An Exploratory Study into the Use of Audit Data Analytics on Audit Engagements

Author(s):  
Aasmund Eilifsen ◽  
Finn Kinserdal ◽  
William F. Messier Jr ◽  
Thomas McKee

2020 ◽  
Vol 34 (4) ◽  
pp. 75-103 ◽  
Author(s):  
Aasmund Eilifsen ◽  
Finn Kinserdal ◽  
William F. Messier ◽  
Thomas E. McKee

SYNOPSIS This study explores the use of audit data analytics (ADA) in current audit practice. First, we interviewed the heads of professional practice of five international public accounting firms in Norway. We find that they differ in strategies on how to implement ADA and the heads report significant uncertainty about the supervisory inspection authorities' response to the use of ADA. Second, we administered a questionnaire to 216 engagement partners and managers about their perceptions of ADA and their actual ADA use on 109 audit engagements. Overall, the attitudes toward ADA usefulness are positive. Analysis of the audit engagements suggests use of ADA is relatively limited and use of more “advanced” ADA is rare. More ADA are used for clients with integrated ERP/IT systems and for newly tendered audit engagements. We also provide details of ADA use on each phase of the audit. We discuss our findings from an institutional theory perspective. Data Availability: The data used in this study are confidential by agreement with the participants.



Author(s):  
Clark Hampton ◽  
Theophanis C. Stratopoulos


IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 61600-61613 ◽  
Author(s):  
Jitong Zhao ◽  
Yan Liu ◽  
Peng Zhou


Author(s):  
Dereck Barr-Pulliam ◽  
Helen L Brown-Liburd ◽  
Kerri-Ann Sanderson

Audit data analytics (ADAs) allow auditors to analyze the entire population of transactions which has measurable benefits for audit quality. However, auditors caution that the level of assurance on the financial statements is not incrementally increased. We examine whether the testing methodology and the type of ICFR opinion issued affect jurors' perceptions of auditor negligence. We predict and find that when auditors issue an unqualified ICFR opinion, jurors make higher negligence assessments when auditors employ statistical sampling than when they employ ADAs. Further, when auditors issue an adverse ICFR opinion, jurors attribute less blame to auditors and more blame to the investor for an audit failure. Additionally, jurors perceive the use of ADAs as an indicator of higher audit quality and are less likely to find auditors negligent. However, jurors do not perceive a difference in the level of assurance provided when auditors use ADAs versus sampling testing methods.



2021 ◽  
Vol 16 (4) ◽  
pp. 266-273
Author(s):  
Gautam S Bapat ◽  
Prema Mahale ◽  
Arya Kumar ◽  
Raghavan Srinivasan

COVID-19 drove universities throughout the world forcing Higher Education Institutions (HEIs) to go online or virtual. Admissions advertising and student recruitment were two of the sectors that were severely hit. Internet-based advertising has to entirely replace the old advertising environment. Although certain institutions were still able to conduct virtual tours, forums, and information sessions, the amount of involvement differed among colleges and universities. An exploratory study was conducted to investigate how effective Internet advertisements were in influencing students' admission decisions. During the academic year, 2020-21 at several institutions in India's western region, data were collected using the snowball sampling approach on 930 freshly enrolled students. The findings show that the efficacy of Internet ads for university admission is negatively correlated with the student's age group. Surprisingly, the study discovered that both rural and urban students were equally interested in online ads, and that family background had no impact on receptiveness to internet advertisements. (*The paper was presented at the 2nd Conference on Business Data Analytics: Innovation in emerging trends in management data analytics. Apeejay School of Management, Dwarka, Delhi, India. November 2021)



2019 ◽  
Vol 12 (10) ◽  
pp. 48
Author(s):  
Filomena Izzo

This paper is addressed to the managers in field of Management Transition to Big Data Analytics, and those who guide and teach them. The research question is following: what is the Transition Management Model to Big Data Analytics in Airline Industry? The reason to choice Airline Industry is attributed to the strategic role that this sector has for the industrial development of a Country. There are few studies on Management Transition to Big Data Analytics and more less in Airline Industry, the present study attempts to contribute to the discussion on this topic.



10.2196/32704 ◽  
2021 ◽  
Author(s):  
Tom van de Belt ◽  
Aimee de Croon ◽  
Faye Freriks ◽  
Thomas Blomseth Christiansen ◽  
Jakob Eg Larsen ◽  
...  


Author(s):  
Johan L Perols ◽  
Ann C Dzuranin

Accounting firms are making significant investments in audit data analytics technologies to modernize their audit services and the audit profession is believed to now be on the verge of a transformation (BDO 2016; Deloitte 2016; EY 2015; Forbes Insights 2015; PwC 2015). In particular, the firms are emphasizing newer technologies such as interactive data visualization (BDO 2016; Deloitte 2016; PwC 2016) and they are increasingly expecting students to have data analytics skills (Forbes Insights 2015; PwC 2015). In this case you take on the role of Bryan, an audit senior assigned to Acme. Brian has been tasked with using interactive data visualization to gain an understanding of Acme’s sales and perform an initial evaluation of two fraud risks identified during a fraud brainstorming session.  Brian has been given a data file with over 250,000 financial transactions and five master tables that he is supposed to analyze using interactive data visualization.



2020 ◽  
Author(s):  
Deniz Appelbaum ◽  
D. Scott Showalter ◽  
Ting (Sophia) Sun ◽  
Miklos A. Vasarhelyi

Due to the nature of the current data--driven business environment, many accounting firms are starting to re-align their audit processes to incorporate technology and Audit Data Analytics (ADA), as the traditional audit procedures would seem to not be sufficiently effective and efficient to meet evolving market expectations (Byrnes et al., 2018; Forbes 2017, 2018). This paper provides commentary on how data analytics knowledge should be required of the profession, in addition to that of traditional accounting. We discuss the current information-centric business environment, the availability of Big Data, and the existing data analytics efforts made by businesses, with its subsequent impact. Regarding the complementarity of available data analytics tools and data analytics knowledge, it proposes a guideline for the content and levels of ADA knowledge and skills that should be required of auditors serving in different roles. Finally, suggestions are provided to facilitate the adoption of ADA and provide solutions to challenges in the CPA exam, audit standards, and education. In this data-centric business environment, acquiring the knowledge and skills of data analysis should be a current professional priority.



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