Perceived Usefulness, Trust, and the Effectiveness of Accounting Learning Using ChatGPT

  • Anthonius Anthonius Universitas Bina Nusantara

Abstract

Artificial Intelligence (AI), particularly ChatGPT, has increasingly been integrated into higher education to support teaching and learning activities. However, the effectiveness of AI-assisted learning depends not only on the availability of the technology but also on students' perceptions of its usefulness and their trust in the technology. This study examines the effects of perceived usefulness and trust on the effectiveness of AI-assisted accounting learning among undergraduate accounting students in Indonesia. A quantitative research design was employed using a survey of 100 undergraduate accounting students who had experience using ChatGPT for learning purposes. Data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). The results indicate that both perceived usefulness and trust have positive and significant effects on accounting learning effectiveness, with the proposed model explaining 61.4% of the variance (R² = 0.614). The novelty of this study lies in the development of a measurement of AI-assisted accounting learning effectiveness by integrating the Technology Acceptance Model (TAM) and Trust Theory within the context of generative AI. The findings provide practical implications for higher education institutions and AI developers in designing AI-assisted learning environments that enhance students' perceived usefulness, trust, and accounting learning effectiveness.

Downloads

Download data is not yet available.

References

[1] Davis, F. D. (1989) "Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology". MIS Quarterly. Vol. 13, No. 3, pp. 319–340. DOI: 10.2307/249008.
[2] Gill, S. S., Xu, M., Patros, P., Wu, H.-L., Kaur, R., Fuller, S., et al. (2024) "Transformative Effects of ChatGPT on Modern Education: Emerging Era of AI Chatbots". Internet of Things and Cyber-Physical Systems. Vol. 4, pp. 19–23. DOI: 10.1016/j.iotcps.2023.06.002.
[3] Wang, H., Dang, A., Wu, Z., and Mac, S. (2023) "Generative AI in Higher Education: Seeing ChatGPT Through Universities' Policies, Resources, and Guidelines". arXiv Preprint. arXiv:2312.05235.
[4] McDonald, N., Johri, A., Ali, A., and Hingle, A. (2024) "Generative Artificial Intelligence in Higher Education: Evidence from an Analysis of Institutional Policies and Guidelines". arXiv Preprint. arXiv:2402.01659.
[5] Zhai, X. (2023) "ChatGPT User Studies: A Systematic Review of Empirical Research". Computers and Education: Artificial Intelligence. Vol. 6, Article 100281.
[6] Lo, L. K. K. (2023) "The CLEAR Path: A Framework for Enhancing Information Literacy Through Prompt Engineering". The Journal of Academic Librarianship. Vol. 49, No. 4, Article 102720.
[7] Cotton, D. R. E., Cotton, P., and Shipway, J. (2023) "Chatting and Cheating: Ensuring Academic Integrity in the Era of ChatGPT". Innovations in Education and Teaching International. Vol. 61, No. 2, pp. 228–239.
[8] Imran, M., and Almusharraf, N. (2023) "Analyzing the Role of ChatGPT as a Writing Assistant at Higher Education Level: A Systematic Review of the Literature". Contemporary Educational Technology. Vol. 15, No. 4, Article ep464. DOI: 10.30935/cedtech/13605.
[9] Kasneci, M., Sessler, K., Küchemann, C., Bannert, M., Dementieva, D., Fischer, F., et al. (2023) "ChatGPT for Good? On Opportunities and Challenges of Large Language Models for Education". Learning and Individual Differences. Vol. 103, Article 102274.
[10] Tlili, A., Shehata, J., Agyemang, B., Zhang, X., Bozkurt, A., Kinshuk, and Huang, R. (2023) "What If the Devil Is My Guardian Angel? ChatGPT as a Case Study of Using Chatbots in Education". Smart Learning Environments. Vol. 10, No. 1.
[11] Shahzad, M. F., Xu, S., and Javed, I. (2024) "ChatGPT Awareness, Acceptance, and Adoption in Higher Education: The Role of Trust as a Cornerstone". International Journal of Educational Technology in Higher Education. Vol. 21, Article 46. DOI: 10.1186/s41239-024-00478-x.
[12] Dahri, N. A., Yahaya, N. D., Al-Rahmi, W. M., Aldraiweesh, A., Alturki, U., and Almutairy, S. (2024) "Extended TAM Based Acceptance of AI-Powered ChatGPT for Supporting Metacognitive Self-Regulated Learning in Education: A Mixed-Methods Study". Heliyon. Vol. 10, No. 8, Article e29317. DOI: 10.1016/j.heliyon.2024.e29317.
[13] Kim, J., and Moon, J. (2025) "Determinants of Usefulness of ChatGPT for Learning in Higher Education". SAGE Open. Vol. 15, No. 1.
[14] Sundkvist, C. H. (2024) "Teaching Accounting in the Era of ChatGPT: The Student Perspective". Journal of Accounting Education. Vol. 69, Article 100977.
[15] Rodríguez, D. Y. G., Valencia-Arias, A., Arango-Arango, J. G., Raunelli Sander, J. M., Verde Flores, L., and Valencia, J. (2025) "Intention to Use AI in Accounting Education: An Analysis from the TAM and TPB Perspectives". Frontiers in Education. Vol. 10, Article 1637857. DOI: 10.3389/feduc.2025.1637857.
[16] Mayer, R. C., Davis, J. H., and Schoorman, F. D. (1995) "An Integrative Model of Organizational Trust". Academy of Management Review. Vol. 20, No. 3, pp. 709–734.
[17] McKnight, D. H., Choudhury, V., and Kacmar, C. (2002) "Developing and Validating Trust Measures for E-Commerce: An Integrative Typology". Information Systems Research. Vol. 13, No. 3, pp. 334–359. DOI: 10.1287/isre.13.3.334.81.
[18] Venkatesh, V., and Davis, F. D. (2000) "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies". Management Science. Vol. 46, No. 2, pp. 186–204. DOI: 10.1287/mnsc.46.2.186.11926.
[19] Hair, J. F. Jr., Hult, G. T. M., Ringle, C. M., and Sarstedt, M. (2022) A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). 3rd Edition. SAGE Publications.
[20] Dwivedi, Y. K., Hughes, L., Ismagilova, E., et al. (2023) "So What If ChatGPT Wrote It? Multidisciplinary Perspectives on Opportunities, Challenges and Implications of Generative Conversational AI for Research, Practice and Policy". International Journal of Information Management. Vol. 71, Article 102642. DOI: 10.1016/j.ijinfomgt.2023.102642.
Published
2026-07-27
How to Cite
ANTHONIUS, Anthonius. Perceived Usefulness, Trust, and the Effectiveness of Accounting Learning Using ChatGPT. Journal of Information System, Applied, Management, Accounting and Research, [S.l.], v. 10, n. 3, p. 772-786, july 2026. ISSN 2598-8719. Available at: <https://journal.stmikjayakarta.ac.id/index.php/jisamar/article/view/2513>. Date accessed: 28 july 2026. doi: https://doi.org/10.52362/jisamar.v10i3.2513.