Artificial intelligence for enhancing learning and motivation among education faculty students
Abstract
The rapid development of Artificial Intelligent (AI) has triggered change of thoughts about conventional pedagogical patterns in educational institutions especially in relation to student involvement and educational motivation. Even though there has been significant investment in educational technology infrastructure, the modern-day education faculty programs are still grappling with a deteriorating student motivation, poor personal learning activities and a lack of readiness to work in a technology-based teaching capacity. The research filling the critical gap that is presented in this study is the empirical effectiveness of AI-based intervention targeted at education faculty students in particular, as they are in a unique position to impact the future of the educational practices. Results were obtained through a mixed-methods research design that studied undergraduate and graduate education students and three semesters using an integrated AI learning ecosystem based on adaptive learning platforms, intelligent tutoring systems, feedback mechanisms based on natural language processing, and elements of gamification. The study used structural equation modeling, hierarchical linear regression, and thematic analysis as part of the evaluation of cognitive, affective, and behavioral aspects of learning engagement. Findings showed statistically significant differences with many outcome measures of biochemical results, such as a gain in intrinsic motivation scores of 34.7, a gain in learning persistence measures of 41.2, and an increase in academic performance indicators of 28.9. In addition, qualitative results also showed paradigm changes in self-efficacy perceptions and attitude to the use of technology amongst students.
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References
[1] Alam A, Mohanty A. Foundation for the future of higher education or 'misplaced optimism'? Being human in the age of artificial intelligence. InInternational Conference on Innovations in Intelligent Computing and Communications 2022 Dec 16 (pp. 17-29). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-031-23233-6_2
[2] Salas-Pilco SZ, Xiao K, Hu X. Artificial intelligence and learning analytics in teacher education: A systematic review. Education sciences. 2022 Aug 20;12(8):569. https://doi.org/10.3390/educsci12080569
[3] King MR, ChatGPT. A conversation on artificial intelligence, chatbots, and plagiarism in higher education. Cellular and molecular bioengineering. 2023 Feb;16(1):1-2. https://doi.org/10.1007/s12195-022-00754-8
[4] Drach I, Petroye O, Borodiyenko O, Reheilo I, Bazeliuk O, Bazeliuk N, Slobodianiuk O. The use of artificial intelligence in higher education. International Scientific Journal of Universities and Leadership. 2023 Jun 30(15):66-82. https://doi.org/10.31874/2520-6702-2023-15-66-82
[5] Liang JC, Hwang GJ, Chen MR, Darmawansah D. Roles and research foci of artificial intelligence in language education: An integrated bibliographic analysis and systematic review approach. Interactive Learning Environments. 2023 Oct 3;31(7):4270-96. https://doi.org/10.1080/10494820.2021.1958348
[6] Memarian B, Doleck T. Fairness, Accountability, Transparency, and Ethics (FATE) in Artificial Intelligence (AI) and higher education: A systematic review. Computers and Education: Artificial Intelligence. 2023 Jan 1;5:100152. https://doi.org/10.1016/j.caeai.2023.100152
[7] Munir H, Vogel B, Jacobsson A. Artificial intelligence and machine learning approaches in digital education: A systematic revision. Information. 2022 Apr 17;13(4):203. https://doi.org/10.3390/info13040203
[8] Thorat V, Rao P, Joshi N, Talreja P, Shetty AR, RAO P. Role of artificial intelligence (AI) in patient education and communication in dentistry. Cureus. 2024 May 7;16(5). https://doi.org/10.7759/cureus.59799
[9] Nikolic S, Daniel S, Haque R, Belkina M, Hassan GM, Grundy S, Lyden S, Neal P, Sandison C. ChatGPT versus engineering education assessment: a multidisciplinary and multi-institutional benchmarking and analysis of this generative artificial intelligence tool to investigate assessment integrity. European Journal of Engineering Education. 2023 Jul 4;48(4):559-614. https://doi.org/10.1080/03043797.2023.2213169
[10] Chounta IA, Bardone E, Raudsep A, Pedaste M. Exploring teachers' perceptions of artificial intelligence as a tool to support their practice in Estonian K-12 education. International journal of artificial intelligence in education. 2022 Sep;32(3):725-55. https://doi.org/10.1007/s40593-021-00243-5
[11] Vartiainen H, Tedre M. Using artificial intelligence in craft education: crafting with text-to-image generative models. Digital Creativity. 2023 Jan 2;34(1):1-21. https://doi.org/10.1080/14626268.2023.2174557
[12] Nedungadi P, Tang KY, Raman R. The transformative power of generative artificial intelligence for achieving the sustainable development goal of quality education. Sustainability. 2024 Nov 9;16(22):9779. https://doi.org/10.3390/su16229779
[13] Venter J, Coetzee SA, Schmulian A. Exploring the use of artificial intelligence (AI) in the delivery of effective feedback. Assessment & Evaluation in Higher Education. 2025 May 19;50(4):516-36. https://doi.org/10.1080/02602938.2024.2415649
[14] Rahayu S. The impact of artificial intelligence on education: Opportunities and challenges. Jurnal Educatio FKIP UNMA. 2023 Nov 30;9(4):2132-40.
[15] Yu L, Yu Z. Qualitative and quantitative analyses of artificial intelligence ethics in education using VOSviewer and CitNetExplorer. Frontiers in Psychology. 2023 Mar 9;14:1061778. https://doi.org/10.3389/fpsyg.2023.1061778
[16] Fuchs K, Aguilos V. Integrating artificial intelligence in higher education: Empirical insights from students about using ChatGPT. International Journal of Information and Education Technology. 2023 Sep;13(9):1365-71. https://doi.org/10.18178/ijiet.2023.13.9.1939
[17] Gao P, Li J, Liu S. An introduction to key technology in artificial intelligence and big data driven e-learning and e-education. Mobile Networks and Applications. 2021 Oct;26(5):2123-6. https://doi.org/10.1007/s11036-021-01777-7
[18] Weidmann AE. Artificial intelligence in academic writing and clinical pharmacy education: consequences and opportunities. International Journal of Clinical Pharmacy. 2024 Jun;46(3):751-4. https://doi.org/10.1007/s11096-024-01705-1
[19] Almasri F. Exploring the impact of artificial intelligence in teaching and learning of science: A systematic review of empirical research. Research in Science Education. 2024 Oct;54(5):977-97. https://doi.org/10.1007/s11165-024-10176-3
[20] Bobula M. Generative artificial intelligence (AI) in higher education: A comprehensive review of challenges, opportunities, and implications. Journal of Learning Development in Higher Education. 2024 Mar 27(30). https://doi.org/10.47408/jldhe.vi30.1137
[21] Masters K. Ethical use of artificial intelligence in health professions education: AMEE Guide No. 158. Medical teacher. 2023 Jun 3;45(6):574-84. https://doi.org/10.1080/0142159X.2023.2186203
[22] Linderoth C, Hultén M, Stenliden L. Competing visions of artificial intelligence in education-A heuristic analysis on sociotechnical imaginaries and problematizations in policy guidelines. Policy Futures in Education. 2024 Nov 13;22(8):1662-78. https://doi.org/10.1177/14782103241228900
[23] Erduran S, Levrini O. The impact of artificial intelligence on scientific practices: an emergent area of research for science education. International Journal of Science Education. 2024 Dec 11;46(18):1982-9. https://doi.org/10.1080/09500693.2024.2306604
[24] Johnston H, Wells RF, Shanks EM, Boey T, Parsons BN. Student perspectives on the use of generative artificial intelligence technologies in higher education. International Journal for Educational Integrity. 2024 Feb 8;20(1):2. https://doi.org/10.1007/s40979-024-00149-4
[25] Malinka K, Peresíni M, Firc A, Hujnák O, Janus F. On the educational impact of chatgpt: Is artificial intelligence ready to obtain a university degree?. InProceedings of the 2023 Conference on Innovation and Technology in Computer Science Education V. 1 2023 Jun 29 (pp. 47-53). https://doi.org/10.1145/3587102.3588827
[26] Grájeda A, Burgos J, Córdova P, Sanjinés A. Assessing student-perceived impact of using artificial intelligence tools: Construction of a synthetic index of application in higher education. Cogent Education. 2024 Dec 31;11(1):2287917. https://doi.org/10.1080/2331186X.2023.2287917
[27] Grájeda A, Burgos J, Córdova P, Sanjinés A. Assessing student-perceived impact of using artificial intelligence tools: Construction of a synthetic index of application in higher education. Cogent Education. 2024 Dec 31;11(1):2287917. https://doi.org/10.1080/2331186X.2023.2287917
[28] Alqahtani T, Badreldin HA, Alrashed M, Alshaya AI, Alghamdi SS, Bin Saleh K, Alowais SA, Alshaya OA, Rahman I, Al Yami MS, Albekairy AM. The emergent role of artificial intelligence, natural learning processing, and large language models in higher education and research. Research in social and administrative pharmacy. 2023 Aug 1;19(8):1236-42. https://doi.org/10.1016/j.sapharm.2023.05.016
[29] Bahroun Z, Anane C, Ahmed V, Zacca A. Transforming education: A comprehensive review of generative artificial intelligence in educational settings through bibliometric and content analysis. Sustainability. 2023 Aug 29;15(17):12983. https://doi.org/10.3390/su151712983
[30] Lodge JM, Thompson K, Corrin L. Mapping out a research agenda for generative artificial intelligence in tertiary education. Australasian Journal of Educational Technology. 2023 May 4;39(1):1-8. https://doi.org/10.14742/ajet.8695
[31] Yang SJ, Ogata H, Matsui T, Chen NS. Human-centered artificial intelligence in education: Seeing the invisible through the visible. Computers and Education: Artificial Intelligence. 2021 Jan 1;2:100008. https://doi.org/10.1016/j.caeai.2021.100008
[32] Hopcan S, Polat E, Ozturk ME, Ozturk L. Artificial intelligence in special education: A systematic review. Interactive Learning Environments. 2023 Dec 15;31(10):7335-53. https://doi.org/10.1080/10494820.2022.2067186
[33] Alotaibi NS, Alshehri AH. Prospers and obstacles in using artificial intelligence in Saudi Arabia higher education institutions-The potential of AI-based learning outcomes. Sustainability. 2023 Jul 7;15(13):10723. https://doi.org/10.3390/su151310723
[34] Ahmad SF, Han H, Alam MM, Rehmat M, Irshad M, Arraño-Muñoz M, Ariza-Montes A. Impact of artificial intelligence on human loss in decision making, laziness and safety in education. Humanities and Social Sciences Communications. 2023 Jun 9;10(1):1-4. https://doi.org/10.1057/s41599-023-01842-4
[35] Aminoshariae A, Nosrat A, Nagendrababu V, Dianat O, Mohammad-Rahimi H, O'Keefe AW, Setzer FC. Artificial intelligence in endodontic education. Journal of Endodontics. 2024 May 1;50(5):562-78. https://doi.org/10.1016/j.joen.2024.02.011
[36] Rane N, Choudhary S, Rane J. Education 4.0 and 5.0: Integrating artificial intelligence (AI) for personalized and adaptive learning. Available at SSRN 4638365. 2023 Nov 2. https://doi.org/10.2139/ssrn.4638365
[37] Preiksaitis C, Rose C. Opportunities, challenges, and future directions of generative artificial intelligence in medical education: scoping review. JMIR medical education. 2023 Oct 20;9:e48785. https://doi.org/10.2196/48785
[38] Pisica AI, Edu T, Zaharia RM, Zaharia R. Implementing artificial intelligence in higher education: Pros and cons from the perspectives of academics. Societies. 2023 May 5;13(5):118. https://doi.org/10.3390/soc13050118
[39] Nikolopoulou K. Generative artificial intelligence in higher education: Exploring ways of harnessing pedagogical practices with the assistance of ChatGPT. International Journal of Changes in Education. 2024 Apr 1;1(2):103-11. https://doi.org/10.47852/bonviewIJCE42022489
[40] Wang S, Sun Z, Chen Y. Effects of higher education institutes' artificial intelligence capability on students' self-efficacy, creativity and learning performance. Education and Information Technologies. 2023 May;28(5):4919-39. https://doi.org/10.1007/s10639-022-11338-4
[41] Bond M, Khosravi H, De Laat M, Bergdahl N, Negrea V, Oxley E, Pham P, Chong SW, Siemens G. A meta systematic review of artificial intelligence in higher education: A call for increased ethics, collaboration, and rigour. International journal of educational technology in higher education. 2024 Jan 19;21(1):4. https://doi.org/10.1186/s41239-023-00436-z
[42] González-Calatayud V, Prendes-Espinosa P, Roig-Vila R. Artificial intelligence for student assessment: A systematic review. Applied sciences. 2021 Jun 12;11(12):5467. https://doi.org/10.3390/app11125467
[43] Lee J, Wu AS, Li D, Kulasegaram KM. Artificial intelligence in undergraduate medical education: a scoping review. Academic Medicine. 2021 Nov 1;96(11S):S62-70. https://doi.org/10.1097/ACM.0000000000004291
[44] Pavlik JV. Collaborating with ChatGPT: Considering the implications of generative artificial intelligence for journalism and media education. Journalism & mass communication educator. 2023 Mar;78(1):84-93. https://doi.org/10.1177/10776958221149577
[45] Bilgic E, Gorgy A, Yang A, Cwintal M, Ranjbar H, Kahla K, Reddy D, Li K, Ozturk H, Zimmermann E, Quaiattini A. Exploring the roles of artificial intelligence in surgical education: a scoping review. The American Journal of Surgery. 2022 Jul 1;224(1):205-16. https://doi.org/10.1016/j.amjsurg.2021.11.023
[46] Stretton B, Kovoor J, Arnold M, Bacchi S. ChatGPT-based learning: generative artificial intelligence in medical education. Medical Science Educator. 2024 Feb;34(1):215-7. https://doi.org/10.1007/s40670-023-01934-5
[47] Joshi S, Rambola RK, Churi P. Evaluating artificial intelligence in education for next generation. InJournal of Physics: Conference Series 2021 (Vol. 1714, No. 1, p. 012039). IOP Publishing. https://doi.org/10.1088/1742-6596/1714/1/012039
[48] Amiri H, Peiravi S, rezazadeh shojaee SS, Rouhparvarzamin M, Nateghi MN, Etemadi MH, ShojaeiBaghini M, Musaie F, Anvari MH, Asadi Anar M. Medical, dental, and nursing students' attitudes and knowledge towards artificial intelligence: a systematic review and meta-analysis. BMC Medical Education. 2024 Apr 15;24(1):412. https://doi.org/10.1186/s12909-024-05406-1
[49] Jaiswal A, Arun CJ. Potential of Artificial Intelligence for transformation of the education system in India. International Journal of Education and Development using Information and Communication Technology. 2021;17(1):142-58.
Authors
Copyright (c) 2026 Idowu Johnson Mosaku, Obizue Mirian Ndidi, Nitin Liladhar Rane, Jayesh Rane (Author)

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Copyright (c) 2025 International Journal of Applied Resilience and Sustainability (IJARS) 
This work is licensed under a Creative Commons Attribution 4.0 International License.