State ownership and abnormal accruals in highly-valued firms: Evidence from China

https://doi.org/10.1016/j.jcae.2020.100223Get rights and content

Abstract

We examine how state ownership affects Chinese firms’ abnormal accruals during a period of high valuation. We find the magnitude of abnormal accruals first increases for up to three years of high valuation, and then reduces after the fourth year. We also find that managers turn to using abnormal real transactions after four consecutive years of high valuation. Next, we examine whether the degree of abnormal accruals in highly-valued firms differs between state-owned enterprises (SOEs) and non-NSOEs. Supporting the view that SOE managers have less incentive to sustain high stock prices, we find evidence that highly-valued SOEs have significantly lower levels of abnormal accruals than highly-valued NSOEs during the period of high valuation. Our findings contribute to the literature on the cross-sectional variation in the relation between managers’ pressure to sustain high stock prices and their accounting choices in firms with different ownership structures.

Introduction

The quality of reported earnings in financial statements is of considerable interest to practitioners, regulators, and academics. Jensen (2005) suggests that highly-valued equities induce managers to use abnormal accruals with the purpose of sustaining upward trends in earnings and stock price.1 Using U.S. data, Badertscher (2011) finds that a firm’s level of abnormal accruals changes with the duration of high valuation. Specifically, in order to sustain their high stock price, managers tend to have high abnormal accruals in the early stages before moving to abnormal real transactions (often referred to as real earnings management). We examine how state ownership affects Chinese firms’ abnormal accruals during the period of high valuation. Our study on abnormal accruals in the Chinese market is informative to both investors and regulators, as Clinch and Wei (2011) find that that Chinese investors’ reaction to earnings is four times more than those in the U.S. We confirm Badertscher’s (2011) findings in the Chinese market and, more importantly, we test whether this relation differs in state-owned enterprises (SOEs) (where the government is the ultimate controlling shareholder) and non-state-owned enterprises (NSOEs) (where private entities or individuals are the controlling shareholder) in China. Agency costs are associated with abnormal accruals, and ownership structure is a primary determinant of agency costs; therefore, we link a company’s ownership structure with their abnormal accruals.

Aminadav and Papaioannou (2020) show that state ownership is prevalent and influencial around the globe. In many countries (e.g., Brazil, China, India, and Russia), the government holds controlling stakes in the largest and most important frms. SOEs and NSOEs in China differ in the nature of their ownership, agency problems, and governance mechanisms, which leads to differences in incentives and ability to manage earnings. The uniqueness of the Chinese setting allows us to compare the effects of high valuation on abnormal accruals across two groups of firms with different ownership structures. We propose two competing predictions on how state ownership affects the relation between sustained high valuation and abnormal accruals. On the one hand, managers of Chinese SOEs have double identities as both businessman and government agents. Their promotions are more based on fulfilling the various political and social objectives than by achieving superior operating and financial performance (Cao et al., 2019, Chen et al., 2018). Moreover, managers in Chinese SOEs usually hold fewer stocks and options than NSOE managers do. Thus, they have less monetary incentives to sustain high stock prices compared to NSOE managers. Finally, SOEs also have less incentive to improve financial performance in order to gain access to external finance because of the close links between SOEs and state-owned banks in China.

On the other hand, existing empirical evidence shows that monitoring over managers is weaker in SOEs in China, including appointing less-professional directors (Fan et al., 2007), hiring lower quality auditors (Wang et al., 2008), weaker monitoring from state-owned banks (Chen et al., 2010), and weaker monitoring from reputable underwriters during IPOs (Chen et al., 2013). In total, prior research suggests managers of SOEs in China have fewer incentives to manage earnings, while weaker monitoring may induce more ability for managers to manage earnings in SOEs than in NSOEs. Thus, it is an empirical question as to whether the abnormal accruals and abnormal real transactions of highly-valued SOEs behave differently from NSOEs.

Our analyses are based on a sample of 19,226 firm-year observations with sufficient data from the China Securities Markets and Accounting Research (CSMAR) database over the period from 2003 to 2017. We use the performance-adjusted discretionary accruals estimated from the modified Jones model to measure abnormal accruals (Kothari et al., 2005), and use the prior year’s P/E ratio or market-adjusted stock returns to identify highly-valued firms. We find that the level of income-increasing accruals is higher for highly-valued firms. Further, consistent with the U.S. findings in Badertscher (2011), we find the magnitude of abnormal accruals first increase for up to three years of high valuation, and the magnitude is reduced after the fourth year. This finding is consistent with the conjecture that the difficulty of consistently having positive abnormal accruals increases over time because of the reversing nature of accruals. We find that managers turn to engaging in abnormal real transactions after four consecutive years of high valuation. These results confirm the finding of Badertscher (2011) that managers’ choice of alternative abnormal accruals mechanisms depends on the duration of a firm’s high valuation.

These findings are related to the stream of literature on the effect of firm valuation on abnormal accruals. Efendi et al. (2007) find that firms that restate earnings exhibit signs of being overvalued in the years prior to the earnings restatement and engage in non-GAAP abnormal accruals. Chi and Gupta (2009) find that overvaluation intensifies accruals management. Houmes and Skantz (2010) document that highly-valued firms have significantly higher discretionary accruals. A recent paper by Yang and Abeysekera (2019) replicates Badertscher’s (2011) results in the Australian setting. However, it is unclear whether these results will hold for Chinese firms where it is common for public firms to be ultimately controlled by the government, i.e. they are SOEs. Managers in these firms, which are characterized by different capital structures and political embeddedness, may have different reporting behaviors. For example, managers of Chinese firms, especially those of SOEs with high political ranks, are more motivated to exercise caution (Chen et al., 2018). Thus, it is ex ante unclear if the relation between high valuation and abnormal accrual holds in countries other than the U.S. and Australia. We contribute to the literature by showing that, on average, Chinese firm’s abnormal accruals follow a similar pattern as the developed countries during periods of high valuation.

Next, we examine whether the degree of abnormal accruals in highly-valued firms differs between SOEs and NSOEs. Supporting the view that SOE managers have less incentive to sustain high stock prices, we find evidence that highly-valued SOEs present significantly lower levels of abnormal accruals than highly-valued NSOEs. Our findings contribute to the literature on the cross-sectional variation in the relation between managers’ pressure to sustain high stock prices and their abnormal accruals behavior in China, an environment where this relation is likely to vary substantially between SOEs and NSOEs. Studies using U.S. data largely assume that the effects of high valuation on abnormal accruals are uniform across firms (Badertscher, 2011, Chi and Gupta, 2009, Houmes and Skantz, 2010). Our findings suggest that state ownership affects this relation, i.e., managers of SOEs are less incentivized to have positive abnormal accruals even when their companies’ stocks are highly valued.

Our results contribute to our understanding of the impact of ownership structure on managers’ reporting behaviors. The importance of examining whether the behavior of managers in SOEs differs from the behavior of managers in NSOEs is elevated by the prevalence of government control of listed companies in many parts of the world, particularly in transitional economies. Choosing a Chinese setting is suitable for our research question due to the country’s prevalence of state ownership for both historical and political reasons (Huang et al., 2017). While it has long been established that state ownership is associated with inefficiency and underperformance, there is also evidence that ultimate ownership by government helps overcome problems such as underfinancing and underinvestment (Che and Qian, 1998) and the incidence of financial frauds (Chen et al., 2006). Given China’s rapid economic growth during the past few decades, economists resort to different theories to explain its success, such as federalism (e.g., Qian and Roland, 1998). Broadly speaking, our findings add firm-level evidence associated with the improving of firms’ earnings quality behind China’s economic growth.

Second, our findings of differential effects of high valuation on abnormal accruals between SOEs and NSOEs enhance our understanding of firms’ political background in general. Political connections are common in companies listed on the world’s stock markets (Faccio et al., 2006) and there is a growing interest in the consequence of firm political background from accounting and finance researchers. Prior studies suggest that political connections enhance firm value (e.g., Fisman, 2001, Johnson and Mitton, 2003). Our findings add to the role of political background in financial reporting quality, which ultimately adds to shareholder value. In this sense, our results also have implications for investors and financial analysts in transitional economies by explaining firms’ accounting choices. It also has policy implications for regulators regarding the heterogeneous reporting behaviors of managers with and without political background.

The remainder of our paper is organized as follows. Section 2 reviews related literature and develops our hypotheses. Section 3 describes our research design. Section 4 describes our sample selection procedures and presents the results of our main tests. Section 5 reports the results of our additional tests on real earnings management. Section 6 reports the results of our robustness tests and section 7 concludes our paper.

Section snippets

Highly valued equity and abnormal accruals

According to Jensen (2005), highly-valued equities induce managers to engage in earnings management with the purpose of sustaining upward trends in earnings and stock prices. Sustaining high stock prices may benefit managers by increasing the value of financial incentives such as stock options and bonuses tied to the stock price. Thus, instead of engaging in more transparent financial reporting to help the market correct the overvalued equity, managers may prolong overvaluation by having

Measuring abnormal accruals

Following Badertscher (2011), we estimate abnormal accruals using Kothari et al.’s (2005) performance-matched modified Jones model. Specifically, we first estimate the following regression within each industry-year to determine the “normal” or expected level of accruals:TAit=β01Ait-1+β1(ΔSit-ΔARit)+β2PPEit+εitwhere TA is the earnings before extraordinary items and discontinued operations minus the operating cash flows reported in the statement of cash flows, scaled by lagged total assets (

Data and sample selection

Our data consist of all Chinese non-financial firm-year observations from 2003 to 2017. Ownership information is collected from CSMAR’s China Listed Firm’s Shareholders Research Database, which is available from 2003. We collect all the financial, stock return and auditor-related data from the CSMAR database. Panel A of Table 1 summarizes our sample selection procedures. We require at least 10 firms in each industry per year to estimate abnormal accruals, and the firm-year observations in each

Tests on abnormal real transactions

In the previous sections we document that Chinese firms tend to manage earnings upwards using accruals-based earnings management. In addition to using abnormal accruals, managers can also purposefully alter reported earnings in a particular direction by changing the timing or structuring of an operating, investing, or financing decision (Roychowdhury, 2006). Cohen and Zarowin (2010) show that firms engage in real activities manipulation around seasoned equity offerings (SEO), and the decline in

Endogeneity

The preceding analyses treat high valuation and abnormal accruals as being exogenously determined. However, it is possible that the relation between high valuation and abnormal accruals is endogenous. To address this concern, we use a market-wide fluctuation of stock prices in China that happened in the year 2008. Specifically, during 2008, the SSE Composite Index (SZSE Component Index) plunged from about 5400 (18,000) to 1900 (6500).15

Conclusions and limitations

Using a sample of Chinese firms over the period from 2003 to 2017, we examine how state ownership affects Chinese firms’ abnormal accruals during a period of high valuation. We find the magnitude of abnormal accruals first increases for up to three years of high valuation, and then reduces after the fourth year. Meanwhile, managers are more likely to use abnormal real transactions after four consecutive years of high valuation. These results confirm Badertscher’s (2011) findings in the Chinese

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

We are grateful to Andrew Ferguson (editor) and an anonymous reviewer for their helpful comments and suggestions. We also thank Jeff Coulton, Ferdinand Gul, Wen He (discussant), Andrew Jackson and Yuyu Zhang and the participants of UNSW workshop, JCAE 2019 Midyear Conference, and 2019 AFAANZ Annual Conference for their comments.

References (52)

  • P.M. Healy et al.

    Information asymmetry, corporate disclosure, and the capital markets: A review of the empirical disclosure literature

    J. Acc. Econ.

    (2001)
  • G. Jiang et al.

    Should earnings thresholds be used as delisting criteria in stock market?

    J. Account. Public Policy

    (2008)
  • S. Johnson et al.

    Cronyism and capital controls: evidence from Malaysia

    J. Fin. Econ.

    (2003)
  • S.P. Kothari et al.

    Performance matched discretionary accrual measures

    J. Acc. Econ.

    (2005)
  • J.K. Reynolds et al.

    Does size matter? The influence of large clients on office-level auditor reporting decisions

    J. Acc. Econ.

    (2000)
  • S. Roychowdhury

    Earnings management through real activities manipulation

    J. Acc. Econ.

    (2006)
  • B.C. Sohn

    The effect of accounting comparability on the accrual-based and real earnings management

    J. Account. Public Policy

    (2016)
  • Q. Wang et al.

    State ownership, the institutional environment, and auditor choice: Evidence from China

    J. Acc. Econ.

    (2008)
  • Y. Yang et al.

    Duration of equity overvaluation and managers’ choice to use aggressive underlying earnings disclosure and accrual-based earnings management: Australian evidence

    J. Contemp. Acc. Econ.

    (2019)
  • G. Aminadav et al.

    Corporate control around the world

    J. Fin.

    (2020)
  • Badertscher, B.A., 2011. Overvaluation and the choice of alternative earnings management mechanisms. Account. Rev. 86,...
  • Becker, C.L., DeFond, M.L., Jiambalvo, J., Subramanyam, K.R., 1998. The effect of audit quality on earnings management....
  • Bradshaw, M., Liao, G., Ma, M.S., 2018. Agency costs and tax planning when the government is a major Shareholder. J....
  • X. Cao et al.

    Political promotion, CEO incentives, and the relationship between pay and performance

    Manage. Sci.

    (2019)
  • Chan, L.H., Chen, K.C.W., Chen, T.Y., Yu, Y., 2015. Substitution between real and accruals-based earnings management...
  • J. Che et al.

    Institutional environment, community government, and corporate governance: understanding China's township-village enterprises

    J Law Econ Organ

    (1998)
  • Cited by (8)

    • Ultimate government control and stock price crash risk: Evidence from China

      2023, Emerging Markets Review
      Citation Excerpt :

      According to Guedhami et al. (2009), state ownership is inversely related to financial reporting quality and transparency, suggesting a positive relationship between government control and crash risk. On the contrary, Chinese SOEs are found to have lower levels of earnings management and financial frauds (Chen et al., 2006; Li et al., 2021), because managers of SOEs pursue political incentives and have less incentive to sustain high stock prices (Chen et al., 2018a). Second, government-controlled companies tend to undertake conservative investments (Fogel et al., 2008), suggesting that politicians and managers are risk-averse and companies are less risk-taking (Boubakri et al., 2013).

    • Institutional investors and earnings management associated with controlling shareholders' promises: Evidence from the split share structure reform in China

      2022, Journal of Contemporary Accounting and Economics
      Citation Excerpt :

      We do not predict the sign of the coefficient for Govt because the relation between government ownership and earnings management is inclusive. While some studies (e.g., Wang and Yung, 2011; Li et al., 2021; Wang et al., 2020) find that government-controlled firms have lower levels of earnings management and information risk than privately controlled firms, other research (e.g., Liu et al., 2014) reports that firms controlled by the government are more likely to engage in earnings management. We control for ownership concentration (Top1) because the conflict of interests between controlling shareholders and minority shareholders is more severe in firms with more concentrated ownership (Wang and Shailer 2015).

    • Typhoons’ effect, stock returns, and firms’ response: Insights from China

      2024, Journal of University of Science and Technology of China
    View all citing articles on Scopus
    View full text