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.     

Do seasoned industry specialists provide higher audit quality? A re-examination

The purpose of this paper is to re-examine the recent findings in Gaver and Utke (2019) (GU) who find that seasoned industry specialist auditors provide higher audit quality. We first illustrate how the magnitude of residuals from the accruals model can vary significantly by industry, thus highlighting the importance of including industry fixed effects when the dependent variable is discretionary accruals. We next replicate GU’s findings. We first attempt to replicate prior literature after including industry fixed effects in the audit quality (discretionary accruals) models. This is an important control, as the relevant benchmark for a firm with an industry specialist auditor is a peer firm in the same industry with a non-specialist auditor. We find that after including industry fixed effects, there is no association between seasoned industry specialist auditors and discretionary accruals. We also find that the association between industry specialization and discretionary accruals is very sensitive to the way in which the researcher calculates specialization. Our findings are informative for shareholders of public companies who vote on auditor ratification.     

Earnings Management and the Long-Run Underperformance of Firms Following Convertible Bond Offers

Abstract:  This paper examines whether the long-run underperformance of convertible bond issuers can be explained by earnings management, as reflected in discretionary current accruals around the time of the offer. Consistent with the earnings management hypothesis, we find that convertible issuers who adjust their discretionary current accruals to report higher net income in the issue year will generally experience inferior operating and stock return performance over the five-year post-issue period. Our findings indicate that there is some temporary overvaluation of convertible issuers by the stock market, but that the resultant disappointed investors will subsequently correct their valuation errors. The similarity of our results to those reported within the prior literature on initial public offers (IPOs) and seasoned equity offers (SEOs) suggests that the earnings management hypothesis is not unique to stock offers, but that it actually extends to convertible bond offers.     

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.     

Predicting Stock Market Returns with Aggregate Discretionary Accruals

We find that the positive relation between aggregate accruals and one‐year‐ahead market returns documented in Hirshleifer, Hou, and Teoh [2009] is driven by discretionary accruals but not normal accruals. The return forecasting power of aggregate discretionary accruals is robust to choices of sample periods, return measurements, estimation methods, business condition and risk premium proxies, and accrual models used to isolate discretionary accruals. Our extensive analysis shows that aggregate discretionary accruals, in sharp contrast to aggregate normal accruals, contain little information about overall business conditions or aggregate cash flows and display little co‐movement with ICAPM‐motivated risk premium proxies. Our findings imply that aggregate discretionary accruals likely reflect aggregate fluctuations in earnings management, thereby favoring the behavioral explanation that managers time aggregate equity markets to report earnings.     

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.     

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.     

Ownership structure and the pricing of discretionary accruals in Japan

This paper examines the valuation effect of discretionary accruals for Japanese firms, taking into account the book value of equity. Consistent with US evidence, the Japanese market prices discretionary accruals, indicating that discretionary accruals enhance the value relevance of reported earnings. This value relevance is lower for cross-held firms, consistent with the view that cross-business shareholding aggravates tunneling or managerial opportunism through discretionary accounting choices. On the other hand, foreign shareholding and bond financing provide effective monitoring on managerial discretion of profit firms to enhance the valuation of discretionary accruals.     

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.     

Getting compensation right - The choice of performance measures in CEO bonus contracts and earnings management

This paper examines whether the choice of performance measures in CEO bonus compensation contracts is associated with earnings management. From a sample of FTSE350 Index firms over the period of 2005–2014, we investigate the relationship between earnings management, through discretionary accruals and real activities management, and (1) the use of and extent of reliance on financial and non-financial performance measures in CEO bonus contracts; and (2) the use of long-term and short-term measures in CEO bonus contracts. We find less income-increasing manipulation through discretionary accruals and expenses when non-financial performance measures (NFPMs) are used alongside financial performance measures (FPMs) and when the NFPMs are used to a larger extent than FPMs. Furthermore, we find less discretionary accruals when long-term performance measures are used. This implies that non-financial and long-term measures encourage executives to work towards the long-term success of the company rather than their own short-term reward.     

Innate and discretionary accruals quality and corporate governance

This paper extends previous research on the association between corporate governance mechanisms and accruals quality. We derive measures of the discretionary and innate components of accruals quality and regress them against corporate governance characteristics. For discretionary accruals, we find use of a Big 4 audit firm and a larger audit committee as the primary governance mechanisms associated with higher accruals quality. For innate accruals quality, we find that higher quality is associated with an independent board of directors, a larger, more independent and more active audit committee, and use of a Big 4 audit firm. Our findings suggest a stronger relation between sound governance mechanisms and innate accruals quality than discretionary accruals quality.     

Measuring discretionary accruals: are ROA-matched models better than the original Jones-type models?

Discretionary accruals estimated from Jones-type models are elevated or depressed for firms with extreme performance. Kothari et al. (J Acc Econ 39:163–197, 2005) propose performance matching to address the issue, that is, to difference discretionary accruals estimated from Jones-type models for treatment and control firms matched on current ROA. This study shows (1) performance matching will systematically cause discretionary accruals of either sign to be underestimated, and (2) the measurement error will be negatively correlated with the true discretionary accruals. As a result, using discretionary accruals estimated with performance matching to test whether certain events induce earnings management will increase the frequency of Type II errors, and using them as the dependent or an independent variable in regression analysis will bias the regression coefficient toward zero. The results of our empirical tests are consistent with these predictions.     

The role of industry classification in estimating discretionary accruals

This study compares the properties of the Global Industry Classification Standard (GICS) with three alternatives: Standard Industrial Classification, North American Industry Classification System, and Fama–French classification. First, we demonstrate that GICS results in more reliable industry groupings for financial analysis and research; in particular, we find that estimations of performance-adjusted discretionary accruals (PADA) based on GICS significantly outperform estimates derived using each of the three alternative classifications systems in capturing discretionary accruals. Second, we show that the difference between GICS and the other systems can provide significantly different results, and hence different inferences, in empirical studies that rely on industry classification. Specifically, we revisit findings by Teoh et al. (J Financ 53[6]:1935–1970, 1998a) and assess the conclusion that initial public offering (IPO) issuers with high abnormal accruals during the IPO year experience subsequent poorer long-term stock performance than issuers with low discretionary accruals do. We find that this result disappears when PADA estimates are based on GICS. Our results call for serious consideration of using GICS classifications in research, either in the primary analysis or as a necessary corroboration.     

Big Six auditors and audit quality: The Korean evidence

This study investigates the association between discretionary accruals and Big Six and non-Big Six auditors, and the direction of auditor change. We hypothesize that there is no significant difference in discretionary accruals between Big Six and non-Big Six clients when there is low incentive for auditors to provide high-quality audits, as in Korea.Upon examination of the discretionary accruals of firms listed on the Korean Stock Exchange from 1994 to 1998, we find there is no significant difference between the discretionary accruals of firms with Big Six and non-Big Six auditors. This holds true for firms that switch from non-Big Six to Big Six auditors and vice versa. These resources imply that there may be no difference in audit quality between Big Six and non-Big Six auditors in Korea. This is consistent with other studies in Korea, while inconsistent with the findings of previous studies on audit quality in other countries.     

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 Management, Investor Sophistication, and Equity Valuation: Evidence from 10–Q Filings

The release of the full set of financial statements in Form 10–Q provides investors with the data necessary to estimate the discretionary portion of earnings, thereby allowing them to better assess the integrity of reported quarterly earnings. We thus expect a negative association between unexpected discretionary accruals estimated using 10–Q disclosures and stock returns around 10–Q filing dates. Consistent with our expectations, we document a negative association between unexpected discretionary accruals and cumulative abnormal returns over a short window around the 10–Q filing date. Furthermore, this association varies systematically with investor sophistication. Finally, results from portfolio tests indicate that this association is economically as well as statistically significant. One interpretation of our findings is that accruals management has substantial valuation consequences, which are quickly impounded into stock prices.     

Earnings Management Surrounding CEO Turnover: Evidence from Korea

This article examines the empirical relation between chief executive officer (CEO) turnover and earnings management in Korea using a sample of 403 CEO turnovers and 806 non‐turnover control firms during the period 2001–2010. We classify CEO turnovers into four types depending on whether the departure of the outgoing CEO is peaceful or forced and whether the incoming CEO is promoted from within or recruited from outside the firm. We measure earnings management by both discretionary accruals and real activities management. We also control for the endogeneity of CEO turnover and a potential selection bias using 2SLS and Heckman's two‐stage approach. After controlling for corporate financial performance and governance structure, we find upward earnings management by the departing CEO only when the departure is forced and the new CEO is an insider. In this case, the new CEO also engages in downward earnings management using both discretionary accruals and real activities management. We also find some evidence that the new CEO recruited from outside the firm manages discretionary accruals upward following the peaceful departure of his predecessor. In all other types of CEO turnover, we do not find evidence of significant earnings management by either CEO.     

Systematic Measurement Error in the Estimation of Discretionary Accruals: An Evaluation of Alternative Modelling Procedures

This paper evaluates the extent of predictable measurement error induced by five alternative approaches to the estimation of discretionary accruals. The source and magnitude of the error is assessed by reference to the strength of the association between the discretionary accrual estimate and proxies for the non-discretionary components of total accruals. Results indicate that discretionary accruals generated by the Healy model are associated with the highest level of predictable measurement error. While the remaining four models generate significantly lower error levels, the magnitude of error remains highly significant. Findings highlight the limitations of existing models and emphasise the need for further developments in relation to the measurement of earnings management activity.     

Pricing of innate and discretionary accruals in Australian debt

This paper addresses the conflicting evidence on the role of accruals in debt pricing. We show that the two subcomponents of accruals quality, innate and discretionary accruals, both impact the debt pricing. Higher innate accruals increases cost of debt, consistent with the prior evidence ( Francis et al., 2005 ; Gray et al., 2009 ). However, we also find that higher discretionary accruals reduce the cost of debt. This contrasts with the prior evidence of a positive association between discretionary accruals and cost and debt ( Francis et al., 2005 ), and no association ( Gray et al., 2009 ). We show that noisy measurement of cost of debt reconciles these results.     

Highly Valued Equity and Discretionary Accruals

Abstract:  Overvalued equity provides a strong incentive for managers to report earnings that do not disappoint the market (  Jensen, 2005 ). We find that this can be extended to highly valued equity more generally. In the year following the classification as highly valued and compared to firms with less extreme valuations, highly valued firms have significantly higher discretionary accruals and exhibit a more pronounced positive association between discretionary accruals and proxies for the likelihood of failing to meet earnings targets. These findings are consistent with the use of discretionary accruals to manage earnings in support of extreme valuation. Because highly valued equity will likely result in CEOs with valuable stock and stock option portfolios, we test whether and show that the overvalued equity incentive is incremental to a CEO's equity portfolio incentive. One implication is that directors and audit committees should be especially on guard for possible earnings management when a firm has extremely high valuation multiples and when the CEO has a lot of equity at risk.