Accounting Commons^™

Data Analytics And Compliance With Aacsb Accounting Technology Standards: A Critically Appraised Topic, Gregory J. Tanzola

Engaged Management ReView

As technology accelerates and gains importance in the accounting industry, the inclusion of technology in accounting curricula also becomes more important. Indeed, this inclusion is a requirement of the academic accounting accrediting body, The American Association to Advance Collegiate Schools of Business (AACSB). However, neither minimal guidance nor standards for meeting the technology requirements currently exist. This topic paper examines how academic accounting departments may address data analytics as a component of the AACSB’s technology requirement. The analysis synthesizes peer-reviewed articles exploring how data analytics are being integrated into accounting curricula and identifies three main concerns: (1) the need for …

Big Data Analytics And Management Forecasting Behavior, Beng Wee Goh, Na Li, Tharindra Ranasinghe

Research Collection School Of Accountancy

This paper investigates whether the use of Big Data analytics by firms has a spillover effect on management forecasting behavior. Insights provided by Big Data could potentially improve firms’ ability to forecast earnings (supply channel) and investor demand for earnings information is likely higher for firms engaging in data analytics (demand channel). Using a text-based measure of firms’ commitments to and usage of Big Data analytics, we find that Big Data analytics usage is positively associated with the propensity to issue management earnings forecasts. Consistent with the “supply channel” explanation, we find that Big Data analytics usage is positively associated …

Regulating By New Technology: The Impacts Of The Sec Data Analytics On The Sec Investigations, Tian Deng

Dissertations and Theses Collection (Open Access)

Despite the Securities and Exchange Commission’s (SEC) growing emphasis on data analytics in recent years, there is scant research about whether the investment in data analytics accomplishes its objective of enhancing enforcement efficiency. This study examines the effects of the SEC regional offices’ use of data analytics on their investigation outcomes. The utilization of data analytics reduces information processing costs, thereby streamlining the enforcement process as a whole. I find that the SEC’s use of data analytics is associated with a 12% increase in the SEC’s investigation success rate. Such an improvement is greater for firms whose disclosure are more …

Developing Future-Ready Talent Through ‘Real-World’ Digital Projects, Gary Pan, Benjamin Huan Zhou Lee, Yuanto Kusnadi

Research Collection School Of Accountancy

A close collaboration between university and industry partners through ‘real-world’ digital projects could help develop future-ready accountants

Transforming Businesses With E-Commerce Intelligence, Yuanto Kusnadi, Gary Pan

Research Collection School Of Accountancy

2020 had been an extraordinary year as the Covid-19 pandemic struck almost all countries in the world and created an extraordinary impact on businesses worldwide. Singapore and many other Southeast Asian countries were not spared and had to implement lockdowns swiftly. To cope with physical store closures and the increased volume of online transactions, most businesses tried to revamp their business models and set up online stores to capitalise on the rise of the e-commerce wave. With the growing trend of online transactions, it has become imperative for companies operating in the Fast Moving Consumer Goods (FMCG) industry to track …

Data Analytics And Audit Quality, Ru Gao, Sterling Huang, Rencheng Wang

Research Collection School Of Accountancy

We examine the impact of data analytics on audit quality. Using hand-collected information on data analytics skills of employees of audit firms, we find that human capital investment in data analytics improves audit quality. The analytics capability of both frontline and back-office employees contributes to audit quality. The effect is more pronounced for audit clients with complex business operations, for clients with complicated accounting estimates, and for clients that are more digitalized. Taken together, our findings suggest that an audit office’s analytics capability represents an important office attribute that can affect audit quality.

Wayfair Sales Tax Nexus: An Illustrative Case Study Of Data Analytics And Data Visualization In An Introductory Tax Course, David Horn, Jacob Enger

The North American Accounting Studies

Data analytics and data visualization technologies are changing the skills needed for future tax accountants. Higher education accrediting bodies have recognized the need for incorporating data analytics and emerging technologies into the curriculum of business schools and accounting programs to meet these changing needs. This paper presents a case study developed to accommodate the need for accounting faculty to incorporate data analytics and data visualization technology into an undergraduate tax course. The case study focuses on the impact of the sales tax economic nexus standards established by the U.S. Supreme Court in South Dakota v. Wayfair, Inc. Students must …

Creating Exceptional Customer Experience With Data, Themin Suwardy, Melvin Yong

Research Collection School Of Accountancy

In a joint commentary, SMU Associate Provost for Postgraduate Professional Education and Associate Professor of Accounting (Practice) Themin Suwardy and Melvin Yong, Singapore Country Head of CPA Australia, discussed how exceptional customer services can be created with data. They opined that this involves employing technology and analytical skills, with agile teams working across functional lines. SMU Associate Dean of the School of Computing and Information Systems and Professor of Information Systems (Education) Michelle Cheong said, “Sustainable competitive advantage can come from improvements in their product and service offerings which can be implemented quickly, cannot be imitated easily, and can bring …

Using Excel To Teach Simulation For Management Accounting, Clarence Goh, Poh Sun Seow, Gary Pan

Research Collection School Of Accountancy

In this article, we introduce an Excel exercise on simulation that can be implemented in a management accounting class. Specifically, we introduce a three phase implementation process where instructors (i) give the class an introduction to simulation, (ii) introduce students to a four-step process used in conducting analysis using simulation in Excel, and (iii) introduce a simulation problem focused on a specific area of management accounting (revenue projection) and guide students in completing the simulation analysis in Excel. By highlighting how simulation models can be built using Excel and used to solve a management accounting problem, our article identifies an …

Detecting Dirty Data Using Sql: Rigorous House Insurance Case, Daniel Street, James G. Lawson

Faculty Journal Articles

Proficiency with data analytics is an increasingly important skill within in the accounting profession. However, successful data analysis requires clean source data (i.e., source data without errors) in order to draw reliable conclusions. Although users often assume clean source data, this assumption is frequently incorrect. Therefore, identifying and remediating “dirty data” is a prerequisite to effective data analysis. You, an accountant working at a firm that specializes in data analytics, have been hired by Rigorous House Insurance to analyze the company’s claim insurance data. In addition to investigating specific issues mentioned by the company’s controller, you are tasked with identifying …

Forensic Analytics Using Cluster Analysis: Detecting Anomalies In Data, Clarence Goh, Benjamin Huan Zhou Lee, Gary Pan, Poh-Sun Seow

Research Collection School Of Accountancy

Cluster analysis is a data analytics technique that can help forensic accountants effectively detect anomalies in complex financial datasets. This article provides a description of clustering analysis, discusses how it can be implemented to detect anomalies in data, and illustrates its use through a worked example using the Tableau software.

What Are The Factors That Influence The Adoption Of Data Analytics And Artificial Intelligence In Auditing?, Grace Tsao

Honors Undergraduate Theses

Although past research finds that auditors support data analytics and artificial intelligence to enhance audit quality in their daily work, in reality, only a small number of audit firms, who innovated and invested in the two sophisticated technologies, utilize it in their auditing process. This paper analyzes three factors, including three individual theories, that may influence the adoption of data analytics and artificial intelligence in auditing: regulation (Institutional theory: explaining the catch-22 between the auditors and policymakers), knowledge barrier (Technology acceptance model's theory: explore the concept of ease of use), and people (algorithm aversion: a phenomenon that auditors believe in …

Data Analytics In An Audit: Examining Fraud Risk And Audit Quality, Sondra Smith

Doctor of Business Administration Dissertations

ABSTRACT

DATA ANALYTICS IN AN AUDIT: EXAMINING FRAUD RISK AND

AUDIT QUALITY

by

Sondra Smith

This study is comprised of two papers which examine, through interviews and an experiment, the current practices of data analytics of CPA firms, whether and how fraud risk impacts the usage of data analytics in an audit, and the effect data analytics has on the efficiency and effectiveness of an audit. The implementation of data analytics in an audit is relatively new, and there is not a good understanding of how it is currently being used in practice. Although historically the auditing profession has been …

Making Government Data Valuable For Constituents: The Case For The Advanced Data Analytics Capabilities Of The Enhance Framework, Stephen Kozlowski, Hussein Issa, Deniz Appelbaum

Department of Accounting and Finance Faculty Scholarship and Creative Works

Constituent demands for improved transparency in governmental reporting have increased since the 2008 financial crisis in the U.S. that impacted the financial well-being of many individuals and entities, including state and local municipalities. Since then, several governmental entities have provided an open data environment. However, these early initiatives do not incorporate robust analytic capabilities that are able to satisfy numerous and varied constituent inquiries. This research proposes development of the ENHanced ANalytic Constituent Environment (ENHANCE) framework in response to the analytic nature of the inquiries from various governmental stakeholders such as citizens, analysts, bond investors, creditors, vendors, auditors, and oversight …

Using Data Analytics To Raise Productivity And Profitability: 4 Key Steps For Smes, Gary Pan, Poh Sun Seow

Research Collection School Of Accountancy

It is widely believed that effective data analysis may create newbusiness opportunities as technological advancement may offercompanies greater ability to predict what their customers want.

Understanding The Implication Of Blockchain Technology On The Audit Profession, Brittany Jackson

Honors Undergraduate Theses

The purpose of this research is to identify the implications of blockchain technology on the auditing profession. By conducting interviews with current professionals in the auditing profession, as well as those in academic with a background in auditing, primary data was collected to aggregate what potential effects will be on the auditing profession in the next five years and the next decade. The data includes assumptions of how the accounting major itself, the auditing planning phase, assumptions of risk, and audit completions will change with the developing technology. The goal of this research is a better understanding of how auditing …

Commentary: Wanted - A New Generation Of Accountants, Poh Sun Seow, Gary Pan, Clarence Goh

Research Collection School Of Accountancy

Facing a new wave of automation, young accountants must redefine their role and their value-add to their company, say three Singapore Management University observers.