Cited by 13Artificial Intelligence in EducationAccounting Education and CareersTechnology Adoption and User Behaviour

AI adoption, technological readiness, and AI usability in sustainability accounting education: The moderating role of academic integrity

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Al-Maaitah, Tamara Adel, Alduneibat, Khalid Ali, Alshdaifat, Sajead Mowafaq, Alsarayreh, Rakan, Bani Ahmad, Ahmad Yahiya Ahmad, Hijazin, Areej·2025·Heritage and Sustainable Development

Abstract

This study investigates the influence of AI adoption tools, user readiness, and ease of use on sustainability accounting education in Jordanian public universities, moderated by academic integrity. As AI becomes increasingly integrated into university instruction, its influence on learning outcomes and ethics is paramount. Survey data from 384 instructors at 10 Jordanian public universities were analyzed with Smart PLS. The results show that AI implementation improves education in sustainability accounting by improving accessibility, effectiveness, and personalization. Usability greatly facilitates the adoption of AI, with increased student engagement by providing higher levels of involvement. Yet, as education in academic integrity encourages responsible and ethical AI use, it also creates challenges for adoption whenever regulations are perceived as overly limiting. These results highlight the importance of a balance between innovation and ethics and stress how institutions need to invest in adaptive policy infrastructures and digital literacy. The study contributes to theoretical understanding and practical guidance for policymakers and educators in AI-supported education.

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  • The relationship between perceived usefulness/ease of use and acceptance is significantly conditioned by technological readiness and perceived AI usability, and ethical and integrity considerations moderate these relationships.

    “Recent empirical studies suggest that the relationship between perceived usefulness/ease of use and acceptance is significantly conditioned by technological readiness and perceived AI usability, and that ethical and integrity considerations moderate these relationships (Al-Maaitah et al. 2025).”

    From AI-driven financial fraud detection in Pakistan’s banking sector: bridging strategic intent and operational implementation (2026) · cites this paper as Al-Maaitah et al. 2025

    The theoretical framework (section 1.1; page unavailable) discusses perceived usefulness and ease of use as factors in technology adoption. But the study tests user readiness, ease of use, and AI adoption tools as predictors of sustainability accounting education—not whether readiness and AI usability condition a usefulness/ease-of-use-to-acceptance relationship. Hypothesis testing (section 3.5 and Table 4; page unavailable) finds significant academic-integrity moderation for readiness and AI adoption tools, but not for ease of use (p = 0.277). (LLM, conf=0.90)

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Cited by 13

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  1. F. O. Usman, A. J. Kess-Momoh, C. V. Ibeh, A. E. Elufioye, V. I. Ilojianya, and O. P. Oyeyemi, "Entrepreneurial innovations and trends: A global review," International Journal of Science and Research Archive, vol. 11, no. 1, pp. 552-569, 2024. https://doi.org/10.30574/ijsra.2024.11.1.0079 · DOI
  2. M. A. Alzuod, S. M. Alshdaifat, A. A. Atieh, A. Al-Amarneh, L. T. Khrais, and A. F. Hijazin, "The moderating role of sustainable practices in the relationship between organizational capabilities and technology adoption," Heritage and Sustainable Development, vol. 7, no. 1, pp. 385-400, May 2025. https://doi.org/10.37868/hsd.v7i1.1126. · DOI
  3. D. Nisa and S. Aimah, "Strategic adaptation in Islamic education quality management: Navigating social developments for sustainable educational outcomes," Journal of Educational Management Research, vol. 3, no. 2, pp. 86-100, 2024. https://doi.org/10.61987/jemr.v3i2.427 · DOI
  4. N. Kunacheva, B. Niyomves, and S. Kenaphoom, "Innovative strategies and future trends: The next paradigm of education management," in Modern Management Science Practices in the Age of AI, IGI Global, 2024, pp. 181-210. DOI: 10.4018/979-8-3693-6720-9.ch007 · DOI
  5. A. Y. B. Ahmad, A. Tiwari, M. A. Nayeem, B. K. Biswal, D. P. Satapathy, K. Kulshreshtha, and D. Bordoloi, "Artificial intelligence perspective framework of the smart finance and accounting management model," International Journal of Intelligent Systems and Applications in Engineering, vol. 12, no. 4s, pp. 586-594, 2024. https://ijisae.org/index.php/IJISAE/article/view/3839
  6. M. Matsieli and S. Mutula, "COVID-19 and digital transformation in higher education institutions: Towards inclusive and equitable access to quality education," Education Sciences, vol. 14, no. 8, Art. no. 819, 2024. https://doi.org/10.3390/educsci14080819 · DOI
  7. S. Sarac and B. Durakovic, "Analysis of student performances in online and face-to-face learning: A case study from a Bosnian public university", Heritage and Sustainable Development, vol. 4, no. 2, pp. 87-94, Dec. 2022. https://doi.org/10.37868/hsd.v4i2.91 · DOI
  8. E. F. Hasan, M. A. Alzuod, K. H. Al Jasimee, S. M. Alshdaifat, A. F. Hijazin, and L. T. Khrais, "The role of organizational culture in digital transformation and modern accounting practices among Jordanian SMEs," Journal of Risk and Financial Management, vol. 18, no. 3, Art. no. 147, 2025, https://doi.org/10.3390/jrfm18030147. · DOI · Paper page
  9. A. N. Tomašević, "Reshaping the future of work: Navigating the impacts of lifelong learning and digital competences in the era of 5.0 industry," Social Informatics Journal, vol. 2, no. 1, pp. 1-6, 2023. https://doi.org/10.58898/sij.v2i1.01-06 · DOI
  10. F. A. Sairmaly, "Human capital development and economic growth: A literature review on information technology investment, education, skills, and productive labour," Jurnal Minfo Polgan, vol. 12, no. 1, pp. 679-693, 2023. https://doi.org/10.33395/jmp.v12i2.12491 · DOI
  11. L. A. Lee, B. Durakovic, and S. Yeralan, "AI ethics: Contextual frameworks and domain-specific concerns", Heritage and Sustainable Development, vol. 7, no. 1, pp. 1-14, Apr. 2025. https://doi.org/10.37868/hsd.v7i1.1224 · DOI
  12. W. Strielkowski, V. Grebennikova, A. Lisovskiy, G. Rakhimova, and T. Vasileva, "AI-driven adaptive learning for sustainable educational transformation," Sustainable Development, 2024. https://doi.org/10.1002/sd.3221 · DOI · Paper page
  13. R. AlAli and Y. Wardat, "Empowering education through digital transformation: Confronting educational wastage in basic education schools in Jordan," International Journal of Innovative Research and Scientific Studies, vol. 7, no. 3, pp. 1148-1162, 2024. https://doi.org/10.53894/ijirss.v7i3.3144 · DOI
  14. E. E. Alharasis, A. Marei, A. A. R. Almakhadmeh, S. Abdullah, and A. Lutfi, "An evaluation of financial statement quality in pre-versus post-IFRS-7 implementation: The case of Iraqi banking industry," Discover Sustainability, vol. 5, no. 1, Art. no. 277, 2024. https://doi.org/10.1007/s43621-024-00487-w · DOI
  15. M. Ghobakhloo and M. Iranmanesh, "Digital transformation success under Industry 4.0: A strategic guideline for manufacturing SMEs," Journal of Manufacturing Technology Management, vol. 32, no. 8, pp. 1533-1556, 2021. https://doi.org/10.1108/JMTM-11-2020-0455 · DOI · Paper page
  16. F. Gillani, K. A. Chatha, S. S. Jajja, D. Cao, and X. Ma, "Unpacking digital transformation: Identifying key enablers, transition stages and digital archetypes," Technological Forecasting and Social Change, vol. 203, Art. no. 123335, 2024. https://doi.org/10.1016/j.techfore.2024.123335 · DOI
  17. A. Haleem, M. Javaid, M. A. Qadri, and R. Suman, "Understanding the role of digital technologies in education: A review," Sustainable Operations and Computers, vol. 3, pp. 275-285, 2022. https://doi.org/10.1016/j.susoc.2022.05.004 · DOI · Paper page
  18. F. D. Davis, "Perceived usefulness, perceived ease of use, and user acceptance of information technology," MIS Quarterly, vol. 13, no. 3, pp. 319-340, 1989. https://doi.org/10.2307/249008 · DOI · Paper page
  19. A. Parasuraman, "Technology Readiness Index (TRI): A multiple-item scale to measure readiness to embrace new technologies," Journal of Service Research, vol. 2, no. 4, pp. 307-320, 2000. https://doi.org/10.1177/109467050024001 · DOI · Paper page
  20. P. J. DiMaggio and W. W. Powell, "The iron cage revisited: Institutional isomorphism and collective rationality in organizational fields," American Sociological Review, vol. 48, no. 2, pp. 147-160, 1983. https://doi.org/10.2307/2095101 · DOI · Paper page
  21. S. M. Alshdaifat, N. H. A. Aziz, M. Y. Alhasnawi, E. E. Alharasis, F. Al Qadi, and H. Al Amosh, "The role of digital technologies in corporate sustainability: A bibliometric review and future research agenda," Journal of Risk and Financial Management, vol. 17, no. 11, Art. no. 509, 2024. https://doi.org/10.3390/jrfm17110509 · DOI · Paper page
  22. D. R. Cressey, "The poverty of theory in corporate crime research," in Advances in Criminological Theory, pp. 31-56, Routledge, 2017. https://www.taylorfrancis.com/chapters/edit/10.4324/9781351317566- 3/poverty-theory-corporate-crime-research-donald-cressey · DOI
  23. A. Y. A. Bani Ahmad, "Firm determinants that influence implementation of accounting technologies in business organizations," WSEAS Transactions on Business and Economics, vol. 21, pp. 1-11, 2024. DOI: 10.37394/23207.2024.21.1 · DOI
  24. R. Alsarayreh, O. Buraik, A. Hijazin, and S. M. Alshdaifat, "The impact of business intelligence on strategic ambidexterity: The mediating role of knowledge sharing," Electronic Journal of Business Research Methods, vol. 23, no. 1, pp. 20-34, 2025. https://doi.org/10.34190/ejbrm.23.1.3719 · DOI
  25. S. H. Falah Alroud, M. A. Aljabr, and A. J. Al-Shorafa, "The influence of artificial intelligence on electronic audit evidence: Exploring the mediating role of digital transformation: Evidence from Jordanian export firms," EDPACS, vol. 70, no. 2, pp. 1-40, 2025. https://doi.org/10.1080/07366981.2024.2432072 · DOI
  26. M. Adaileh and A. Alshawawreh, "Measuring digital transformation impact in Jordan: A proposed framework," Journal of Innovations in Digital Marketing, vol. 2, no. 1, pp. 15-28, 2021. https://doi.org/10.51300/jidm-2021-32 · DOI
  27. L. Gorina, M. Gordova, I. Khristoforova, L. Sundeeva, and W. Strielkowski, "Sustainable education and digitalization through the prism of the COVID-19 pandemic," Sustainability, vol. 15, no. 8, p. 6846, 2023. https://doi.org/10.3390/su15086846 · DOI
  28. N. H. Alrawashedh and M. F. Shubita, "Impact of digital transformation on the organization's financial performance: A case of Jordanian commercial banks listed on the Amman Stock Exchange," Banks and Bank Systems, vol. 19, no. 1, p. 126, 2024. http://dx.doi.org/10.21511/bbs.19(1).2024.11 · DOI
  29. D. Plekhanov, H. Franke, and T. H. Netland, "Digital transformation: A review and research agenda," European Management Journal, vol. 41, no. 6, pp. 821-844, 2023. https://doi.org/10.1016/j.emj.2022.09.007 · DOI
  30. G. Vial, "Understanding digital transformation: A review and a research agenda," in Managing Digital Transformation, pp. 13-66, 2021. https://www.taylorfrancis.com/chapters/edit/10.4324/9781003008637- 4/understanding-digital-transformation-gregory-vial · DOI
  31. N. H. Ab Aziz, A. R. Abdul Latiff, M. N. H. Osman, and S. M. Alshdaifat, "The interaction effect of family ownership, board gender and skills on CSR strategy with ESG performance: evidence from ASEAN-5 countries," Corporate Governance, vol. ahead-of-print, no. ahead-of-print, 2024. https://doi.org/10.1108/CG-02-2024-0113 · DOI
  32. B. Alzahrani, H. Bahaitham, M. Andejany, and A. Elshennawy, "How ready is higher education for quality 4.0 transformation according to the LNS research framework?," Sustainability, vol. 13, no. 9, Art. no. 5169, 2021. https://doi.org/10.3390/su13095169 · DOI
  33. J. Murumba and J. O. Alari, "An evaluation of academic integrity and sustainable quality education in higher learning institutions in Kenya: Students' perspectives," Kabarak Journal of Research & Innovation, vol. 13, no. 4, pp. 81-94, 2023. https://doi.org/10.58216/kjri.v13i4.249 · DOI
  34. M. N. Sharif, L. Zhang, M. Asif, S. M. Alshdaifat, and J. R. Hanaysha, "Artificial intelligence and employee outcomes: Investigating the role of job insecurity and technostress in the hospitality industry," Acta Psychologica, vol. 253, Art. no. 104733, 2025. https://doi.org/10.1016/j.actpsy.2025.104733 · DOI
  35. K. V. Vlasenko, S. V. Volkov, I. V. Lovianova, I. V. Sitak, O. O. Chumak, and N. H. Bohdanova, "Exploring usability principles for educational online courses: A case study on an open platform for online education," Educational Technology Quarterly, vol. 2, pp. 173-187, 2023. https://doi.org/10.55056/etq.602 · DOI
  36. P. S. Aithal, S. Prabhu, and S. Aithal, "Future of higher education through technology prediction and forecasting," Poornaprajna International Journal of Management, Education, and Social Science (PIJMESS), vol. 1, no. 1, pp. 01-50, 2024. https://dx.doi.org/10.2139/ssrn.4901474 · DOI
  37. M. Marković, D. Pavlović, and A. Mamutović, "Students' experiences and acceptance of emergency online learning due to COVID-19," Australasian Journal of Educational Technology, vol. 37, no. 5, pp. 1-16, 2021. https://doi.org/10.14742/ajet.7138 · DOI
  38. L. Tašaković and Özge Büyükdağlı, "Impact assessment methods for teaching activities on sustainable development goals in higher education institutions: A case study from a Bosnian university", Heritage and Sustainable Development, vol. 6, no. 2, pp. 445-458, Jul. 2024. https://doi.org/10.37868/hsd.v6i2.386 · DOI
  39. M. R. A. Haryana, S. Warsono, D. Achjari, and E. Nahartyo, "Virtual reality learning media with innovative learning materials to enhance individual learning outcomes based on cognitive load theory," The International Journal of Management Education, vol. 20, no. 3, Art. no. 100657, 2022. https://doi.org/10.1016/j.ijme.2022.100657 · DOI
  40. S. M. Alshdaifat, M. W. Saleh, M. Mansour, A. Khassawneh, M. F. Shubita, J. R. Hanaysha, E. M. Al- Matari, M. A. Qamhan, and M. Alrawad, "Audit committee effectiveness in times of crisis: Empirical insights on key audit matters disclosure," Heritage and Sustainable Development, vol. 6, no. 2, pp. 845- 860, 2024. https://doi.org/10.37868/hsd.v6i2.860 · DOI
  41. E. J. Kim, J. J. Kim, and S. H. Han, "Understanding student acceptance of online learning systems in higher education: Application of social psychology theories with consideration of user innovativeness," Sustainability, vol. 13, no. 2, Art. no. 896, 2021. https://doi.org/10.3390/su13020896 · DOI
  42. N. Rane, S. Choudhary, and J. Rane, "Education 4.0 and 5.0: Integrating artificial intelligence (AI) for personalized and adaptive learning,". vol. 13, no. 2, 2023. https://doi.org/10.61577/jaiar.2024.100006 · DOI
  43. M. Y. Alhasnawi, S. M. Alshdaifat, N. H. A. Aziz, and M. F. Almasoodi, "Artificial Intelligence and Environmental, Social and Governance: A Bibliometric Analysis Review," in International Conference on Explainable Artificial Intelligence in the Digital Sustainability, Cham: Springer Nature Switzerland, 2024, pp. 123-143. https://doi.org/10.1007/978-3-031-63717-9_8 · DOI · Paper page
  44. C. C. Lin, A. Y. Huang, and O. H. Lu, "Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review," Smart Learning Environments, vol. 10, no. 1, Art. no. 41, 2023. https://doi.org/10.1186/s40561-023-00260-y · DOI · Paper page
  45. V. Uren and J. S. Edwards, "Technology readiness and the organizational journey towards AI adoption: An empirical study," International Journal of Information Management, vol. 68, Art. no. 102588, 2023. https://doi.org/10.1016/j.ijinfomgt.2022.102588 · DOI · Paper page
  46. K. H. Al Jasimee and F. J. Blanco-Encomienda, "Decoding task uncertainty: moderating effects on participative budgeting and budgetary slack dynamics," Total Quality Management & Business Excellence, vol. 35, no. 7-8, pp. 739-757, 2024. https://doi.org/10.1080/14783363.2024.2332897 · DOI
  47. R. Bucea-Manea-Țoniş, V. Kuleto, S. C. D. Gudei, C. Lianu, C. Lianu, M. P. Ilić, and D. Păun, "Artificial intelligence potential in higher education institutions enhanced learning environment in Romania and Serbia," Sustainability, vol. 14, no. 10, Art. no. 5842, 2022. https://doi.org/10.3390/su14105842 · DOI
  48. R. Mulenga and H. Shilongo, "Academic integrity in higher education: Understanding and addressing plagiarism," Acta Pedagogia Asiana, vol. 3, no. 1, pp. 30-43, 2024. https://doi.org/10.53623/apga.v3i1.337 · DOI
  49. M. A. F. Sanjani, "The Impact of School Principals on Graduate Quality Through Character Education Initiatives," Journal of Educational Management Research, vol. 3, no. 1, pp. 30-46, 2024. https://doi.org/10.61987/jemr.v3i1.347 · DOI
  50. G. Hu, H. Muhamad, H. Mustafa, and M. Y. Alhasnawi, "Accounting education from 1960 to 2023: a bibliometric review," International Journal of Evaluation and Research in Education, vol. 14, no. 2, pp. 849-861, 2025. http://dx.doi.org/10.11591/ijere.v14i2.30486 · DOI
  51. M. Y. Alhasnawi, A. A. J. Al-Hchaimi, Y. R. Muhsen, and A. Lekmiti, "A Bibliometric Review of Trends and Insights of Internet of Things on Cybersecurity Issues," in Current and Future Trends on AI Applications: Volume 1, pp. 127-147, 2025. http://dx.doi.org/10.1007/978-3-031-75091-5_8 · DOI
  52. I. Žalėnienė and P. Pereira, "Higher education for sustainability: A global perspective," Geography and Sustainability, vol. 2, no. 2, pp. 99-106, 2021. https://doi.org/10.1016/j.geosus.2021.05.001 · DOI
  53. O. A. G. Opesemowo and V. Adekomaya, "Harnessing artificial intelligence for advancing sustainable development goals in South Africa's higher education system: A qualitative study," International Journal of Learning, Teaching and Educational Research, vol. 23, no. 3, pp. 67-86, 2024. https://doi.org/10.26803/ijlter.23.3.4 · DOI
  54. N. B. Dastjerdi, "Factors Affecting ICT Adoption among Distance Education Students Based on the Technology Acceptance Model-A Case Study at a Distance Education University in Iran," International Education Studies, vol. 9, no. 2, pp. 73-80, 2016. http://dx.doi.org/10.5539/ies.v9n2p73 · DOI
  55. N. H. Ab Aziz, S. M. Alshdaifat, and H. Al Amosh, "ESG Controversies and Firm Performance in ASEAN: Do Board Gender Diversity and Sustainability Committee Matter?," Business Strategy & Development, vol. 8, no. 1, Art. no. e70094, 2025. https://doi.org/10.1002/bsd2.70094 · DOI
  56. R. Sova, C. Tudor, C. V. Tartavulea, and R. I. Dieaconescu, "Artificial intelligence tool adoption in higher education: A structural equation modeling approach to understanding impact factors among economics students," Electronics, vol. 13, no. 18, Art. no. 3632, 2024. https://doi.org/10.3390/electronics13183632 · DOI
  57. M. Y. Alhasnawi, R. Mohd Said, Y. Raad Muhsen, A. Alnoor, S. Mowafaq Alshdaifat, and Z. Mohamed El Shlmani, "A systematic literature review of budget participation: Foundations, trends, and ways forward," International Review of Public Administration, vol. 29, no. 3, pp. 175-202, 2024. https://doi.org/10.1080/12294659.2024.2377874 · DOI
  58. F. Shwedeh, S. A. Salloum, A. Aburayya, B. Fatin, M. A. Elbadawi, Z. Al Ghurabli, and T. Al Dabbagh, "AI adoption and educational sustainability in higher education in the UAE," in Artificial Intelligence in Education: The Power and Dangers of ChatGPT in the Classroom, Cham: Springer Nature Switzerland, 2024, pp. 201-229. https://doi.org/10.1007/978-3-031-52280-2 · DOI
  59. M. A. Henning, H. Nejadghanbar, and U. Abaraogu, "Developing a revised cross-cultural academic integrity questionnaire (CCAIQ-2)," Journal of Academic Ethics, vol. 16, pp. 241-255, 2018. https://doi.org/10.1007/s10805-018-9306-5 · DOI
  60. J. F. Hair Jr, M. Sarstedt, L. Hopkins, and V. G. Kuppelwieser, "Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research," European Business Review, vol. 26, no. 2, pp. 106-121, 2014. https://doi.org/10.1108/EBR-10-2013-0128 · DOI · Paper page
  61. J. F. Hair Jr, G. T. M. Hult, C. M. Ringle, M. Sarstedt, N. P. Danks, and S. Ray, Partial least squares structural equation modeling (PLS-SEM) using R: A workbook, Springer Nature, 2021. https://doi.org/10.1007/978-3-030-80519-7 · DOI · Paper page
  62. J. Henseler, C. M. Ringle, and M. Sarstedt, "A new criterion for assessing discriminant validity in variance- based structural equation modeling," Journal of the Academy of Marketing Science, vol. 43, no. 1, pp. 115- 135, 2015. https://doi.org/10.1007/s11747-014-0403-8 · DOI · Paper page
  63. Vlasenko, K. V., Volkov, S. V., Lovianova, I. V., Sitak, I. V., Chumak, O. O., & Bohdanova, N. H. Exploring usability principles for educational online courses: A case study on an open platform for online education. Educational Technology Quarterly, vol. 2, 173-187, 2023. https://doi.org/10.55056/etq.602 · DOI

Authors
Al-Maaitah, T. A., Alduneibat, K. A., Alshdaifat, S. M., Alsarayreh, R., Bani Ahmad, A. Y. A., & Hijazin, A.
Affiliations
  • Jadara University (JO)
  • Tafila Technical University (JO)
  • Middle East University (JO)
  • World Islamic Sciences and Education University (JO)
Venue
Heritage and Sustainable Development
Published
2025-06-17
Volume
7
Issue
1
Pages
611-628
ISSN
2712-0554 (ISSN-L)
OpenAlex
W4411430731
Cited by
13
References
0
Citations by year
2026: 13
FWCI
13.63
Type
journal article
Language
en
Open access
Locations
  • Heritage and Sustainable Development (publishedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Topics
  • Physical Sciences › Computer Science › Information Systems › Artificial Intelligence in Education
  • Social Sciences › Business, Management and Accounting › Accounting › Accounting Education and Careers
  • Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
Keywords
AI adoption in education, technology readiness, AI usability, academic integrity, moderating effect, Jordanian public universities, AI ethics, digital literacy, student engagement, AI-assisted learning

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