The present study conducted a systematic literature review and presented the themes on the approaches adopted by university students in learning accounting courses. The review was carried out based on the review protocol, the Preferred Reporting Items for Systematic Reviews and Meta-Analyses, PRISMA 2020 statement. The articles included in the review were selected from two leading databases namely Scopus and Web of Science (WoS) published in the journals in English language from the year 2021 to 2025. Based on the thematic analysis carried out with the assistance of ChatGPT, there were five themes developed namely (1) collaborative and cooperative learning; (2) active learning; (3) blended learning; (4) self-directed or self-regulated learning; and (5) deep vs surface learning. This study makes significant contributions to the body of literature on the accounting education as well as for practical purposes in which lecturers and students could apply for better and effective teaching and learning, hence, improved academic performance.
Abeysekera, I., Sunga, E., Gonzales, A., & David, R. (2024). The Effect of Cognitive Load on Learning Memory of Online Learning Accounting Students in the Philippines. Sustainability, 16, 1686. https://doi.org/10.3390/su16041686
Abouzahra, A., Sabraoui, A., & Afdel, K. (2020). Model composition in Model Driven Engineering: A systematic literature review. Information and Software Technology, 125. doi: 10.1016/j.infsof.2020.106316.
AlRasheed, H. S., & Alghamdi, A. K. H. (2023). Project-based Learning at a Saudi University: Faculty and Student Feedback. Journal of Teacher Education for Sustainability, 25(1), 22-39.
Awashreh, R., Al Ghunaimi, H., & Hassiba, A. (2025). A comparison of traditional, online, and hybrid learning models in accounting and finance education: Student perceptions and academic outcomes. International Journal of Advanced and Applied Sciences, 12(6), 21-34. https://doi.org/10.21833/ijaas.2025.06.003
Betakan, M. B., Owusu, A. A., & Kwarteng, J. T. (2024). Determinants of learning strategies among undergraduate accounting students: a study in an emerging economy. Cogent Education, 11(1). DOI:10.1080/2331186X.2024.2432738
Botha, L., Viviers, H. A., Fouché, J. P., & Kruger, P. (2025). Success factors for postgraduate accountancy and related business students in higher education: a systematic review. Journal of Further and Higher Education, 49(6), 749-765. https://doi.org/10.1080/0309877X.2025.2495957
Cunningham, L., King, A., & Vaughn, C. (2023). Incorporating an Unconscious Bias Curriculum into Audit Education. Issues in Accounting Education, 39(4). http://dx.doi.org/10.2308/ISSUES-2023-017
Diez-Busto, E., Palazuelos, E., San-Martín, P., Corte, J.M.D. (2023). Developing accounting students’ professional competencies and satisfaction through learning experiences: Validation of a self-administered questionnaire. The International Journal of Management Education, 21. https://doi.org/10.1016/j.ijme.2023.100859
Dinsmore, D. L. (2017). Toward a dynamic, multidimensional research framework for strategic processing. Educational Psychology Review, 29, 235-268. https://doi.org/10.1007/s10648017-9407-5
Dominic, A. B., & Kwarteng, J. T. (2023). Academic Performance of Undergraduate Accounting Students: Does Prior Knowledge in Accounting Matter? Journal of International Business Education, 18, 171-190.
Elmassri, M., Pajuelo, M.L., Alahbabi, A. A., Alali, A. M., Alzitawi, M., Hussain, H., Alnabhani, K., & Elrazaz, T. (2023). Student Perceptions of Pedagogical Approaches to Integrating the SDG 8 into Business School Education. Sustainability, 15, 14084. https://doi.org/10.3390/su151914084
English, L., Luckett, P., & Dr, R. M., (2004). Encouraging a deep approach to learning through curriculum design. Accounting Education, 13(4), 461-488. http://dx.doi.org/10.1080/0963928042000306828
Everaert, P., Opdecam, E., & Heijden, H. V. D. (2024). Predicting first-year university progression using early warning signals from accounting education: A machine learning approach. Accounting Education, 33(1), 1-26, doi: 10.1080/09639284.2022.2145570
Gaviria, D., Arango, J., Valencia-Arias, A., Palacios-Moya, L., Velez Holguin, R., & Gallegos Ruiz, A. L. (2022). Factors That Affect the Usage Intention of Virtual Learning Objects by College Students. Informatics, 9, 65. https://doi.org/10.3390/informatics9030065
Inusah, N., & Debrah, O. (2021). Perceived effectiveness of online teaching and learning of accounting during COVID-19 pandemic and its influencing factors. International Journal of Learning and Development, 12(1), 30-51. doi: 10.5296/ijld.v12i1.19804
Kruger, S. J. (2019). IMPROVING STUDENT ASSESSMENT FEEDBACK IN AN INTRODUCTORY ACCOUNTING COURSE THROUGH TWO-STAGE COOPERATIVE ASSESSMENT. South African Journal of Higher Education, 33(6), 172-190. http://dx.doi.org/10.20853/33-6-2939
Linares-Espinós, E., Hernández, V., Domínguez-Escrig, J. L., Fernández-Pello, S., Hevia, V., Mayor, J., Padilla-Fernández, B., & Ribal, M. J. (2018). Methodology of systematic review. Actas Urol Esp, 42(8), 499–506.
Lockwood, C., Munn, Z., & Porritt, K. (2015). Qualitative research synthesis: methodological guidance for systematic reviewers utilizing meta-aggregation. International Journal Evid Based Healthc., 13(3), 179–187. doi: 10.1097/XEB.0000000000000062.
Naeem, M., Smith, T., & Thomas, L. (2025). Thematic Analysis and Artificial Intelligence: A Step-by-Step Process for Using ChatGPT in Thematic Analysis. International Journal of Qualitative Methods, 24, 1–18. doi: 10.1177/16094069251333886.
Natoli, R., McDowall, T., Zi Wei, & Jackling, B. (2022). Learning Environment and Approaches to Learning in China and Australia: A Tale of Three Accounting Cohorts. AABFJ, 16(3), 147-166.
Okougbo, P. O., & Okike, E. N. (2021). Teaching strategies in accounting ethics: a students’ assessment of preferred teaching styles. Cogent Social Science, 7. https://doi.ord/10.1080/23311886.1950306
Papageorgiou, E. (2023). The inclusion of critical thinking in an accounting curriculum: Students’ perceptions. Journal of Education, 91, 132-154. https://doi.org/10.17159/2520-9868/i91a08
Pius, E. G., & Chukwuka, G. K. (2023). Participant/Avoidant Learning Approaches and Academic Performance in Cost Accounting: A Study of South-South Nigerian Federal University Students. Business Ethics and Leadership, 7(4), 190-199. http://doi.org/10.61093/bel.7(4).190-199.2023.
Ramakrishnan, R., & Salleh, N. M. (2018). Teacher’s Self-Efficacy: A Systematic Review. International Journal of Academic Research in Business and Social Sciences, 8(12), 2379-2402.
Rodrigues, A. L. (2022). Integrating Digital Technologies in Accounting Preservice Teacher Education: A Case Study in Portugal. International Journal of Technology and Human Interaction, 18(1). DOI: 10.4018/IJTHI.293200
Rodrigues, M. A. B., & Morais, A. I. (2021). How to Challenge University Students to Work on Integrated Reporting and Integrated Reporting Assurance. Sustainability, 13. https://doi.org/10.3390/su131910761
Rudman, R. J., & Sexton, N. (2025). RESEARCH PROJECTS AS A LEARNING TOOL IN ACCOUNTING EDUCATION: A SUPERVISOR PERSPECTIVE. South African Journal of Higher Education, 39(2), 172-201. https://dx.doi.org/10.20853/39-2-5821
Saro, S. F., Roulina, F., Nurlaila, N., Eliza, E. & Siswanti, S. (2025). Classroom Learning with Active Learning Approach: A Systematic Literature Review. International Journal of Education, 4(1), 75-90. http://dx.doi.org/10.59175/pijed.v4i1.376
Shaffril, H. A. M., Abu Samah, A., & Mazuki, R. (2024). A systematic literature review on the adaptation of women in fisheries?based families on climate change impacts. Journal of Environmental Studies and Sciences. https://doi.org/10.1007/s13412-024-00963-9
Sugahara, S., & Cilloni, A. (2021). Mediation effect of students’ perception of accounting on the relationship between game-based learning and learning approaches. Journal of Accounting Education, 56. https://doi.org/10.1016/j.jaccedu.2021.100730
Wang, S., Wang, F., Zhu, Z., Wang, J., Tran, T., & Du. Z. (2024). Artificial intelligence in education: A systematic literature review. Expert Systems with Applications, 252, Part A. https://doi.org/10.1016/j.eswa.2024.124167.
Warsono, S., Sari, R. C., Putri, L. N. K., & Haryana, M. R. A. (2024). The mathematics-based learning method and its impact on student performance in the Introductory Accounting course: cognitive load theory. Journal of International Education in Business, 17(1), 45-61. DOI 10.1108/JIEB-11-2022-0086
Wohlemberg, T. R., Klochinski, C. L., Villar, E. G., Walter, S. A., & da Silva, S. C. (2024). The social role of the academic and the student in active methods for education. Accounting Education. DOI:10.1080/09639284.2024.2303067
Zainal, A., Sagala, G. H., & Silalahi, S. A. (2021). DO LEARNING APPROACHES MATTER ON SETTING THE TIME SPENT FOR PRE-SERVICE TEACHERS? Cakrawala Pendidikan, 40(3), 613-624. doi:10.21831/cp.v40i3.42771
Ahmad, D. H. A., & Choi, J. K. A. (2025). A Systematic Review on University Students’ Learning Approaches for Accounting Courses. International Journal of Academic Research in Business and Social Sciences, 15(10), 1634-1646.
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