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The purpose of this study is to explore whether managers and firms engage in bundle manipulation. It examines the effect of discretionary accruals and real activities manipulation on the level of complexity in annual reports.

The findings from the examination of the 1,435 annual reports of Canadian listed firms engaging in discretionary accruals and real activities manipulation indicate that these firms produce complex annual reports.

The authors, therefore, suggest that managers and firms use bundle manipulation, both accounting and textual, to mislead shareholders and stakeholders. The analyses also suggest that it is more difficult to detect the manipulation of real activities than discretionary accruals through textual analysis.

The authors propose an in-depth examination of how accruals and real activities manipulations affect the level of readability of firms’ reports. Furthermore, the authors suggest that firms engage in bundle manipulation, including accounting and textual manipulation. This paper aims to provide an in-depth analysis of the relationship between accounting and linguistic manipulations. The study suggests that investors could use the complexity of annual reports to detect earnings management. More specifically, it seems that firms engaging in discretionary accruals produce complex annual reports.

The purpose of this study is to examine the trade-off between accrual and real activity earnings manipulation by considering gender and punishment as one aspect of clawbacks.

To achieve the research objectives, experimental design research was used, involving 183 professional accountants in Indonesia. This was followed by interviews with board members of public companies in Indonesia.

After the adoption of clawbacks, the intention to manipulate accruals decreased more among women than among men. However, the possible unintended consequences of clawbacks, particularly an increase in real activity manipulation, did not differ between women and men.

There are still few studies that use experimental designs to examine the consequences of clawback. Our study is expected to provide a novel contribution to the literature on the consequences of clawbacks as we use an experimental method. Besides, previous research that tested the consequences of clawback, using both archival and experimental data, had not considered the gender aspect, thus prompting this study to fill the research gap related to the consequences of clawback adoption by including the gender variable.

This paper attempts to investigate the effect of corruption on the real and accrual earnings management of target firms in the process of mergers and acquisitions.

The sample includes target firms from the European area that participate in mergers or acquisitions announced during 2010–2020. The preliminary empirical part estimates the level of earnings management during the period two years before the deal's announcement to identify whether the sample follows the manipulation behavior that the literature suggests for target firms. The primary empirical analysis focuses on the impact of corruption on real and accrual-based earnings management proxies, employing regression models and two alternative proxies for corruption. The existing literature points out that the combination of low levels of corruption and an integrated legal system reduces earnings manipulation.

The findings provide strong evidence for systematic downwards accounting manipulation practices, whereas the findings for real earnings management are not significant. The findings of the main empirical part show that corruption is positively associated with accrual-based manipulation and negatively related to real earnings management. In essence, in economies with a high level of transparency, managers adopt the manipulation of operating activities as a less detectable practice of earnings management instead of engaging in accounting procedures.

This study contributes to the literature highlighting the diversification of these firms' manipulation strategies according to the national level's corruption status.

This study aims to apply machine learning (ML) to identify new financial elements managers might use for earnings management (EM), assessing their impact on the Standard Jones Model and modified Jones model for EM detection and examining managerial motives for using these components.

Using eXtreme gradient boosting on 23,310 the US firm-year observations from 2012 to2021, the study pinpoints nine financial variables potentially used for earnings manipulation, not covered by traditional accruals models.

Cost of goods sold and earnings before interest, taxes, depreciation and amortization are identified as the most significant for EM, with relative importances of 40.2% and 11.5%, respectively.

The study’s scope, limited to a specific data set and timeframe, and the exclusion of some financial variables may impact the findings’ broader applicability.

The results are crucial for researchers, practitioners, regulators and investors, offering strategies for detecting and addressing EM.

Insights from the study advocate for greater financial transparency and integrity in businesses.

By incorporating ML in EM detection and spotlighting overlooked financial variables, the research brings fresh perspectives and opens new avenues for further exploration in the field.

In this study, the author examines the effect of managers’ perception of product market competition on accruals and real earnings management.

The author develops a new text-based measure of the emphasis managers place on product market competition by conducting a textual analysis of firms’ 10-K filings. Using this measure, the author conducts a battery of econometric analyses and robustness checks to investigate the impact of this measure of product market competition on measures of accruals and real earnings management.

This study finds robust evidence that when management perceives more competitive threats, they are more likely to engage in accruals-based earnings manipulation but are less likely to engage in real earnings management activity. The author argues that these findings are due to managers’ career concerns enticing them to manage earnings via accrual when competition is high, but that greater product market competition discourages real earning management activity as it can diminish firms’ competitiveness.

The findings of this paper have important policy and practical implications since it signals that managers’ perceptions of product market competition is able to affect accounting choices, information environments and economic outcomes in firms.

This study develops a new text-based measure of managers’ perception of product market competition with the aid of GPT-4. The author then using this measure provides firm-level evidence on how this relates to earnings management.

This study examines whether country-level financial integration affects firms' accounting choices and the quality of financial information.

This study employs Propensity Score Matching (PSM), and panel regressions of a large sample of data from 20 emerging markets over the period 1987–2018.

This study finds evidence that increased level of financial integration is significantly positively associated with firms' accruals earnings management (AEM) and real earnings management (REM).

Findings in the study have implications for standard-setting bodies that aim to enhance the usefulness of financial reporting quality. The study also has implications for various initiatives by governments in emerging markets aimed at raising investor confidence and fostering stock market development through greater financial integration.

Findings in the study have implications for standard-setting bodies that aim to enhance the usefulness and quality of financial reporting. The findings can be of interest to analysts, auditors and other monitoring institutions who play a crucial role in detecting earnings management and reducing information asymmetry. Finally, the study has implications for various initiatives by governments in emerging markets aimed at raising investor confidence and fostering stock market development through greater financial integration.

Findings in the study reveal how country-level financial integration affects accruals and real earnings management in a sample of firms from 20 emerging markets. Further, the study adds to the growing body of literature on emerging markets where capital markets mechanisms, regulatory environment and firm's corporate governance are distinct to developed markets.

This paper undertakes an extensive and systematic review of the literature on earnings management (EM) over the past three decades (1992–2022). Furthermore, the study identifies emerging research themes and proposes future avenues for further investigation in the realm of EM.

For this study, a comprehensive collection of 2,775 articles on EM published between 1992 and 2022 was extracted from the Scopus database. The author employed various tools, including Microsoft Excel, R studio, Gephi and visualization of similarities viewer, to conduct bibliometric, content, thematic and cluster analyses. Additionally, the study examined the literature across three distinct periods: prior to the enactment of the Sarbanes-Oxley Act (1992–2001), subsequent to the implementation of the Sarbanes-Oxley Act (2002–2012), and after the adoption of International Financial Reporting Standards (2013–2022) to draw more inferences and insights on EM research.

The study identifies three major themes, namely the operationalization of EM constructs, the trade-off between EM tools (accrual EM, real EM and classification shifting) and the role of corporate governance in mitigating EM in emerging markets. Existing literature in these areas presents mixed and inconclusive findings, suggesting the need for further theoretical development. Further, the study findings observe a shift in research focus over time: initially, understanding manipulation techniques, then evaluating regulatory measures, and more recently, investigating the impact of global accounting standards. Several emerging research themes (technology advancements, cross-cultural and cross-national studies, sustainability, behavioral aspects and non-financial indicators of EM) have been identified. This study subsequent analysis reveals an evolving EM landscape, with researchers from disciplines like data science, computer science and engineering applying their analytical expertise to detect EM anomalies. Furthermore, this study offers significant insights into sophisticated EM techniques such as neural networks, machine learning techniques and hidden Markov models, among others, as well as relevant theories including dynamic capabilities theory, learning curve theory, psychological contract theory and normative institutional theory. These techniques and theories demonstrate the need for further advancement in the field of EM. Lastly, the findings shed light on prominent EM journals, authors and countries.

This study conducts quantitative bibliometric and thematic analyses of the existing literature on EM while identifying areas that require further development to advance EM research.

The authors examine whether internal corporate governance mechanisms are effective in curbing cash flow manipulation through real activities, misclassification, and timing.

The sample comprises of firms from an emerging market, India with data for years 2004 through 2015. The authors use the methodology given in Roychowdhury (2006).

The authors find that corporate boards in India play an active role in curbing cash flow manipulation through real activities but fail to control cash flow manipulation through misclassification and timing.

The study suggests that corporate boards should pay more attention to the reported cash flow numbers. Regulators can reduce the opportunities available for cash flow misclassification by fixing relevant accounting and governance norms. Auditors can also help by critically focusing on the cash flow classifications presented by management.

This study, to the authors’ knowledge, is the first study that talks about the role of internal governance in a trade-off between different cash flow manipulation techniques.

This paper examines the relationship between poison pills, real earnings management and initial public offering (IPO) failure.

The authors sampled 2,997 IPO firms that went public during 1993-2015.

The authors find that IPO firms manipulate earnings upward using real earnings management. The authors also find that IPO firms exhibiting a higher level of real earnings management have a higher probability of IPO failure. In addition, the authors find that weak shareholders' governance is positively associated with IPO failure.

These results suggest that poor governance structures in failed firms open the door to manipulating real activities and increasing operational risk.

The study findings are of most significant interest to potential investors and other stakeholders affiliated with a firm going public, an auditor, an underwriter, the lawyers who consult with the firm and employees or executives who might consider joining that firm.

This study investigates and compares the earnings management strategies of financially distressed and non-distressed banks.

Using a regression analysis, this study examines a sample of banks operating in the MENA region. We focus on real earnings management strategies via commission and fee income (CF) and accrual-based earnings management strategies via loan loss provisions (LLP). A subsample analysis was performed, lagged dependent variables and additional control variables were included as a robustness check.

The findings consistently reveal a more extensive use of real earnings management strategies via CF among distressed banks than among non-distressed ones. Specifically, banks smooth their income via CF under distress conditions. However, LLP-based earnings management strategies are only implemented in healthy banks. These behaviors persist in banks that operate under different monitoring systems and institutional settings.

This study marks its entry into the literature debate on accounting and non-accounting decisions that influence bank financial reporting. It argues that, in the presence of financial difficulties, bank managers define earnings management strategies based on the probability of being detected, rather than looking at their costs.

From a prudential perspective, the findings suggest the need for prudential rules to supervise the reporting of CF income associated with high fees or discount incentives used intentionally by bank managers to convince clients to delay or accelerate payments and, consequently, affect reported earnings.

This study adds to the literature by investigating the effect of bank financial distress on both real and accrual-based earnings management to provide a comprehensive analysis of bank earnings management strategies in the presence of financial difficulties.