The association between earnings quality and the cost of equity capital: Evidence from the UK

Empirical evidence that examines the association between earnings quality and the cost of equity supports theoretical work that information risk is a non-diversifiable risk factor. However, the main body of evidence, centred on Francis et al.'s (2004) seminal work, focuses on earnings quality measures that are based on US GAAP. This study extends the analysis of Francis et al. (2004) for a sample of UK listed firms during the period 2005 to 2011. This setting and time period enables us to examine the effect of IFRS based earnings on the pricing of earnings quality and how this relation is influenced by a period of severe macro-economic turbulence as in the case of the recent global financial crisis. We find a significant negative association between each accounting-based earnings quality proxy considered separately and the cost of equity. Our results also indicate that during the financial crisis the relationship between earnings quality and cost of equity becomes more prominent than in the pre-crisis period. Our results also document that investors place more importance on the innate component of accruals quality than on the discretionary component. Our results should be of interest to US standard setters who are considering adopting or converging to IFRS.     

Do accruals exacerbate information asymmetry in the market?

A considerable body of evidence, both archival and experimental, suggests that accounting accruals are heterogeneously interpreted by investors. We examine whether the information asymmetry among investors arising from this heterogeneous interpretation, implied in these empirical results, affects transactions costs in the form of the adverse selection component of the bid-ask spread. We examine this impact both, in a yearly setting and around the first release of quarterly accrual information. The results of the study provide empirical evidence of a positive association between the adverse selection component and accruals in the yearly analysis. Since wider bid-ask spreads are both theoretically and empirically linked to higher stock returns (Brennan & Subrahmanyam, 1996), our results provide a transaction cost basis for understanding one possible factor underlying the linkage between accruals and cost of equity capital, and accruals and information risk pricing as documented in Francis et al. (2005) and Ecker et al. (2006).     

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.     

Inventory policy, accruals quality and information risk

This paper provides evidence consistent with firms with Last-in-first-out (LIFO) inventory policy being priced by the market as having lower information risk than First-in-first-out (FIFO) firms. Furthermore, the paper shows that this pricing differential is sustained after controlling for accruals quality, suggesting that the inventory policy signals some information risk characteristics that are not captured by accruals quality measure. We investigate the relation between inventory policy and accruals quality and find that accruals quality is systematically worse for FIFO firms than for LIFO firms after controlling for correlated omitted variables and known firm attributes. These findings complement the currently established relationship between the cost of capital, market pricing and accruals quality by focusing on the need for understanding the incremental effects of individual accounting policies.     

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.     

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.     

Managerial Ownership, Information Content of Earnings, and Discretionary Accruals in a Non–US Setting

This study employs Danish data to examine the empirical relationship between the proportion of managerial ownership and two characteristics of accounting earnings: the information content of earnings and the magnitude of discretionary accruals. In previous research concerning American firms, Warfield et al. (1995) document a positive relationship between managerial ownership and the information content of earnings, and a negative relationship between managerial ownership and discretionary accruals. We question the generality of the Warfield et al. result, as the ownership structure found in most other countries, including Denmark, deviates from the US ownership configuration. In fact, Danish data indicate that the information content of earnings is inversely related to managerial ownership.     

Discussion of “inventory policy, accruals quality and information risk”

Krishnan et al. (Review of Accouting Studies, 2008) investigate how the choice of LIFO versus FIFO affects firms’ accruals quality and cost of capital. The authors show that LIFO firms have better accruals quality and lower cost of capital than FIFO firms and that the cost of capital effect associated with the inventory valuation method is not subsumed by differences either in fundamental risk or accruals quality between LIFO and FIFO firms. This discussion is focused on key design choices and underlying assumptions.     

Does pedigree matter? Earnings quality of U.S. listed domestic firms via reverse mergers

This paper examines earnings quality of U.S. domestic firms that access capital markets via a reverse merger transaction (RM firms) compared to those via the more traditional initial public offering (IPO firms) during the period from 1997 to 2011. In order to mitigate confounding effects of legal regime, law enforcement, and culture, we require both the acquiring and target firms to be incorporated and headquartered in the U.S. to be included in our sample. We also use the Heckman (1976) procedure to control for self-selection bias. To capture earnings quality, we use a battery of measures established in prior literature, including discretionary accruals, discretionary revenues, real activities earnings management, and accrual estimation errors. Our measures have both convergent and discriminant validity and therefore appear to capture earnings quality fairly well. We find consistent evidence that U.S. domestic RM firms have lower earnings quality compared with U.S. IPO firms. Our evidence suggests that investors and other stakeholders should take into account the fact and consequences of the method that firms use to access capital markets in their investment decision making process.     

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.     

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.     

会计师事务所人力资本特征与审计质量——来自中国资本市场的经验证据

人力资本在会计师事务所中具有十分重要的意义。本文利用2009年我国会计师事务所及其非金融类上市公司客户的数据,以操控性应计额度量审计质量,检验会计师事务所中注册会计师所占比重以及注册会计师的学历、年龄、参加行业领军人才培训情况等人力资本特征对审计质量的影响,结果发现,在我国本土事务所中,注册会计师的年龄以及入选行业领军人才培训计划的人数与正向的操控性应计额之间存在显著的负向关系,这表明,会计师事务所中注册会计师的经验丰富程度和对培训的重视程度对于抑制客户的正向盈余管理行为、提高审计质量具有积极作用。文章没有发现会计师事务所中注册会计师的比重以及注册会计师中高学历者所占比重与审计质量之间存在显著关系的证据。     

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.     

Earnings Quality, Insider Trading, and Cost of Capital

Previous research argues that earnings quality, measured as the unsigned abnormal accruals, proxies for information asymmetries that affect cost of capital. We examine this argument directly in two stages. In the first stage, we estimate firms' exposure to an earnings quality factor in the context of a Fama‐French three‐factor model augmented by the return on a factor‐mimicking portfolio that is long in low earnings quality firms and short in high earnings quality firms. In the second stage, we examine whether the earnings quality factor is priced and whether insider trading is more profitable for firms with higher exposure to that factor. Generally speaking, we find evidence consistent with pricing of the earnings quality factor and insiders trading more profitably in firms with higher exposure to that factor.     

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.     

Disclosure Interactions and the Cost of Equity Capital: Evidence From the Spanish Continuous Market

Abstract:  The purpose of this paper is to provide some new evidence on the relationship between disclosure and the cost of equity capital. We propose a new specification for the empirical test based on the idea that in the previous models one crucial variable was missing: accounting policy choice. We test our theoretical hypothesis using a sample of Spanish firms quoted on the Spanish continuous market from 1999 to 2002. We adopt the ex-ante approach to measure the cost of equity capital, taking analysts predictions as a proxy for expected earnings. As an explanatory variable we use an index measuring annual report disclosure quality. This measure of disclosure is combined with a proxy for the accounting policy choice of the firm. We measure firms' conservatism using the modified Jones model of Dechow et al. (1995) to estimate discretionary accruals. Our results confirm that the relationship between disclosure and cost of capital is affected by the choice of accounting policy.     

Cost of Capital for Exempt Foreign Private Issuers: Information Risk Effect or Earnings Quality Effect? It Depends

We examine whether the information risk accompanying Foreign Private Issuers' (FPIs) exemptions from the U.S. Securities and Exchange Commission (SEC) reporting requirements is associated with capital market penalties (measured by a higher cost of equity capital) and, further, the extent to which this information risk is mitigated by earnings quality. Our overall results indicate that exempt FPIs exhibit a higher cost of equity capital than reporting FPIs, and this relation still persists after controlling for earnings quality. Furthermore, we partition our sample into firms from strong and weak investor protection environments. Interestingly, similar to the results in Francis et al. (2008), for FPIs from strong investor protection regimes we find no difference in the cost of capital between exempt and filing FPIs, even after controlling for earnings quality. To the contrary, for FPIs from weak investor protection regimes, we find that the exemption is associated with a higher cost of equity capital, and that earnings quality does not significantly reduce the premium paid by these issuers.     

Further evidence of the relationship between accruals and future cash flows

Focusing only on operating accruals in accrual‐based studies results in a loss of information and noisy measures of both accrual and cash flow components of earnings. Thus, we examine the relative importance of working capital accruals, non‐current operating accruals, and financing accruals with regard to future cash flows from operations (CFO). Using Australian data, we provide evidence that both working capital and non‐current operating accruals are important for explaining future CFO but that the contribution of financing accruals is not significant. Moreover, the asset component of accruals plays a more important role in explaining future CFO than the liability component.     

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.     

Accounting restatements and information risk

We examine the association between accounting restatements and the pricing of information risk. Using the Fama and French three-factor model augmented with discretionary and innate information risk factors, we find a significant increase in the factor loadings on the discretionary information risk factor for restatement firms after a restatement announcement. The increase in factor loadings results in an increase in the estimated cost of capital, which is cross-sectionally associated with the short-window price reaction to restatements. We study several potential determinants of the change in information risk pricing and find evidence consistent with the restatement initiator (auditor vs. firm management) and the number of times a firm restates affecting the change in the pricing of discretionary information risk. We also find an increase, of smaller magnitude, in the pricing of discretionary information risk for non-restatement firms in the same industries as the restatement firms, consistent with an information transfer effect.