Sunday, 22 January 2017

Mind mapping the topic of earnings management

Mind mapping the topic of earnings management (EM)

Joseph Kim-keung Ho
Independent Trainer
Hong Kong, China


Abstract: The topic of earnings management (EM) is a main one in Accounting and Finance. This article makes use of the mind mapping-based literature review (MMBLR) approach to render an image on the knowledge structure of earnings management. The finding of the review exercise is that its knowledge structure comprises four main themes, i.e., (a) Descriptions of basic concepts and information (b) Major underlying theories and thinking, (c) Main research topics and issues, and (d) Major trends and issues related to practices. There is also a set of key concepts identified from the EM literature review. The article offers some academic and pedagogical values on the topics of EM, literature review and the mind mapping-based literature review (MMBLR) approach.
Key words: Earnings management (EM), literature review, mind map, the mind mapping-based literature review (MMBLR) approach


Introduction
Earnings management (EM) is a main topic in Accounting and Finance. It is of academic and pedagogical interest to the writer who has been a lecturer on Accounting and Finance for some tertiary education centres in Hong Kong. In this article, the writer presents his literature review findings on EM using the mind mapping-based literature review (MMBLR) approach. This approach was proposed by this writer in 2016 and has been employed to review the literature on a number of topics, such as supply chain management, strategic management accounting and customer relationship management (Ho, 2016). The MMBLR approach itself is not particularly novel since mind mapping has been employed in literature review since its inception. The overall aims of this exercise are to:
1.      Render an image of the knowledge structure of earnings management  (EM) via the application of the MMBLR approach;
2.      Illustrate how the MMBLR approach can be applied in literature review on an academic topic, such as EM.
The findings from this literature review exercise offer academic and pedagogical values to those who are interested in the topics of EM, literature review and the MMBLR approach. Other than that, this exercise facilitates this writer’s intellectual learning on these three topics. The next section makes a brief introduction on the MMBLR approach. After that, an account of how it is applied to study EM is presented.

On mind mapping-based literature review
The mind mapping-based literature review (MMBLR) approach was developed by this writer in 2016 (Ho, 2016). It makes use of mind mapping as a complementary literature review exercise (see the Literature on mind mapping Facebook page and the Literature on literature review Facebook page). The approach is made up of two steps. Step 1 is a thematic analysis on the literature of the topic chosen for study. Step 2 makes use of the findings from step 1 to produce a complementary mind map. The MMBLR approach is a relatively straightforward and brief exercise. The approach is not particularly original since the idea of using mind maps in literature review has been well recognized in the mind mapping literature. The MMBLR approach is also an interpretive exercise in the sense that different reviewers with different research interest and intellectual background inevitably will select different ideas, facts and findings in their thematic analysis (i.e., step 1 of the MMBLR approach). Also, to conduct the approach, the reviewer needs to perform a literature search beforehand. Apparently, what a reviewer gathers from a literature search depends on what library facility, including e-library, is available to the reviewer. The next section presents the findings from the MMBLR approach step 1; afterward, a companion mind map is provided based on the MMBLR approach step 1 findings.

Mind mapping-based literature review on earnings management (EM): step 1 findings
Step 1 of the MMBLR approach is a thematic analysis on the literature of the topic under investigation (Ho, 2016). In our case, this is the EM topic. The writer gathers some academic articles from some universities’ e-libraries as well as via the Google Scholar. With the academic articles collected, the writer conducted a literature review on them to assemble a set of ideas, viewpoints, concepts and findings (called points here). The points from the EM literature are then grouped into four themes here. The key words in the quotations are bolded in order to highlight the key concepts involved.



Theme 1: Descriptions of basic concepts and information
Point 1.1.              “The earnings management studies state that managers use their discretionary power to select alternative accounting techniques to manipulate actual financial statement. Earnings management has been defined as an intentional intrusion coupled with the purpose of deriving some private gain in the external financial reporting process” (Kumari and Pattanayak, 2014);
Point 1.2.            “Discretionary accruals can be described as management choices for non-obligatory accruals. These are non-mandatory expenses/assets recorded within the accounting system which are yet to be realized, e.g., write-off of preliminary expenses, creating provision for bad debts, alternative  methods of recording depreciation, credit sales, etc. Discretionary accruals are choices given to the management by GAAP and other accounting laws through the provision of alternative accounting practices and alternative financial reporting techniques” (Kumari and Pattanayak, 2014);
Point 1.3.               “Whenever financial decisions are based on intentional judgment applied for transaction structuring and financial reporting with the sole purpose of meaningful deceit, concealment or data spinning, it gives rise to earnings management. This is done in order to mislead the investors and stakeholders and influence favorable outcomes from business contracts through manipulated accounting figures” (Baig and Khan, 2016);
Point 1.4.              “…real earnings management manifests through sales manipulation, reduction of discretionary expenditures, or overproduction” (Visvanathan, 2008);
Point 1.5.              Earnings management can be classified into two categories: accruals management and real activities manipulation (RM). Accruals management involves within generally accepted accounting principles (GAAP) accounting choices that try to ‘‘obscure’’ or ‘‘mask’’ true economic performance ….  RM occurs when managers undertake actions that change the timing or structuring of an operation, investment, and ⁄ or financing transaction in an effort to influence the output of the accounting system” (Gunny, 2010);
Point 1.6.              Roychowdhury … defines real activities manipulation as “departures from normal operational practices, motivated by managers’ desire to mislead at least some stakeholders into believing certain financial goals have been met in the normal course of operations. These departures do not necessarily contribute to firm value even though they enable managers to meet reporting goals.”…” (Visvanathan, 2008);
Point 1.7.              “Examples of RM [real activities manipulation] include overproduction to decrease cost of goods sold (COGS) expense and cutting desirable research and development (R&D) investments to boost current period earnings” (Gunny, 2010);

Theme 2: Major underlying theories and thinking
Point 2.1.              “…earnings management is more pervasive in countries where investor protection is weak than in countries where investor protection is strong” (Karim and Sarkar, 2016);
Point 2.2.              “Companies manipulate earnings not only by accruals but also by taking or postponing production or operating actions that adjusts the earnings towards the desired target. The latter type is labeled as “real” earnings management. In contrast to accruals management, real earnings management is likely to lead to value reduction by misallocation of appropriate corporate activities” (Visvanathan, 2008);
Point 2.3.              “Ronen and Yaari … classified earnings management activities as ‘‘black,’’ ‘‘white,’’ or ‘‘gray’’ in terms of their perceived transparency and intended purposes” (Johnson, Fleischman, Valentine and Walker, 2012);
Point 2.4.              The effect of a listing on an international capital market can be twofold. A foreign exchange listing might result in additional regulatory requirements reducing national opportunities for earnings management. However, international capital market pressures might also give additional incentives for increasing the level of earnings management. The net effect of these opposing forces is, a priori, unclear” (Maijoor and Vanstralen, 2006);
Point 2.5.              “The incentive to manage earnings around a debt-covenant violation originates from the manager’s compensation contract. This contract is designed to have the lowest possible agency cost and to address the conflict between the bondholders and the shareholders. Usually, the firm first chooses the optimal compensation contract based on accounting numbers to minimize agency costs arising from the separation of ownership (shareholders) and control (managers). In addition, the managers may have further obligations to maintain reported values such as the ratio of earnings to total debt above a contractual threshold. These restrictions, commonly called debt-covenants, are set by the firm’s lenders to reduce the cost of monitoring” (Jha, 2013);
Point 2.6.              “…. the managers have some discretion on how to report their earnings. They are given this discretion partly because it is impossible to write a contract that eliminates such discretion, and partly because it might be optimal for shareholders to allow managers some discretion …. Consequently, managers manage earnings. The reasons for the earnings management can be many, but often the reasons are opportunistic” (Jha, 2013);
Point 2.7.                “…managers are likely to engage in three main types of earnings management practices in order to meet the unrealistic performance expectations incorporated in an overvalued stock price. ….. (1) Real Transactions Management (RTM), (2) within-GAAP Accruals Management (AM), and (3) Non-GAAP earnings management (NonGAAP)” (Badertscher, 2011);
Point 2.8.              “…managers may prefer accruals management to RM [real activities manipulation] because accruals management can take place after the fiscal year end when the need for earnings management is the most certain, whereas RM decisions must be made prior to fiscal year end” (Gunny, 2010);
Point 2.9.              “…recent studies suggest that managers inflate earnings to sell their shares subsequently, at inflated prices (‘‘pump and dump’’)” (Beneish, Press and Vargus,  2012);
Point 2.10.         “A firm performing poorly in interim quarters may attempt to increase earnings of the fourth quarter to achieve a desired level of annual earnings, whereas a firm performing well in interim quarters may attempt to decrease earnings of the fourth quarter to build "reserves" for the future” (Das, Shroff and Zhang, 2009);
Point 2.11.         Announcement of misconduct by other firms, and the consequences they face, is likely to enable peer firms to learn about (1) the details of the misconduct (for instance, the use of early revenue recognition or the nature of the restating firm), and (2) the costs of engaging in questionable accounting practices. If the target restating firm, upon discovery of misrepresentation, faces little or no regulatory enforcement, then a peer firm is likely to conclude that the costs of managing earnings are low” (Kedia, Koh and Rajgopal, 2015);
Point 2.12.         Family owners are often active managers in the firms …, and hence, may enjoy greater latitude in altering regular operational and investment activities. Such actions are less likely to be contested by the professional managers since they serve the family interests … Accordingly, the REMs, achieved through alteration of regular operational and investment decisions, may turn out to be a more convenient option for family firms” (Razzaque, Ali and Mather, 2016);
Point 2.13.         “Managers may want to engage in RM [real activities manipulation] versus using accruals management for several reasons. First, ex post aggressive accounting choices with respect to accruals are at higher risk for Securities and Exchange Commission (SEC) scrutiny and class action litigation. Second, the firm may have limited flexibility to manage accruals. …. Further, accruals management must take place at the end of the fiscal year or quarter, and managers face uncertainty as to which accounting treatments the auditor will allow at that time” (Gunny, 2010);
Point 2.14.         “REM [real earnings management] increases noise or errors in earnings and decreases investor expectations of future cash flow levels” (Liu, 2016);
Point 2.15.         “REM [real earnings management] is typically seldom subject to external monitoring or scrutiny and is difficult to detect using internal monitors such as a board or audit committee” (Liu, 2016);
Point 2.16.         “Reported net income is an important determinant of credit ratings, and ratings are highly correlated with bond yields. Therefore, firms may conduct EM [earnings management] in order to improve the terms of a bond offering” (Caton, Chiyachantana, Chua and Goh, 2011);
Point 2.17.         The poor legal protection for investors has been found to be positively related to poor quality reported earnings …  Insiders are more likely to acquire private benefits in such environment and this in turn induces them to manage earnings to conceal their activities” (Razzaque, Ali and Mather, 2016);
Point 2.18.         Whereas a manager in his last period in office brings forward earnings to the period in which he will leave, the incoming manager has an incentive to shift earnings away from the first period of his tenure as these will to some extent be attributed to the ability of his predecessor” (Liu, 2016);

Theme 3: Main research topics and issues
Point 3.1.              “…it is often difficult and time-consuming to identify earnings management, especially in generic settings where an obvious incentive to manage earnings is absent” (Jansen, Ramnath and Yohn, 2012);
Point 3.2.              “In Pakistan difference of opinions exists on whether IFRS adoption makes for more transparent and comparable financial statements or not and the positive or negative impact on earnings management. This has not been empirically tested before” (Baig and Khan, 2016);
Point 3.3.                “Jensen …. posits that, when a firm’s stock becomes overvalued, managers engage in a variety of earnings management choices to sustain overvaluation” (Badertscher, 2011);
Point 3.4.              “More recently, researchers have also investigated how earnings management practice varies across countries with different legal environments, levels of investor protection and capital market developments” (Karim and Sarkar, 2016);
Point 3.5.              “On the one hand, earnings management undertaken solely to enhance personal goals (e.g., a positive performance evaluation, increased pay, or bonuses) is generally viewed as unethical … On the other hand, conclusions about the ethics of managing earnings for business related goals (e.g., to meet budget targets) are mixed, with some studies reporting acceptance of such practices as ethical …, and others concluding that they are unethical” (Johnson, Fleischman, Valentine and Walker, 2012);
Point 3.6.              “…managers might bias reported earnings to maximize their own bonus payments. This so-called bonus-plan hypothesis was first investigated by Healy…” (Liu, 2016);
Point 3.7.              “…there is a paucity of research on family firms' engagement in REMs [real earnings management] despite the fact that family firms offer an interesting experimental setting for the investigation of REMs engagement. On the one hand, it may be argued that the activities that result in REMs are more easily facilitated in family firms. On the other hand, the potential adverse effect of deviating from regular operational and investment” (Razzaque, Ali and Mather, 2016);
Point 3.8.              “Although several studies document that litigation is more likely against firms whose managers sell their stock and manage earnings …., there is disagreement about the impact of litigation risk in studies of managers’ trading patterns and accounting choices” (Beneish, Press and Vargus,  2012);
Point 3.9.              “Early studies examining earnings management surrounding capital market transactions find evidence that managers manipulate earnings through accruals to influence short-term stock price performance in the capital markets surrounding these major corporate transactions” (Karim and Sarkar, 2016);
Point 3.10.         “In the last few decades, the corporate world has witnessed a series of accounting frauds and financial scandals...… This phenomenon attracted the attention of regulators and academics all over the world in identifying the degree to which the reported financial information misrepresents the financial performance of a reporting entity. The present condition renews the interest about earnings management practice and corporate governance as control mechanism” (Kumari and Pattanayak, 2014);
Point 3.11.         “Several research studies prior to and after Sarbanes-Oxley Act have examined the role of board of directors in constraining earnings management … Much of the attention focuses on accrual type earnings management such as aggressive revenue recognition and misstatement of inventories or accounts receivable etc.” (Visvanathan, 2008);
Point 3.12.         The effect of earnings management on the value of the firm and the related issues of financial-based incentives for managing earnings has been widely examined in the accounting literature” (Johnson, Fleischman, Valentine and Walker, 2012);
Point 3.13.         “The inherent difficulty in modelling accruals leads to model misspecification and low power tests resulting in serious inference problems” (Das, Shroff and Zhang, 2009);
Point 3.14.         The role of corporate governance in financial reporting has received significant attention in recent years. In particular, researchers have examined whether certain governance factors restrain earnings management practices at companies” (Visvanathan, 2008);
Point 3.15.            There is limited empirical evidence on the relation between the duration of overvaluation and management’s choice of alternative earnings management mechanisms” (Badertscher, 2011);
Point 3.16.         “While academic research has used numerous proxies for (or diagnostics of) earnings management, most recent studies use accruals models to decompose total accruals into a normal, economics-driven component and an abnormal, earnings management component” (Jansen, Ramnath and Yohn, 2012);

Theme 4: Major trends and issues related to practices
Point 4.1.              Common-law countries are characterised by: transactions at ‘arms-length'; a diverse base of investors; and a relatively high risk of litigation. In code-law countries, capital markets are less active. Companies are more financed by banks, other financial institutions and the government, which results in less need for public disclosure. ….  discontinuities in the distribution of earnings  are more pronounced in code-law countries …. compared to the US and the UK. Hence, earnings management and loss avoidance practices appear to be more prevalent in companies from code-law countries compared to companies from common-law countries” (Maijoor and Vanstralen, 2006);
Point 4.2.              Evidence has been provided in the US and the UK that Big Four audit firms constitute a constraint on earnings management .… nonfraudulent clients of Big Four auditors are less likely to have errors or irregularities, which are considered to be proxies for earnings management” (Maijoor and Vanstralen, 2006);
Point 4.3.              In past many big or well reputed companies in all over the world created sophisticated methods for accounting manipulations by abusing accounting and shaking the confidence of the investors and general public too, which hurt the economic activity around the world” (Baig and Khan, 2016);
Point 4.4.              “Prior research provides evidence that the reporting regulatory environment faced by non-U.S. firms using international financial reporting standards (IFRS) gives rise to more accruals earnings management than the environment faced by U.S. firms using U.S. generally accepted accounting principles (GAAP)” (Evans, Houston, Petes and Pratt, 2015);
Point 4.5.              “Erickson and Wang  …. find evidence that acquiring firms manage earnings in the quarter prior to the deal announcement and in the quarters between the announcement and agreement dates, as the unexpected accruals in these quarters are significantly higher by 2% to 3%. They also find that the degree of earnings management is significantly positively related to the size of the deal as large deal provide stronger incentives to so do” (Karim and Sarkar, 2016);
Point 4.6.              “Louis …. finds that acquiring firms manage earnings in the quarters preceding stock based acquisitions. In post-merger period, stock-based acquirers' underperformance is partly due to the pre-merger earnings management and its subsequent post-merger reversal” (Karim and Sarkar, 2016);
Point 4.7.              “Zhang and He …. determined that managers of firms with medium accounting performance and at the borders of profit targets typically engage in earnings management through real research and development (R&D) transactions” (Liu, 2016);

Each of the four themes has a set of associated points (i.e., idea, viewpoints, concepts and findings). Together they provide an organized way to comprehend the knowledge structure of the earnings management (EM) topic. The bolded key words in the quotation reveal, based on the writer’s intellectual judgement, the key concepts examined in the EM literature. The referencing indicated on the points identified informs the readers where to find the academic articles to learn more about the details on these points. The process of conducting the thematic analysis is an exploratory as well as synthetic learning endeavour on the topic’s literature. Once the structure of the themes, sub-themes[1] and their associated points are finalized, the reviewer is in a position to move forward to step 2 of the MMBLR approach. The MMBLR approach step 2 finding, i.e., a companion mind map on EM, is presented in the next section.

Mind mapping-based literature review on EM: step 2 (mind mapping) output
By adopting the findings from the MMBLR approach step 1 on earnings management (EM), the writer constructs a companion mind map shown as Figure 1.




Referring to the mind map on EM, the topic label is shown right at the centre of the map as a large blob. Four main branches are attached to it, corresponding to the four themes identified in the thematic analysis. The links and ending nodes with key phrases represent the points from the thematic analysis. The key phrases have also been bolded in the quotations provided in the thematic analysis. As a whole, the mind map renders an image of the knowledge structure on EM based on the thematic analysis findings. Constructing the mind map is part of the learning process on literature review. The mind mapping process is speedy and entertaining. The resultant mind map also serves as a useful presentation and teaching material. This mind mapping experience confirms the writer’s previous experience using on the MMBLR approach (Ho, 2016). Readers are also referred to the Literature on literature review Facebook page and the Literature on mind mapping Facebook page for additional information on these two topics.

Concluding remarks
The MMBLR approach to study EM provided here is mainly for its practice illustration as its procedures have been refined via a number of its employment on an array of topics (Ho, 2016). No major additional MMBLR steps nor notions have been introduced in this article. In this respect, the exercise reported here primarily offers some pedagogical value as well as some systematic and stimulated learning on earnings management (EM) in Accounting and Finance. Nevertheless, the thematic findings and the image of the knowledge structure on EM in the form of a mind map should also be of academic value to those who research on this topic.


Bibliography
1.      Badertscher, B.A. 2011. “Overvaluation and the Choice of Alternative Earnings Management Mechanisms” The Accounting Review 86(5): 1491-1518.
2.      Baig, M. and S.A. Khan. 2016. “Impact of IFRS on Earnings Management: Comparison of Pre-Post IFRS Era in Pakistan” Procedia – Social and Behavioral Sciences, Elsevier: 343-350.
3.      Beneish, M.D., E. Press and M.E. Vargus.  2012. “Insider Trading and Earnings Management in Distressed Firms” Contemporary Accounting Research 29(1) Spring: 191-220.
4.      Caton, G.L., C.N. Chiyachantana, C.T. Chua and J. Goh. 2011. “Earnings Management Surrounding Seasoned Bond Offerings: Do Managers Mislead Ratings  Agencies  and the Bond Market?” Journal of Financial and Quantitative Analysis 46(3) June: 687-708.
5.      Das, S., P.K. Shroff and H. Zhang. 2009. “Quarterly Earnings Patterns and Earnings Management” Contemporary Accounting Research 26(3) Fall: 797-831.
6.      Evans, M.E., R.W. Houston, M.F. Petes and J.H. Pratt. 2015. “Reporting Regulatory Environments and Earnings Management: U.S. and Non-U.S. Firms Using U.S. GAAP or IFRS” The Accounting Review 90(5): 1969-1994.
7.      Gunny, K.A. 2010. “The Relation Between Earnings Management Using Real Activities Manipulation and Future Performance: Evidence from Meeting Earnings Benchmarks” Cotemporary Accounting Research 27(3) Fall: 855-888.
8.      Ho, J.K.K. 2016. Mind mapping for literature review – a ebook, Joseph KK Ho publication folder October 7 (url address: http://josephkkho.blogspot.hk/2016/10/mind-mapping-for-literature-review-ebook.html).
9.      Jansen, I.P., S. Ramnath and T.L. Yohn. 2012. “A Diagnostic for Earnings Management Using Changes in Asset Turnover and Profit Margin” Contemporary Accounting Research 29(1) Spring: 221-251.
10. Jha, A. 2013. “Earnings Management Around Debt-Covenant Violations – An Empirical Investigation Using a Large Sample of Quarterly Data” Journal of Accounting, Auditing & Finance 28(4), Sage: 369-396.
11. Johnson, E.N., G.M. Fleischman, S. Valentine and K.B. Walker. 2012. “Managers’ Ethical Evaluations of Earnings Management and Its Consequences” Contemporary Accounting Research 29(3) Fall: 910-927.
12. Karim, M.A. and S. Sarkar. 2016. “Earnings management surrounding M&A: Role of economic development and investor protection” Advances in Accounting, incorporating Advances in International Accounting 35, Elsevier: 207-215.
13. Kedia, S., K. Koh and S. Rajgopal. 2015. “Evidence on Contagion in Earnings Management” The Accounting Review 90(6): 2237-2373.
14. Kumari, P. and J.K. Pattanayak. 2014. “The Role of Board Characteristics as a Control Mechanism of Earnings Management: A Study of Select Indian Service Sector Companies“ The IUP Journal of Corporate Governance 13(1): 58-69.
15. Literature on literature review Facebook page, maintained by Joseph, K.K. Ho (url address: https://www.facebook.com/literature.literaturereview/).
16. Literature on mind mapping Facebook page, maintained by Joseph, K.K. Ho (url address: https://www.facebook.com/literature.mind.mapping/).
17. Liu, Z.J. 2016. “Effect of earnings management on economic value added: A cross-country study” S. Afri J. Bus. Manage. 47(1): 29-36.
18. Maijoor, S.J. and A. Vanstralen. 2006. “Earnings management within Europe: the effects of member state audit environment, audit firm quality and international capital markets” Accounting and Business Research 36(1): 33-52.
19. Razzaque, R.M.R., M.J. Ali and P.R. Mather. 2016. “Real earnings management in family firms: Evidence from an emerging economy” Pacific-Basin Finance Journal 40, Elsevier: 237-250.
20. Visvanathan, G. 2008. “Corporate governance and real earnings management” Academy of Accounting and Financial Studies Journal 12(1): 9-22.




[1] There is no sub-theme generated in this analysis on EM.

1 comment:

  1. Pdf version at: https://www.academia.edu/31028662/Mind_mapping_the_topic_of_earnings_management_EM_

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