| Course | ACCT 332 Accounting and Control (ACCT332) |
|---|---|
| Module/Week | 6 |
| Assignment | Article Review |
| Paper type | Journal article review |
| Length | about 690 words, 3 double-spaced pages plus title page and references. Course guide: a review of 600-800 words of a current, relevant journal article published within the last 5 years, in current APA format with proper citation of the article |
| Format | APA 7 student paper |
| Points | 50 |
| School | Liberty University Online |
| Program | BS in Accounting |
| Where it sits | Module/Week 6 in Liberty's published ACCT 332 course guide; current sections can differ |
| Updated | October 2026 |
Free sample paper for ACCT 332 Week 6
Article Review: How Auditors in Thailand First Put Audit Data Analytics to Work
[Student Name]
School of Business, Liberty University
ACCT 332: Accounting and Control
Article Review
[Instructor Name]
[Date]
The reviewed article is real and published in 2023; the review's evaluation is the writer's own.
Article Review: How Auditors in Thailand First Put Audit Data Analytics to Work
Article Reviewed
Sanoran, K., and Ruangprapun, J. (2023), "Initial Implementation of Data Analytics and Audit Process Management," published in Sustainability. I chose this article because it asks what auditors actually do with data analytics, a question at the center of my research paper on continuous monitoring and auditing, and because it was published in 2023, within the five-year window.
Summary
Sanoran and Ruangprapun (2023) respond to calls for more evidence on whether big data analytics are being adopted in auditing and whether they work. They ask how auditors use audit data analytic tools across three stages of the audit: planning, testing and forming conclusions. The study is qualitative, based on 28 semi-structured interviews with audit professionals from Big 4 and non-Big 4 firms in Thailand, all describing the early stage of implementing these tools.
The findings are specific. Auditors used analytic tools mainly in planning and in substantive testing, and less in other parts of the engagement. They tended to apply the tools for detecting anomalies and for testing management's assertions, such as the existence and completeness of balances. They did not see a need to use the tools for testing internal controls or for reaching the audit opinion. Overall, the auditors believed the tools improved how they managed the audit process. The authors draw implications for audit firms introducing these tools and for regulators writing standards on the use of big data in audits.
Evaluation
The article's main strength is that it reports practitioners' own experience at a moment when most writing on audit analytics is either promotional or speculative. Organizing the findings by audit stage is also useful, because it shows where adoption has happened and where it has not, rather than treating analytics as a single thing that a firm either has or lacks. Including both Big 4 and smaller firms gives a broader view than a study of one firm's pilot.
The limits are significant, and they matter for how far the findings travel. Twenty-eight interviews in one country cannot show how common these patterns are, and audit regulation and firm practice in Thailand may not match American practice. Interview data also depend on what participants chose to say; auditors might overstate the benefits of tools their firms have invested in. The authors acknowledge both concerns, as well as differences in tools across firms. A further limit is the study's timing: because it describes initial implementation, the finding that auditors see no need for analytics in control testing may reflect early habits rather than a settled judgment. Finally, the benefits the study reports are perceived benefits. The interviews tell us that auditors believe the tools improved their management of the audit, but the study does not measure audit quality, hours or detected misstatements, so it cannot show whether those beliefs are accurate. A follow-up comparing engagements with and without analytics would turn the perceptions into evidence.
Relevance to the Course and My Research
The finding about internal controls is the most relevant to this course. Richardson et al. (2018) treat internal control and the monitoring of systems as central to a reliable AIS, and continuous auditing research argues that automated tests are especially well suited to controls, which are rule-based and repeat thousands of times. Sanoran and Ruangprapun's auditors had not reached that stage. Their experience suggests that adoption starts where analytics replace familiar manual work, such as analytical review in planning, and spreads to control testing only later. Huang et al. (2022) argue that analytics now make it possible to test whole populations rather than samples, which shows how far practice could move beyond the planning-stage uses these auditors described. That pattern will help me explain, in my research paper, why continuous techniques have spread more slowly than their supporters predicted.
Conclusion
This article offers a clear, if limited, picture of how auditors first use data analytics: mainly for planning and substantive tests, and hardly at all for controls. Its small sample and single setting mean its conclusions are best read as patterns to test elsewhere. For a student of accounting information systems, its most useful lesson is that technology enters the audit where it fits existing habits, and that changing those habits is the harder task.
References
Huang, F., No, W. G., Vasarhelyi, M. A., & Yan, Z. (2022). Audit data analytics, machine learning, and full population testing. The Journal of Finance and Data Science, 8, 138-144. https://doi.org/10.1016/j.jfds.2022.05.002
Richardson, V. J., Chang, C. J., & Smith, R. (2018). Accounting information systems (2nd ed.). McGraw-Hill Education.
Sanoran, K., & Ruangprapun, J. (2023). Initial implementation of data analytics and audit process management. Sustainability, 15(3), Article 1766. https://doi.org/10.3390/su15031766
What the ACCT 332 Week 6 instructions ask
In Module/Week 6, ACCT 332 students review one current and relevant journal article, authored no earlier than five years back, in 600 to 800 words formatted to current APA, citing the article properly. The week also brings chapters 11 and 12 of Richardson et al. through LearnSmart, on internal controls and on information security and computer fraud, a presentation and Exam 3. The review is worth 50 points. Since the course's research paper is due two weeks later, an article connected to the paper's topic lets the review double as preparation, provided it stays a critical review rather than a summary.
How this ACCT 332 Week 6 example is built
First comes the article's full reference, then the reason it was picked. A summary section states the research question, the 28 semi-structured interviews and the main findings for each stage of the audit. An evaluation section weighs strengths, such as rich practitioner evidence and a clear stage-by-stage frame, against limits, such as the small single-country sample and reliance on what interviewees chose to report. Every judgment in the evaluation comes with a reason drawn from how the study was designed. A section on relevance ties the findings to the course's treatment of controls and auditing and to the continuous auditing paper, and a brief conclusion states what the article adds and what remains open.
ACCT 332 Week 6 grading rubric: where the points go
The ACCT 332 article review is assessed on whether the article qualifies, current and relevant and published within five years, on accurate summary of its purpose, method and findings, on genuine evaluation of strengths and weaknesses, on connection to the course and on length and APA format, including a correct reference entry and in-text citations. Reviews that only summarize, however accurate, lose most of the evaluation credit, because the syllabus asks for a review rather than an abstract. Instructors value a review that explains why a limitation matters, for example how a small qualitative sample affects what the findings can claim, rather than listing limitations the authors already acknowledged.
ACCT 332 Week 6 help: mistakes that cost points
Check the publication year first; an article from more than five years ago does not meet the syllabus. Read the method section closely, since most of a good evaluation comes from understanding how the evidence was gathered. Spend roughly a third of the words on summary and the rest on evaluation and relevance. Use your own judgment, but support it with reasons, such as sample size, setting or design. Connect the article to a chapter of Richardson et al. or to your research paper. Count the words, staying between 600 and 800, and format the reference with its DOI exactly as APA requires. Exam 3 falls in the same week, so finish the review first; it is the piece that rewards careful rereading.
Related ACCT 332 sample papers
Other ACCT 332 weeks
- ACCT 332 Week 1: Discussion Board Forum 1
- ACCT 332 Week 2: Topic, Abstract and Bibliography
- ACCT 332 Week 3: Discussion Board Forum 2
- ACCT 332 Week 4: Research Paper Abstract and Outline
- ACCT 332 Week 5: Discussion Board Forum 3
- ACCT 332 Week 7: Discussion Board Forum 4
- ACCT 332 Week 8: Research Paper Final
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ACCT 332 Week 6 questions, answered
What is the ACCT 332 article review?
A 50-point critique, 600 to 800 words long and due in Module/Week 6, of one journal article that is current, relevant to the course and no more than five years old.
Where can I find a free ACCT 332 Week 6 sample paper?
The full ACCT 332 Week 6 article review sample, on a 2023 interview study of auditors' first use of data analytics, is on this page.
How old can the article be for the ACCT 332 review?
The syllabus requires an article authored within the last five years, so older classics in the field do not qualify even if they are relevant to the topic.
Should an article review include my own opinion?
Yes. A review summarizes the article but spends most of its length evaluating it, explaining its strengths, weaknesses and relevance, with reasons for each judgment.
What else is due in ACCT 332 Module/Week 6?
Exam 3 and a presentation, with chapters 11 and 12 of Richardson et al. on internal controls and on information security and computer fraud.
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