上市公司债务融资中的盈余管理实证研究
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摘要
改革开放三十多年,债务融资在我国社会融资中已占有越来越重要的地位。在间接债务融资方面,我国企业始终对银行信贷有很强的依赖性,而在直接债务融资方面,从2008年起,无论是绝对规模还是社会融资的相对占比,企业的债券市场一直都在超越股票市场。①因此,提高直接融资比例已成为了社会各界的广泛共识,作为直接融资重要渠道的债券市场也必然会得到空前的发展。盈余管理一直是公司财务和公司治理所关注的重要课题之一。经典的委托代理等理论认为,债务融资具有治理作用,能够约束企业管理者的盈余管理行为,但债务融资本身又可能诱发管理者的盈余管理动机。由于企业债务融资的获得、债务契约的签订、融资的定价及债券的信用评级等在很大程度上都依赖于企业提供的财务会计信息及其所报告的企业盈利能力,因此企业的债务融资与盈余管理必然地联系在一起。本文围绕着债务融资中的盈余管理问题,研究了我国资本市场中上市公司的债务融资特征对管理者盈余管理行为产生怎样的影响,以及管理者盈余管理行为又如何影响了债务融资。对上述问题的探讨,是对我国资本市场盈余管理问题研究的丰富和补充,对保障债权人利益,提高公司治理水平,加强债务资本市场的监管等方面都具有重要的理论意义和现实意义。
     本文沿着“提出问题→理论分析→实证分析→结论及政策建议”的基本思路开展研究,以我国上市公司为研究对象,采用理论分析和实证分析相结合、定性分析和定量分析相结合的研究方法。在理论分析方面,本文运用资本结构、委托代理、信号传递、控制权及债权人治理等理论,解释债务融资对盈余管理产生的影响;运用会计信息的经济后果和有效资本市场理论解释盈余管理对债务融资产生的影响;利用博弈论分析融资约束条件下债权人监督与管理者盈余管理的博弈及其结果。在实证分析中,采用相关性分析、异方差性和序列相关检验、均值差异性分析等统计分析方法对数据进行初步检验,进而采用混合截面回归模型、面板数据固定效应模型等对本文所提出的研究假设进行实证检验。同时本文还通过分组回归、扩大样本容量、寻找替代变量和使用工具变量等方法,对实证分析得到的结论进行了稳健性检验。
     本文共分为8章,各章内容如下:
     第1章绪论。主要介绍本文的研究背景、研究问题与意义、研究思路与方法、研究内容及全文研究的框架结构。
     第2章文献综述。首先阐述了盈余管理的相关研究,并根据盈余管理的手段,描述了盈余管理的计量模型;其次阐述了债务融资治理作用的相关研究;然后对债务融资与盈余管理相互影响的有关研究进行梳理;最后对已有文献进行了评述,并指出了现有研究的不足。
     第3章债务融资与盈余管理相互影响的理论分析。首先就债务融资与盈余管理之间的单向影响进行理论分析。债务融资对盈余管理的影响具有双重性,它对盈余管理有治理作用,但也可能成为盈余管理的动机。而由于盈余管理信息会产生一定的经济后果,因此在不同效率的有效市场中,盈余管理对债务契约双方的利益会产生不同的影响。本章进一步对融资约束条件下,债权人监督与管理者盈余管理进行了博弈分析,最后对债务融资与盈余管理的相互作用进行了概述。
     第4章实证研究设计。就债务融资规模、方式和结构对盈余管理的影响及盈余管理对债务融资成本的影响分别提出了研究假设。以2007-2011年沪深A股主板上市公司作为研究样本,针对不同的研究问题,选择了盈余管理和其它研究变量。本章还对面板数据进行了异方差性和序列相关检验,最终确定对面板数据使用固定效应模型;对非面板结构的数据,则使用混合截面回归模型。
     第5章债务融资对盈余管理影响的实证分析。本章从实证角度分别分析了债务融资规模、方式和结构对盈余管理产生的影响。(1)关于债务融资规模对盈余管理的影响,研究发现上市公司的应计和真实盈余管理程度,都随着资产负债率的增加而呈现出先下降后提高的现象。实证分析结果表明债务融资对盈余管理具有双重影响。(2)关于债务融资方式对盈余管理的影响,研究发现在控制了行业特征和盈利性影响后,获得银行贷款的公司应计盈余管理水平要显著高出没有获得贷款的公司;发行公司债的公司应计和真实盈余管理水平都要显著高出没有发行公司债的公司。实证分析结果表明新债的产生诱发了上市公司的盈余管理行为,也验证了债务融资中盈余管理的资本市场动机。(3)关于债务融资结构对盈余管理的影响,研究发现长期债务融资比例、银行借款比例和债券融资比例都与上市公司向上调整盈余的行为显著正相关。商业信用比例与盈余管理行为之间存在不确定的关系。实证分析结果表明某一项债务资金的增加也会导致企业进行盈余管理,验证了盈余管理的债务契约动机。
     第6章盈余管理对债务融资影响的实证分析。本章从实证角度分别分析了盈余管理对公司债务融资成本的影响和对公司债定价的影响。(1)关于盈余管理对公司债务融资成本的影响,研究发现上市公司在会计周期期间调增盈利的行为与公司整体债务融资成本显著负相关。实证分析结果表明债权人不能及时识别上市公司的盈余管理行为,因此不能针对盈余管理要求更高的风险回报。(2)关于盈余管理对公司债定价的影响,研究发现公司债发行主体的盈余管理水平在公司债发行前一年和发行当年都显著大于零;公司债发行主体在发行前一年的盈余管理水平与公司债的实际发行利率显著负相关。实证分析结果表明公司债市场中的债权人也不能够及时识别企业管理盈余的行为。
     第7章稳健性检验。本章从不同角度对第5、6章中的实证分析结果进行了稳健性检验。检验结果能够支持研究假设。(1)关于债务融资规模对盈余管理的影响,稳健性检验进行了分组回归。研究发现,在低负债率样本中,二者之间显著负相关;在高负债率样本中,二者之间显著正相关。(2)关于债务融资方式对盈余管理的影响,稳健性检验放松了对行业和盈利性的控制。研究发现,直接债务融资方式比间接债务融资方式,对企业通过真实活动向上调整盈利的影响更大。(3)关于债务融资结构对盈余管理的影响,稳健性检验将几种债务融资结构变量放入同一个模型。研究发现,长期债务、商业信用、银行借款和债券融资的比例都与企业的盈余管理水平显著正相关。(4)关于盈余管理对公司债务融资成本的影响,稳健性检验替换了原有的解释变量。研究发现,上市公司在会计周期的当期调增盈利与债务融资成本显著负相关。(5)关于盈余管理对公司债定价的影响,稳健性检验采用了工具变量法。研究发现,公司债发行主体在发行前一年调增盈余与公司债的实际发行利率显著负相关。
     第8章研究结论和建议。通过实证检验,本文得到了一些有意义的研究结论。主要结论有:(1)债务融资对盈余管理具有双重影响。公司负债水平较低时,债务融资的治理效应占主导地位;而公司负债水平较高时,盈余管理动机占主导地位。(2)就债务融资方式而言,无论是直接债务融资方式还是间接债务融资方式,新债的产生都能诱发上市公司向上调整盈利,且直接债务融资方式对盈余管理影响的程度更大。(3)就债务融资结构而言,长期债务融资比例、银行借款比例或者债券融资的比例增加时,上市公司都将显著调增盈利;在其他债务结构的共同作用下,商业信用比例增加,也会使上市公司显著调增盈利。(4)就盈余管理对债务融资的影响而言,无论是考察一般债务资本市场还是考察公司债市场,上市公司调增盈利的盈余管理行为都能够显著降低公司债务融资成本和公司债实际发行利率,表明债权人不能及时识别企业的盈余管理行为。
     本文的创新之处体现在:(1)在研究内容上,以往关于债务融资对盈余管理影响的研究,多是研究单方面的影响,且实证分析主要从“债务的增加”这个角度进行。本文则就债务融资对盈余管理产生的双重影响进行了理论和实证分析;就“债务的增加”所产生的影响,也从广义和狭义两个角度进行了检验。(2)在研究视角上,以往研究盈余管理产生的影响大多是关注盈余管理对股票市场产生的影响,或检验股票市场对盈余管理的反应。本文则重点关注了盈余管理对债务资本市场产生的影响,并检验了债权人对盈余管理的反应。(3)在研究方法上,国内以往的研究一般是运用事件研究法和采用一般的线性回归分析模型,并没有对面板数据进行深入的挖掘与分析。本文的实证分析则强调了对上市公司面板数据的分析,并对为何采用固定效应模型,以及面板数据中的异方差性和序列相关等问题进行了详细的统计检验和计量经济学分析,从而使实证分析结论更令人信服。
     本文提出的政策性建议包括:(1)对债权人:不要单纯依赖盈利信息来评估企业;签订契约前,要对企业的盈余管理进行事前考量。(2)对公司管理者:增强债权人利益保护意识;完善内部控制制度和发挥内部审计职能。(3)对监管部门:以法律制度安排债权人适当介入公司治理;尽早解决债务资本市场的多头监管问题。
     本文的研究不足和进一步的研究方向:由于受到数据、资料及研究能力的限制,本文对债券市场研究对象的细化、盈余管理对债务融资其他方面的影响及债务融资与盈余管理的相互作用机理等问题研究的还不够深入,因此有待未来对此进行更进一步的探讨和挖掘。
Over the past three decades of reform and opening-up, debt financing has played anincreasingly important role in China's social financing. In terms of private debt,companies in China have always relied heavily on the bank loans, while in terms ofpublic debt, regardless of the absolute scale or the relative proportion in social financing,the corporate bond market has been overtaking the stock market ever since2008.Therefore, increasing the proportion of direct financing has become the consensus. As animportant direct financing channel, the bond market is bound to be an unprecedenteddevelopment. Earnings management has been one of the important issues studied incorporate finance and corporate governance. Classical principal-agent theory believesthat debt financing has a governance role, which can restrain managers’ earningsmanagement behavior, but debt financing itself may also induce managers’ earningsmanagement motives. As debt financing acquirement, debt contract signing, debt pricingand bonds credit rating etc. would all have to rely on the financial accountinginformation provided by the company and the earnings ability reported by the company,company’s debt financing are necessarily connected to earings management. Focussingon the earnings management issues in debt financing, this paper studies how debtfinancing in listed companies affect managers’ earnings management behavior in China'scapital market, and how managers’ earnings management behavior affect debt financing.Discussion on these issues will be an enrichment and supplement to the research onearnings management in China's capital market and will have important theoretical andpractical meanings in protecting creditors’ interests, improving corporate governance andstrengthening the bond market supervision.
     Research in this paper will follow the basic way of "putting forward questions→theoretical analysis→empirical analysis→conclusions and policy recommendations",take the listed companies as the study objects and adopt the theoretical and empiricalanalysis, qualitative and quantitative analysis methods. In theoretical analysis, theories ofcapital structure, principal-agent, signalling, corporate control, creditor governance areused to explain the impact of debt financing on earnings management; theories ofaccounting economic consequences and effective capital market are used to explain the effect of earnings management on debt financing;game theory is used to analyze theequilibrium results between creditors’ supervision and managers’ earnings managementbehavior under financing constraint. In empirical analysis, correlation analysis,heteroskedasticity and autocorrelation test, t test with equal variances are carried out for apreliminary inspection of the data. Pooled cross-section regression model and fixed effectpanel data model are adopted to test the hypothesises. This paper also performsrobustness tests in way of regressing by groups, expanding the sample size, using theproxy variables and instrumental variables to further prove the conclusions drawn fromthe empirical analysis.
     This paper embraces8chapters. Each chapter is as follows.
     Chapter1Introduction. It introduces the background, research issues and thesignificance, research routes and methods, research contents and the framework of thispaper.
     Chapter2Literature review. Firstly, it introduces the related studies on earningsmanagement, and describes different earngings management measurement modelsaccording to different means. Secondly, it elaborates the studies on the governance roleof debt financing. Then it sorts out the mutual effect studies between debt financing andearnings management. Finally comments are given to extant literature and the weakareas of current studies are pointed out.
     Chapter3Theorectical analysis of the mutual influence of debt financing andearnings management. First it analyzes the one-way influence between debt financingand earnings management theoretically. Debt financing has dual impacts on earningsmanagement. It has governance effect on earnings management, but may also become themotive for earnings management. However, as earnings management information willproduce certain economic consequences, earnings management has different impacts onthe interests of both sides of the debt contract in different effective markets. This chapterthen conducts a game analysis between creditors’ supervision and managers’ earningsmanagement behavior. At last, it summarizes the interaction effect between debtfinancing and earnings management.
     Chapter4Empirical research design. Research hypothesises are proposed withrespect to the impact of the debt financing scale, debt financing mode and debt financing structure on earnings management and the impact of earnings management on cost ofdebt. Taking the2007-2011A-share major board listed companies as study samples,according to different problems, it chooses earnings management and other researchvariables. This chapter also carries out heteroskedastisity and autocorrelation tests forpanel data, and finally determines the fixed effect regression models for panel data. Fornon-panel stuctured data, pooled regression models will be used.
     Chapter5Empirical analysis of the impact of debt financing on earningsmanagement. This chapter empirically analyzed the impact of debt financing scale, modeand structure on earnings management respectively.(1) Regarding the impact of debtfinancing scale on earnings management,it finds that, the accruals-based and realearnings management degrees in listed companies, all decrease first and then increasefollowing the debt level increases. These results show that debt financing has a dualeffect on earnings management.(2) Regarding the impact of debt financing mode onearnings management, it finds that, after controlling the industry characteristics andprofitability impact, the accruals-based earnings management level of companies whoobtained bank loans is significantly higher than that of companies who didn’t acquireloans; both of the accruals-based and real earnings management levels of companies whoissued corporate bonds are significantly higher than those of companies who didn’t issuebonds. The results show that the new debt emergence induced earnings managementbehavior of listed companies, and also verify the capital market motive of earningsmanagement in debt financing.(3) Regarding the impact of debt financing structure onearnings management, it finds that, the proportion of long-term debt, the proportion ofbank borrowing and the proportion of bonds financing are all significantly positivecorrelated to listed companies’ upward earnings adjustment behavior. The relationshipbetween the proportion of commercial credits and earnings management behavior isuncertain. The results show that increasing any kind of debt capital would leadcompanies to manage earnings, and also verify the debt contract motive of earningsmanagement.
     Chapter6Empirical analysis of the impact of earnings management on debtfinancing. This chapter empirically analyzed the impact of earnings management oncorporate cost of debt and on corporate bonds pricing respectively.(1) Regarding the impact of earnings management on corporate cost of debt, it finds that listed companies’upward earnings adjustment between accounting periods is significantly negativecorrelated with companies’ cost of debt. The results indicate that creditors cannot seethrough listed companies’ earnings management behavior timely, therefore were not ableto claim higher risk returns for earnings management.(2) Regarding the impact ofearnings management on corporate bonds pricing, it finds that, prior to and in the year ofcorporate bonds issuance, earnings management level of the issuers are significantlygreater than zero; and earnings management level prior to the year of issuance issignificantly negative correlated with corporate bonds real insuing rate. The results showthat creditors in corporate bonds market were neither able to identify companies’earnings management behavior timely.
     Chapter7Robustness test. This chapter carries out robustness tests from differentangles for conclusions obtained in Chapter5and6. Testing results can support thehypotheses.(1) Regarding the impact of debt financing scale on earnings management,robustness test runs regressions by groups. It finds that, in the sample of low debt ratio,they are significantly negative correlated; in a sample of high debt ratio, they aresignificantly positive correlated.(2) Regarding the impact of debt financing mode onearnings management, robustness test releases the control on industry and profitabilitycharacteristics. It finds that, compared to private debt financing, public debt financinghas greater impact on companies’ upward earnins adjustment through real activities.(3)Regarding the impact of debt financing structure on earnings management, robustnessputs all debt structure variables into one model. It finds that, the proportion of long-termdebt ratio, commercial credits, bank borrowings and bonds financing are all significantlypositive correlated with earnings management.(4) Regarding the impact of earningsmanagement on corporate cost of debt, robustness test replaces the original explanatoryvariable. It finds that, listed companies’ upward earnings adjustment in currentaccounting period is significantly negative correlated with cost of debt.(5) Regarding theimpact of earnings management on corporate bonds pricing, robustness test adoptsinstrumental variable method. It finds that, upward earnings adjustment prior to the yearof issuance is significantly negative correlated with corporate bonds real insuing rate.
     Chapter8Conclusion and suggestions. This pater obtained some meaningful conclusions after empirical analysis. Main conclusions are:(1) Debt financing has a dualeffect on earnings management. When debt ratio is low, the governance effects of debtfinancing play a dominant role. When debt ratio is high, motives of earningsmanagement dominate.(2) In terms of debt financing mode, whether public or privatedebt, new debt issuance has indeed induced companies’ upward earnings adjustmentbehavior, and public financing has a greater impact on earnings management.(3) Interms of debt structure, the larger the long-term debt ratio, the bank borrowings ratio orthe bonds financing ratio, the more likely that listed companies manage earningsupwardly; under the common effect of other debt components, increasing the proportionof commercial credits also can significantly lead to upward earnings management.(4) Interms of the impact of earnings management on debt financing, whether examingcorporate general cost of debt or examing corporate bonds’ issuing rate, listed companies’upward earning adjustment can significantly reduce corporate cost of debt and bondsinterest rate at issuance, which means debt market can’t see through earningsmanagement behavior timely.
     The innovations of this paper are:(1) On the research contents, the previous studiesconcerning the effect of debt financing on earnings management, mainly focus on theone-way influence, and empirical analysis is mainly carried out from the view of “debtlevel increases”. The innovation of this paper is that it analyzes the dual impact of debtfinancing on earnings management both theoretically and empirically; in terms of theeffect of “debt level increases”, it also conducts the tests from both the broad and narrowsense.(2) On the research perspective, the previous studies concerning the effect ofearnings management produced, are mainly concerning the impact of earningsmanagement on the stock market, or testing the stock market reaction to earningsmanagement. The innovation of this paper is that it concerns the impact of earningsmanagement on debt market, and tests the creditors’ reaction to earnings management.(3)On the research methods, current domestic empirical analysis often applies event studymethod and adopts general linear regression models, which doesn’t perform in-depthexcavation and analysis for panel data. The empirical analysis in this paper underlines theanalysis of listed company’s panel data and performs detailed statistical tests andeconometric analysis for why to use fixed effect models, as well as for the heteroscedasticity and serial correlation problems in panel data. Thereby, making theempirical analysis conclusions more convincing.
     This paper puts forward the following policy suggestions:(1) To creditors: do notrely solely on earnings information to evaluate company; perform an ex-anteinvestigation for companies’ earnings management before signing the contract.(2) Tomanagers: strengthen the consciousness to protect creditors’ interests; improve internalcontrol system and bring internal audit to function.(3) To regulators: allow creditors toinvolve in corporate governance system by law; solve the problem of various regulatorybodies in the debt market as soon as possible.
     Limitations and future research directions are as follows: As restricted by the data,information and research ability, the issues of the refinement of the study objects in bondmarket, the influence of earnings management on other aspects in debt financing, and themechanism of the interaction of debt financing and earnings management are not studiedintensively. For this reason, these areas are needed to be futher explorated and excavatedin the future.
引文
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