Introducing Machine Learning in Auditing Courses

Author:

Huang Feiqi1ORCID,Wang Yunsen2ORCID

Affiliation:

1. Pace University

2. Montclair State University

Abstract

ABSTRACT The advances in machine learning have gained close attention from audit practitioners and standard setters. However, fewer than half of accounting programs teach predictive analysis, including machine learning. To develop students’ knowledge and skills of machine learning in auditing applications, this study introduces machine learning to the accounting curriculum and presents a novel hands-on approach for teaching machine learning in auditing courses. The objective is to provide students who have no statistics background and programming skills with the basic knowledge of machine learning and hands-on exercises for predicting auditing tasks. In addition to instruction manuals, this study demonstrates an implementation of machine learning exercises in a graduate-level auditing course.

Publisher

American Accounting Association

Subject

Computer Science Applications,Accounting

Reference32 articles.

1. Auditing: Pitch battle;Agnew;Financial Times,2016

2. American Institute of Certified Public Accountants (AICPA). 2021. Accounting Program Curriculum Gap Analysis. https://www.evolutionofcpa.org/Documents/Accounting%20Program%20Curriculum%20Gap%20Analysis%20Report%203.15.2021.pdf

3. Detecting accounting fraud in publicly traded US firms using a machine learning approach;Bao;Journal of Accounting Research,2020

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