Expected Accrual Models: The Impact of Operating Cash Flows and Reversals of Accruals

This paper augments the Jones (1991) model with operating cash flows and lagged accruals to evaluate the impact of (1) the negative association between accruals and concurrent cash flows, (2) the positive association between accruals and lagged cash flows, and (3) the reversal of accruals. I find that operating cash flows greatly improve the explanatory and predictive power of the Jones model; but, lagged accruals do not. A market test of the expected and unexpected components of accruals indicates that unexpected accruals are on average informative with respect to concurrent stock returns; however, the market does not fully understand the implications of accruals anticipated at the beginning of the return period.This paper has benefited from helpful comments and suggestions from Tae Hee Choi, In-Kyu Moon, and two anonymous reviewers on earlier versions of this paper. The author gratefully acknowledges the financial support from the Queens School of Business.     

Investor Sophistication and the Mispricing of Accruals

This paper examines the role of institutional investors in the pricing of accruals. Using Bushee;s (1998) classification of institutional investors, we show that firms with a high level of institutional ownership and a minimum threshold level of active institutional traders have stock prices that more accurately reflect the persistence of accruals. This result holds after controlling for differences in the persistence of accruals between firms with high and low institutional ownership, and after controlling for other characteristics that are correlated with institutional ownership and future returns. Additionally, firms with low institutional ownership are smaller, less profitable, and have lower share turnover, suggesting that limits to arbitrage impede institutional investors from exploiting the seemingly large abnormal returns for these firms.     

Analyst Earnings Forecast Revisions and the Pricing of Accruals

We investigate the relation between two market anomalies to provide insights into analysts role as information intermediaries. Prior research finds that accruals and analyst earnings forecast revisions predict future returns. We find that the accrual and forecast revision strategies generate hedge returns of 15.5% and 5.5% when implemented independently. Strikingly, a combined strategy that uses forecast revisions to refine the accrual strategy generates a hedge return of 28.5%. Firms with consistent accrual and forecast revision signals have less persistent accruals and earnings. We also find that accruals can be used to refine the forecast revision strategy—high accruals are associated with overoptimism in analyst forecasts. Our findings indicate that although forecast revisions reflect information about accrual and earnings persistence beyond that reflected in the level of current year accruals, investors do not fully incorporate this information into their valuation assessments.     

Unexpected Accruals and Conditional Accounting Conservatism

Abstract:  This paper examines the impact of management discretion over accruals on conditional accounting conservatism, defined as the tendency of accountants to recognize bad news on a timelier basis than good news. Prior research suggests that conditional accounting conservatism reflected in earnings is mainly due to the accrual component of earnings, not the cash flow component of earnings. After decomposing total accruals into expected and unexpected accruals, I find that (1) conditional accounting conservatism reflected in accruals is mainly due to unexpected accruals; (2) the negative association between unconditional and conditional accounting conservatism is mainly attributable to unexpected accruals; and (3) firms with higher leverage exhibit conditionally more conservative accounting primarily through unexpected accruals. These results are robust to accrual models that take into account the systematic association between accruals and cash flows and their non-linearity and to the asymmetric persistence of earnings changes specification of conditional accounting conservatism. Taken together, these results suggest that managers exercise their discretion over accruals to expedite the recognition of bad news rather than good news.     

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.     

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.     

The Adjustment Process of Accruals: Empirical Evidence and Implication for Accrual Research

This study analyzes the intertemporal behavior of accruals and uses the results to offer some perspectives on models of accruals. Separate adjustment rates are estimated for total and managed accruals and further compared to assess the influence of managers on accrual adjustment. Analysis is further performed to test whether there is an industry-specific adjustment rate for either total or managed accruals. The results show that both the total and managed accruals follow a partial adjustment process rather than a pure-adjustment or random-walk process. Nonetheless, managed accruals exhibit longer adjustment length than total accruals in each industry sample. In addition, total and managed accruals appear to follow certain adjustment patterns that are industry-specific, consistent with the view that common industry practices and norms lead to benchmark adjustment rates to which industry firms conform. Based on the results showing that accruals exhibit lagged and industry-specific adjustments, an extension of the modified Jones model is proposed. The extended model incorporates lagged accruals and an industry accrual index in an attempt to exploit the lagged-adjustment and industry effects and, in that context, improve the temporal classification of accrual innovations. Simple tests show that the extended model achieves substantial improvements in specification over the modified Jones model.     

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.     

Board Monitoring and Earnings Management: Do Outside Directors Influence Abnormal Accruals?

Abstract:   This paper examines whether the incidence of earnings management by UK firms depends on board monitoring. We focus on two aspects of board monitoring: the role of outside board members and the audit committee. Results indicate that the likelihood of managers making income‐increasing abnormal accruals to avoid reporting losses and earnings reductions is negatively related to the proportion of outsiders on the board. We also find that the chance of abnormal accruals being large enough to turn a loss into a profit or to ensure that profit does not decline is significantly lower for firms with a high proportion of outside board members. In contrast, we find little evidence that outside directors influence income‐decreasing abnormal accruals when pre‐managed earnings are high. We find no evidence that the presence of an audit committee directly affects the extent of income‐increasing manipulations to meet or exceed these thresholds. Neither do audit committees appear to have a direct effect on the degree of downward manipulation, when pre‐managed earnings exceed thresholds by a large margin. Our findings suggest that boards contribute towards the integrity of financial statements, as predicted by agency theory.     

Accounting Accruals,Future Operating Performance,and Public-Listing Age

This paper investigates the impact of public-listing age on the future operating performance of Chinese firms making initial public offerings (IPOs) during the period 1998-2010 and examines whether accounting accruals contribute to this impact. We found that, on average, public-listing age has a negative incremental effect on future operating performance in China and that accounting accruals do play a role in postissue underperformance. However, our industrial analysis reveals that the listing-age effect does not persist in industry-specific models; this implies that listing age has heterogeneous effects on post-IPO operating performance and that these effects deserve further attention.     

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.     

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.     

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.     

The Incremental Information Content of Accruals: Evidence Based on the Exponential Smoothing of Levels and Trends in Pre-Tax Earnings, Funds Flow and Cash Flow

By arranging the accrual accounting identity as a hierarchy of market response models, this paper investigates whether current and noncurrent accruals have incremental information content beyond earnings. The results indicate that the increase in explanatory power attributable to funds flow and cash flow disclosure can be improved upon by estimating the surprises in reported numbers by exponentially weighting prior values. The unexpected information simplifies to the weighted sum of deviations from the estimated level and estimated trend. Further improvements are obtained by allowing components of the error to vary with time and by company in a non-autoregressive, homoscedastic pooling scheme which takes account of the joint presence of time series disturbance and cross sectional disturbance.     

Accruals, Cash Flows and the Post‐Earnings‐Announcement Drift

Abstract:   Several prior studies have shown that cash flows have significantly greater impact on stock prices than accruals. We examine the implications of these findings for the post‐earnings‐announcement‐drift anomaly. We argue that, if investors under‐react to earnings news, then the larger price impact of cash flows causes the cash flow component of earnings news to predict future returns better than the accruals component. Consistent with this argument, we show that unexpected cash flows are more positively related to future returns, than are unexpected accruals. Also, unexpected cash flows are found to predict future returns above and beyond that predicted by earnings surprises. Finally, we show that a strategy that decomposes earnings news into its components significantly outperforms strategies based on earnings news alone. The results support under‐reaction explanations for the drift.     

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.     

我国出口退税政策调整的影响效应分析

新一轮出口退税机制对我国的财政、经济均有一定的影响。此出口退税机制将进一步加剧地方保护主主义,不利于国内市场的统一。但将优化出口产品结构,缓解人民币升值的压力。     

寿险公司股权结构对经营绩效的影响——基于经理人代理成本视角

基于2012—2020年我国寿险公司的面板数据,实证检验股权结构对绩效的影响并探究其作用机制。结果表明：股权集中与绩效显著负相关,股权制衡与绩效显著正相关。机制检验发现,股权集中通过增加经理人代理成本削减绩效,股权制衡通过优化此类代理成本改善绩效。异质性分析表明,股权集中对成立时间短、发展速度慢的寿险公司绩效的负面影响更为显著。鉴于此,监管部门应适当降低寿险公司股东持股比例上限,引导非控股股东积极参与公司治理。