize that, when their REP is poor, firms with high earnings correlation and relative announcement delay (RAD) adjust DAs more actively than firms characterized otherwise. Our results support these hypotheses. The extent of accruals adjustment is, on average, significantly higher for the sample firms with high earnings correlation and RAD, respectively, than for those characterized differently. The negative relation between DAs and REP is particularly striking for the high correlation and poor REP firms and for the announcement delay and poor REP firms, than for the other firms. We conclude that firm-industry earnings correlation and relative announcement timing, in addition to REP, are important factors affecting individual member firms' discretionary accrual decisions.     

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.     

Do Stock Prices of Property Casualty Insurers Fully Reflect Information about Earnings,Accruals, Cash Flows,and Development?

This paper examines whether the stock prices of property and casualty (P&C) insurers fully reflect information contained in earnings, cash flows and accruals, and one particular accrual—development of loss reserves. The reserve for policy losses is a major accrual for P&C firms, requires substantial judgment and is the subject of unique disclosures that reveal the ex post error in management estimates. We find that investors underestimate the persistence of cash flows and overestimate the persistence of accruals for P&C insurers, but our evidence suggests the market does not underestimate the persistence of the development accrual.     

Accruals Quality, Information Risk and Cost of Capital: Evidence from Australia

Abstract:  Recent theoretical work argues that information risk is a non-diversifiable risk factor that is priced in the capital market. Using accruals quality to proxy for information risk, Francis et al. (2005) provide empirical support for this argument using a sample of US firms. This paper re-examines the interplay of accruals quality, information risk and cost of capital in Australia, where a number of important institutional and regulatory differences are hypothesized to affect the relation between accruals quality and cost of capital. The results suggest that, while accruals quality impacts on the cost of capital for Australian firms, some salient differences exist. In contrast to findings for US firms, the costs of debt and equity for Australian firms are largely influenced by accruals quality arising from economic fundamentals (i.e., innate accrual quality) but not discretionary reporting choices (i.e., discretionary accrual quality). This finding is consistent with our predictions based on the Australian institutional and regulatory environment. In addition, using both the asset pricing tests in Francis et al. (2005) and Core et al. (2008) , we provide evidence consistent with accruals quality being a priced risk factor.     

How does the corporate bond market value capital investments and accruals?

This paper examines whether the mispricing of accruals documented in equity markets extends to bond markets. The paper finds that corporate bonds of firms with high operating accruals underperform corporate bonds of firms with low operating accruals. In the first year after portfolio formation, the underperformance is 115 basis points using an accrual measure that includes capital investments and 93 basis points using an accrual measure that is based only on working capital investments. The Sharpe ratios of the zero-investment bond accrual portfolios are comparable to those of the corresponding zero-investment stock accrual portfolios. The results are also robust to risk adjustments based on both a factor model consisting of the Fama and French (J. Financial Econ 33 (1993) 3) stock and bond market factors and a characteristics model based on bond ratings and duration. Cross-sectional Fama–MacBeth regressions that use individual bond data and control for stock and bond issuances in addition to ratings and duration also confirm the time-series portfolio findings. Overall, our results reveal an accrual anomaly among bonds similar to that observed among stocks.

The Accrual Effect on Future Earnings

Earnings manipulation has become a widespread practice for US corporations. However, most studies in the literature focus on whether certain incentives would facilitate managers to manipulate earnings and there has been little evidence documenting the consequences of earnings manipulation. This paper fills this gap by examining how current accruals affect future earnings (the accrual effect) and measuring the size of this effect. We find that the aggregate future earnings will decrease by $0.046 and $0.096, respectively, in the next one and three years for a $1 increase of current accruals. Over the very long-term (25 years), 20% of current accruals will reverse. This negative accrual effect is more significant for firms with high price-earnings ratios, high market-to-book ratios and high accruals where earnings management is more likely to occur. We show that incorporating the accrual effect is useful in improving the accuracy of earnings forecasts for these firms. Accordingly, the empirical results are consistent with the notion that earnings management causes the negative relationship between current accruals and future earnings. In addition, this paper shows that one recently developed accrual model has better performance than the popularly cited model in identifying manipulated earnings.     

The accrual anomaly in Europe: The role of accounting distortions

Numerous studies claim that the accrual anomaly in the U.S. stock market is due mostly to temporary accounting distortions arising from accrual accounting. We examine the validity of this explanation in an international setting. Across the 15 developed European equity markets we examine, accounting distortions contribute to the negative relation between accruals and future earnings performance in 14 equity markets. Further, we show that the negative relation between accruals and stock returns could be at least attributable to accounting distortions. In particular, accruals related to accounting distortions predict returns in 7 out of the 9 markets where the accrual anomaly occurs in Europe. Finally, we show that the impact of accounting distortions on the pricing of the accrual component of earnings is stronger in markets with a higher level of trust and a lower level of secrecy.