Purpose: The purpose of this paper is to investigate earnings management by firms reporting a small profit or a small loss after the recent evidence that the discontinuity around zero earnings has disappeared. Design/methodology/approach: Using a large sample of US firms for the period 2002–2011, regression analysis and earnings distribution approach are employed to examine the earnings management of small-profit and small-loss firms in terms of both accruals management and real activities manipulation. Findings: The results suggest that both small-profit and small-loss firms are engaged in upward manipulation of accruals and real activities. This implies that failure to document a difference between firms to the right and left of zero by prior studies is not due to small-profit firms not managing earnings, but rather this is more attributable to loss firms engaging in upward manipulation. Furthermore, it is indicated that the discontinuity around the distribution of earnings change has also recently disappeared as firms reporting a small earnings decrease demonstrate similar earnings management behaviour to those reporting a small earnings increase. Research limitations/implications: This study is subject to the measurement error which is a common limitation in the earnings management literature. Practical implications: The results suggest that the users should be aware that, in addition to firms that meet benchmarks by a slight margin, firms narrowly missing benchmarks are also involved in earnings management. Originality/value: This study shows that the disappearance of the discontinuity around zero earnings and zero change in earnings should not be interpreted as a sign of no earnings management. It also explains how earnings management could have contributed to the disappearance of the discontinuities in earnings distribution.

Purpose: This study investigates the association between managerial ability and earnings quality in firms listed on the Iraq Stock Exchange and how the emergence of the Islamic State of Iraq and Syria (ISIS) influences the association.Design/methodology/approach: This study uses a sample of firms listed on the Iraq Stock Exchange over the period 2012–2018. Managerial ability is quantified using data envelopment analysis, and earnings quality is measured by earnings restatement, earnings persistence, accruals quality and earnings response coefficient. Panel regression analysis is used to examine the research hypotheses.Findings: The findings indicate that managerial ability positively affects earnings quality of Iraqi firms and that ISIS weakens the relationship between managerial ability and earnings quality. These findings are robust to the alternative measures of managerial ability, as well as to various approaches used to address endogeneity including propensity-score matching and a difference-in-differences analysis.Originality/value: This study provides insight into the impact of managerial ability on earnings quality in an under-studied emerging market. Furthermore, this study broadens the existing literature about the financial consequences of a modern terrorist group, ISIS.

Purpose: The purpose of this study is to investigate whether earnings boosts before the year end trigger earnings management. It examines whether firms that substantially outperformed their last year earnings during the first three quarters push their earnings down to avoid reporting earnings boosts. Design/methodology/approach: Regression analysis is used to compare earnings management of firms with earnings boosts and other firms. Findings: The results indicate that firms outperforming their last year results by the end of the third quarter manipulate their earnings downwards by means of real activities manipulation, while they do not indicate income-decreasing accruals management. It is also found that consistent with the prominent shift from accruals management to real activities manipulation, accruals management is less costly which justifies why it is used for downward manipulation. Research limitations/implications: The results are limited to one single earnings benchmark i.e. last year earnings. Further research may individually or collectively examine other benchmarks including analysts' forecasts. Practical implications: The findings suggest that users should be more vigilant of firms exceeding their last year interim results, as they could be involved in downward earnings management. Originality/value: This study documents earnings management in a new setting where earnings boosts before the year end trigger downward manipulation of real activities.

Brexit exposed the UK to substantial policy uncertainty that could affect the performance and behavior of British firms. We examine the impact of Brexit as an exogenous shock to policy uncertainty on real activities manipulation by British firms. Using several measures of real activities manipulation and a difference-in-differences design, we compare the earnings management of firms most adversely affected by Brexit uncertainty (affected firms) to other firms. Our results indicate that the affected firms exhibit higher real activities manipulation after the Brexit vote and we also find that they demonstrate similarly higher accruals management. Our findings suggesting that policy uncertainty induces the costly practice of real activities manipulation are relevant to various stakeholders including policymakers and financial statements users.

Purpose: This study systematically reviews research on six emerging technologies in external auditing, Big Data, Blockchain, Machine Learning, Deep Learning, Artificial Intelligence (AI), and Robotic Process Automation (RPA), to clarify what is currently known and to identify where the main gaps remain. Rather than treating each technology in isolation, this study brings them together under a single integrative review to provide a consolidated reference point for scholars assessing their impact on external audit practices. Design/Methodology/Approach: Following a structured systematic review protocol, searches were conducted in Scopus, ScienceDirect and SpringerLink (2000–2024) using technology-related keywords combined with “audit”, “auditor” and “auditing”. After applying explicit inclusion and exclusion criteria, 471 records were reduced to 32 ABS-listed journal articles, which were analysed thematically. Findings: The review shows that research on emerging technologies in external auditing is still fragmented, with substantial variation in the depth and maturity of evidence across the six technologies. The strongest empirical base is concentrated in Big Data analytics and ML-based predictive models (including more advanced Deep Learning variants), whereas Blockchain and RPA work remains predominantly conceptual or confined to small-scale design-science implementations. Across technologies, most studies are single-country and either rely on auditors’ self-reported perceptions of adoption and impact or evaluate model performance without tracing effects on audit strategies and engagement outcomes, which limits external validity and construct measurement. Very few articles explicitly integrate the Audit Risk Model or other formal theories, and almost no work examines multi-technology “audit stacks” or generative AI, leaving substantial gaps in understanding how these tools jointly reshape inherent, control and detection risk across the audit cycle. Originality/Value: By integrating six technologies within a single external audit framework, the review offers a technology-specific evidence map and a targeted future research agenda that can guide scholars, audit firms and regulators in designing studies and policies aligned with actual gaps in the current literature.

In this paper we argue that financing decisions contribute to the zero-earnings discontinuity. We find a discontinuity in the distribution of earnings before tax and earnings before special items, but not in the distribution of earnings before interest which suggests that interest expense contributes to the zero-earnings discontinuity. To investigate the role of interest expense in the zero-earnings discontinuity, we further show that there was a discontinuity in the distribution of the level of debt issues around zero earnings contemporaneous with the zero-earnings discontinuity. We also show that the recent disappearance of zero-earnings discontinuity is coincident with the disappearance of the discontinuity in the debt issuance distribution. Overall, our findings suggest that the level of debt contributed to the zero-earnings discontinuity when it existed.