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Research Collection School Of Accountancy

Accounting

Data analytics

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Full-Text Articles in Business

Big Data Analytics And Management Forecasting Behavior, Beng Wee Goh, Na Li, Tharindra Ranasinghe Sep 2023

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 …


Developing Future-Ready Talent Through ‘Real-World’ Digital Projects, Gary Pan, Benjamin Huan Zhou Lee, Yuanto Kusnadi Apr 2022

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


Data Analytics And Audit Quality, Ru Gao, Sterling Huang, Rencheng Wang Nov 2021

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.


Transforming Businesses With E-Commerce Intelligence, Yuanto Kusnadi, Gary Pan Nov 2021

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 …


Creating Exceptional Customer Experience With Data, Themin Suwardy, Melvin Yong Sep 2021

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 Jun 2021

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 …


Forensic Analytics Using Cluster Analysis: Detecting Anomalies In Data, Clarence Goh, Benjamin Huan Zhou Lee, Gary Pan, Poh-Sun Seow Feb 2021

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.


Using Data Analytics To Raise Productivity And Profitability: 4 Key Steps For Smes, Gary Pan, Poh Sun Seow Mar 2018

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.


Commentary: Wanted - A New Generation Of Accountants, Poh Sun Seow, Gary Pan, Clarence Goh Dec 2017

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.