Data visualization and cognitive biases in audits

2019 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Chengyee Janie Chang ◽  
Yan Luo

Purpose This paper aims to examine major cognitive biases in auditors’ analyses involving visualization, as well as proposes practical approaches to address such biases in data visualization. Design/methodology/approach Using the professional judgment framework of KPMG (2011), this study performs an analysis of whether and how five major types of cognitive biases (framing, availability, overconfidence, anchoring and confirmation) may occur in an auditor’s data visualization and how such biases potentially compromise audit quality. Findings The analysis suggests that data visualization can trigger and/or aggravate the common cognitive biases in audit. If not properly addressed, such biases may adversely affect auditors' judgment and decision-making. Practical implications To ensure that data visualization improves audit efficiency and effectiveness, it is essential that auditors are aware of and successfully address cognitive biases in data visualization. Six practical approaches to debias cognitive biases in auditors’ visualization are proposed: using data visualization to complement rather than supplement traditional audit evidence; positioning data visualization to support rather than replace sophisticated analytics tools; using a dashboard with multiple dimensions; using both visualized and tabular data in analyses; assigning experienced audit staff; and providing pre-audit tutorials on cognitive bias and visualization. Originality/value The study raises awareness of psychological issues in an audit setting.

2019 ◽  
Vol 27 (4) ◽  
pp. 639-660 ◽  
Author(s):  
Devi Sulistyo Kalanjati ◽  
Damai Nasution ◽  
Karin Jonnergård ◽  
Soegeng Sutedjo

Purpose The purpose of this paper is to investigate the association between audit rotation – at the audit partner and audit firm level – and audit quality. As mentioned in the literature, audit rotation has several benefits, and one of them is it can bring a fresh look to audit tasks and subsequently improve audit quality. Moreover, audit itself can help a client to improve its financial reporting. However, ineffective communication between predecessor and successor audit partners or audit firms, and pseudo-rotation can hamper that benefit. Design/methodology/approach This study uses multivariate regression analysis to test its hypotheses. Using data from companies listed on the Indonesia Stock Exchange, the sample consists of 688 company-year observations covering the period 2003–2016. Findings This study finds that the cumulative number of audit partner rotations is positively associated with audit quality, indicating that rotations at the audit partner level will enhance audit quality. Conversely, it finds that the cumulative number of audit firm rotations is negatively associated with audit quality. Practical implications The study’s findings may assist regulators in crafting standards regarding audit rotation. As the findings show, audit partner rotation will improve audit quality, but the audit firm rotation will decrease audit quality. As this study tries to explain the decreasing audit quality from audit firm rotation could be a consequence of ineffective communication or pseudo audit firm rotation. Regulators should try to tackle these problems. Originality/value Instead of using tenure as a proxy for a rotation, this study creates a new proxy named the cumulative number of audit partner and audit firm rotations to provide evidence on the benefits of audit rotation.


2016 ◽  
Vol 36 (3) ◽  
pp. 233-245 ◽  
Author(s):  
Arash Shahin ◽  
Angappa Gunasekaran ◽  
Azam Khalili ◽  
Hadi Shirouyehzad

Purpose This paper aims to propose a new approach for determining a decoupling point in leagile chain, based on Lean and agile criteria regarding market and customer demands and internal capabilities of the chain with the ultimate goal of fulfilling customer needs and increasing chain profit. Design/methodology/approach In the new approach, Lean and agile criteria have been defined for assessing the effectiveness and efficiency of supply chain. The efficiency and effectiveness ratios have been calculated for Lean and agile processes using input- and output-oriented Banker, Charnes and Cooper (BCC) methods, respectively. Based on the results, inefficient and ineffective units have been addressed and the decoupling point has been determined. Findings Findings indicate that the decoupling point can be regarded as a borderline between two strategies of Lean and agile production, and fuzzy decoupling point and lean–agile distance can provide the basis for distinguishing the two strategies. Practical implications Determining the decoupling point has an important role in dynamic performance of a supply chain. By the proposed approach, managers can estimate the most probable area for the decoupling point. Moreover, by appropriate determination of decoupling point, an organization can increase its public responsibility by appropriate usage of its resources and responding faster to customers’ requirements. Originality/value In this study, in addition to determining a decoupling point in a supply chain with the aim of increasing productivity, the subject of leagile strategy of supply chains has been developed.


2016 ◽  
Vol 90 (9) ◽  
pp. 348-351
Author(s):  
Systse Duiverman ◽  
Christine Nolder

This article provides a reflection on the paper and presentation during the FAR Conference of 9 and 10 May 2016 of “Auditor-client co-production of the audit and the effect on production efficiency” by Gaeremynck, Willekens, and Knechel (GWK). The authors examine the effect of auditor-client co-production on the efficiency of an audit, a topic relevant to the whole audit-client financial reporting and assurance supply chain. Using a sample of working papers from a Belgium Big 4 firm, the authors explore the controllable (i.e., managerial) and non-controllable (i.e., environmental) factors that contribute to variations in audit efficiency within the auditor-client coproduction of financial reporting quality. The results suggest that partner tenure positively contributes to the efficiency of the audit engagement, but the audit work prepared by the client, interim-work by the auditor, and the final audit work performed during off-peak season negatively affect audit efficiency. While this may be surprising from an efficiency standpoint, it may be that such measures add to the audit effectiveness to an extent that outweighs any efficiency loss. Audit quality or audit production, after all, is a matter of efficiency and effectiveness. GWK offer a number of important insights for practitioners interested in the delicate balance of managing efficiency and effectiveness. In the paragraphs that follow, we aim to both summarize the GWK research and highlight the importance of the findings to practice.


Author(s):  
Ting-Chiao Huang ◽  
Chen Chen ◽  
Steven E. Kaplan ◽  
Yi-Hung Lin

We examine whether increases in co-working experience between the lead and concurring audit partners affect engagement audit quality and audit efficiency. We define co-working experience as the lead and concurring audit partners having worked together in these roles on previous audit engagements for clients other than the focal client. A priori, increases in co-working experience could increase or decrease audit quality, but are expected to increase audit efficiency. Using data from Taiwan, where the identities of lead and concurring audit partners are known, we find that co-working experience is positively associated with audit quality and audit efficiency. Further, the effects of co-working experience on audit quality and audit efficiency are more pronounced when co-working experience is more intensive, the two partners are more accessible to each other, the audit firm is less experienced with the client or less knowledgeable about the client's industry, or client audit risks are higher.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Philipp Henrizi ◽  
Dario Himmelsbach ◽  
Stefan Hunziker

PurposeThe purpose of this study is to illustrate the potentially detrimental effects on audit decision-making of certain judgmental heuristics, which can lead to systematic judgmental biases. This paper provides background on the heuristics and biases approaches to decision-making to increase auditors' awareness of the anchoring and adjustment effects affecting audit judgments adversely.Design/methodology/approachThis study reports the results of an experimental research design analyzing the audit judgment of 85 auditors in Switzerland.FindingsBased on the results of the experiment, the results indicate evidence on the existence of the anchoring and adjustment heuristic in Swiss audit judgments. The authors could identify an influence of the audit company size, the auditors' experience and the auditors' knowledge about behaviorism and anchor heuristic with regard to the anchoring and adjustment effect on audit judgment.Research limitations/implicationsThe experimental tasks were relatively simple abstractions from the more complex analytical review situations faced by practicing auditors. Due to the small sample size, the authors cannot ensure representativeness of the results.Practical implicationsProfessional judgment is a skill that auditor acquires overtime, combined with experience and knowledge, that allows him to achieve reasonable judgments, being independent of other opinions and free from material biases in a given circumstance. Our results show that auditors who are aware of biases and heuristics are less prone to judgment biases.Originality/valueThis paper is the first to analyze the impact of auditors' explicit experience and knowledge about behaviorism and anchor heuristic on the anchoring and adjustment effect on audit judgment. Through a stronger awareness of cognitive biases, a professional skepticism can be enhanced.


2020 ◽  
Vol 35 (6) ◽  
pp. 759-793
Author(s):  
Ahmad Hammami ◽  
Rucsandra Moldovan ◽  
Elisabeth Peltier

Purpose This paper aims to examine the role that auditor’s salary perception has on audit quality and delay. The findings contribute to a greater understanding of the audit employee-level factors that influence audit work outcomes. Design/methodology/approach The authors use Big 6 employee reviews, salary data and audit and financial data from 2007 to 2017 to measure how to audit employees’ pay satisfaction affects audit quality (small profits and going concern opinions) and audit delay. The authors use a regression approach to analyze this relationship. In subsequent tests, the authors split the sample on high career opportunities to investigate how this moderates the relationship between salary perception and audit quality. Findings The authors document a discrepancy between pay perception and reality. It is explained, though not completely, by salary level, comparisons to peers and superiors, firm-wide attitudes, cost of living and human capital in the area, work–life balance and perceived career prospects. Surprisingly, the unexplained pay dissatisfaction relates positively to audit quality and audit efficiency (audit delay), after controlling for salary level. Further tests show that an audit employee’s expectation of career opportunities moderates this result. Originality/value This is the first paper that empirically tests the relationship between pay satisfaction and job performance in the context of audit employees in public accounting. The authors contribute to an emerging literature that investigates audit employee-level characteristics and attitudes in relation to audit quality.


2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Huangyue Chen ◽  
Xiaoping Tan ◽  
Qun CAO

Purpose This paper aims to investigate whether and how air pollution affects auditor behavior and audit quality. Specifically, the authors draw from studies of behavioral economics and psychology to develop a new prediction that air pollution-induced negative mood causes pessimistic bias in auditors’ risk assessments of client firms, which motivates them to put more effort into achieving higher audit quality. Design/methodology/approach This study uses a sample of Chinese public firms for the period 2013 to 2018 and an ordinary least squares model to examine the effects of air pollution on audit quality. Findings The results suggest that auditors exposed to higher levels of air pollution are more likely to put more effort into their audits, resulting in higher audit quality. Furthermore, the impacts of air pollution on audit quality are more pronounced when an auditor has a higher level of education, a major in accounting or a related subject and a position as a partner. A series of identification tests and sensitivity tests further support the main findings. Practical implications This study provides deeper insight into how air pollution affects auditors’ decision-making through its effect on mood. Social implications The findings have broad potential implications for auditing and other high-skill professions. Because air pollution-induced negative mood is a common occurrence and numerous psychological experiments have demonstrated the potentially adaptive and beneficial role of negative mood in decision-making for professions like auditing that need a more conservative, alert and detail-oriented cognitive style, negative mood may to some extent facilitate decision-making. Professionals may benefit from paying closer attention to the adaptive benefits of different moods. Originality/value Few studies empirically discuss the effects of auditors’ psychology on audit outcomes. This study responds to this research gap with analyzes of how air pollution-induced negative mood can affect auditors’ professional judgment and audit outcomes. Further, this study adds to the growing literature that examines how air pollution affects various aspects of the economy and enriches the literature on behavioral economics, providing empirical evidence from a large sample of the effects of an environmental stressor on individual auditors’ professional judgment.


2018 ◽  
Vol 38 (3) ◽  
pp. 121-147 ◽  
Author(s):  
Christine Contessotto ◽  
W. Robert Knechel ◽  
Robyn A. Moroney

SUMMARY Audit quality is dependent on the experience and effort of the audit team to identify and respond to client risks (risk responsiveness). Central to each team are the core role holders who plan and execute the audit. While many studies treat the partner as the primary core role holder, the manager and auditor-in-charge (AIC) are also important. Using data for engagements from two midtier firms, we analyze the association between the experience and relative effort of the manager and AIC and risk responsiveness. We find a manager's client-specific experience is associated with risk responsiveness for non-listed clients but find no evidence that the general or industry experience of a manager, or the experience of the AIC, is associated with risk responsiveness. The client-specific experience and relative effort of the partner is associated with risk responsiveness. These results suggests that managers can provide an important, albeit limited, contribution to the audit. JEL Classifications: M2. Data Availability: The data were made available to the researchers on the understanding that they will remain confidential.


2017 ◽  
Vol 43 (10) ◽  
pp. 1117-1136 ◽  
Author(s):  
Naima Lassoued ◽  
Mouna Ben Rejeb Attia ◽  
Houda Sassi

Purpose The purpose of this paper is to investigate whether ownership structure affects earnings management in the banking industry of emerging markets. Design/methodology/approach The empirical study is conducted using a sample of 134 banks from 12 Middle Eastern and North African countries. Econometrically speaking, the study used a panel data regression analysis. Findings The authors found convincing evidence that banks with more concentrated ownership use discretionary loan loss provisions to manage their earnings. The authors also found that state and institutional owners encourage earnings management, while family owners reduce this practice. Practical implications The findings would be valuable for investors since they should take into account ownership structure in order to reach a better investment decision. Moreover, regulatory reforms in emerging markets should push for more transparency about ownership structure, high levels of supervision, and external audit quality. Originality/value This study presents international evidence on the prominent role of owners in earnings management in emerging markets with weak shareholder rights protection.


2019 ◽  
Vol 12 (4) ◽  
pp. 463-475
Author(s):  
Selma Izadi ◽  
Abdullah Noman

Purpose The existence of the weekend effect has been reported from the 1950s to 1970s in the US stock markets. Recently, Robins and Smith (2016, Critical Finance Review, 5: 417-424) have argued that the weekend effect has disappeared after 1975. Using data on the market portfolio, they document existence of structural break before 1975 and absence of any weekend effects after that date. The purpose of this study is to contribute some new empirical evidences on the weekend effect for the industry-style portfolios in the US stock market using data over 90 years. Design/methodology/approach The authors re-examine persistence or reversal of the weekend effect in the industry portfolios consisting of The New York Stock Exchange (NYSE), The American Stock Exchange (AMEX) and The National Association of Securities Dealers Automated Quotations exchange (NASDAQ) stocks using daily returns from 1926 to 2017. Our results confirm varying dates for structural breaks across industrial portfolios. Findings As for the existence of weekend effects, the authors get mixed results for different portfolios. However, the overall findings provide broad support for the absence of weekend effects in most of the industrial portfolios as reported in Robins and Smith (2016). In addition, structural breaks for other weekdays and days of the week effects for other days have also been documented in the paper. Originality/value As far as the authors are aware, this paper is the first research that analyzes weekend effect for the industry-style portfolios in the US stock market using data over 90 years.


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