Inclusive education through artificial intelligence: Opportunities, challenges, and ethical considerations

Ojo Amos Adewale (1) , Nitin Liladhar Rane (2) , Martina Oluchi Ogbonna (3) , Jayesh Rane (4)
(1) Bamidele Olumilua University of Education, Science and Technology, Ikere-Ekiti, Nigeria, Nigeria,
(2) Architecture, Vivekanand Education Society's College of Architecture (VESCOA), Mumbai 400074, India, India,
(3) Department of Educational Foundations, Federal College of Education, Ofeme Ohuhu, Abia State, Nigeria, Nigeria,
(4) K. J. Somaiya College of Engineering, Vidyavihar, Mumbai, India, India

Abstract

The introduction of artificial intelligence into the educational system is the most promising in terms of realizing inclusive education, but there are still a lot of problems and ethical issues. This project is rather critical as it focuses on eliminating the issue of educational inequity when millions of learners with disabilities and varying learning requirements still struggle with the opportunities of obtaining quality education despite the technological achievements. It has functioned through an in-depth mixed-methods study utilizing the information on learning organizations in various countries that have deployed AI-driven inclusive education frameworks by 2023-2025. The research technique involved using structural equation modeling, machine learning classification algorithm, and hierarchical regression analysis in determining the effectiveness of AI technologies in inclusive education, their accessibility and ethical considerations. The findings show that adaptive learning systems based on AI can achieve vastly greater learning outcomes among learners with disabilities, and the impact size amounts to between 0.68 and 1.24 in various categories of disabled people. Nonetheless, in spite of the above, the analysis also shows worrying trends regarding bias in the algorithms, 34.7% of AI systems in the analysis demonstrated statistically significant discrimination based on certain demographic group. The paper establishes that there are five moral aspects of concern, namely, data privacy breaches, insufficient levels of algorithmic transparency, lack of digital accessibility, lack of teacher control, and socioeconomic inequalities in access to AI. 

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References

[1] 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

[2] 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

[3] 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

[4] Borger JG, Ng AP, Anderton H, Ashdown GW, Auld M, Blewitt ME, Brown DV, Call MJ, Collins P, Freytag S, Harrison LC. Artificial intelligence takes center stage: exploring the capabilities and implications of ChatGPT and other AI‐assisted technologies in scientific research and education. Immunology and cell biology. 2023 Nov;101(10):923-35. https://doi.org/10.1111/imcb.12689

[5] Alqahtani N, Wafula Z. Artificial intelligence integration: Pedagogical strategies and policies at leading universities. Innovative Higher Education. 2025 Apr;50(2):665-84. https://doi.org/10.1007/s10755-024-09749-x

[6] Hardaker G, Glenn LE. Artificial intelligence for personalized learning: a systematic literature review. The International Journal of Information and Learning Technology. 2025 Jan 13;42(1):1-4. https://doi.org/10.1108/IJILT-07-2024-0160

[7] Tuygunov N, Samaranayake L, Khurshid Z, Rewthamrongsris P, Schwendicke F, Osathanon T, Yahya NA. The transformative role of artificial intelligence in dentistry: a comprehensive overview part 2: the promise and perils, and the international dental federation communique. International Dental Journal. 2025 Feb 25. https://doi.org/10.1016/j.identj.2025.02.006

[8] Wang C, Wang H, Li Y, Dai J, Gu X, Yu T. Factors influencing university students' behavioral intention to use generative artificial intelligence: Integrating the theory of planned behavior and AI literacy. International Journal of Human-Computer Interaction. 2025 Jun 3;41(11):6649-71. https://doi.org/10.1080/10447318.2024.2383033

[9] Wang Y, Derakhshan A, Ghiasvand F. EFL teachers' generative artificial intelligence (GenAI) literacy: A scale development and validation study. System. 2025 Jul 25:103791. https://doi.org/10.1016/j.system.2025.103791

[10] Kurian N. AI's empathy gap: The risks of conversational Artificial Intelligence for young children's well-being and key ethical considerations for early childhood education and care. Contemporary Issues in Early Childhood. 2025 Mar;26(1):132-9. https://doi.org/10.1177/14639491231206004

[11] Gkintoni E, Antonopoulou H, Sortwell A, Halkiopoulos C. Challenging cognitive load theory: The role of educational neuroscience and artificial intelligence in redefining learning efficacy. Brain Sciences. 2025 Feb 15;15(2):203. https://doi.org/10.3390/brainsci15020203

[12] George B, Wooden O. Managing the strategic transformation of higher education through artificial intelligence. Administrative Sciences. 2023 Aug 29;13(9):196. https://doi.org/10.3390/admsci13090196

[13] Zafari M, Bazargani JS, Sadeghi-Niaraki A, Choi SM. Artificial intelligence applications in K-12 education: A systematic literature review. Ieee Access. 2022 May 30;10:61905-21. https://doi.org/10.1109/ACCESS.2022.3179356

[14] Farrelly T, Baker N. Generative artificial intelligence: Implications and considerations for higher education practice. Education Sciences. 2023 Nov;13(11):1109. https://doi.org/10.3390/educsci13111109

[15] Foltynek T, Bjelobaba S, Glendinning I, Khan ZR, Santos R, Pavletic P, Kravjar J. ENAI Recommendations on the ethical use of Artificial Intelligence in Education. International Journal for Educational Integrity. 2023 Dec;19(1):1-4. https://doi.org/10.1007/s40979-023-00133-4

[16] Gligorea I, Cioca M, Oancea R, Gorski AT, Gorski H, Tudorache P. Adaptive learning using artificial intelligence in e-learning: A literature review. Education Sciences. 2023 Dec 6;13(12):1216. https://doi.org/10.3390/educsci13121216

[17] Sperling K, Stenberg CJ, McGrath C, Åkerfeldt A, Heintz F, Stenliden L. In search of artificial intelligence (AI) literacy in teacher education: A scoping review. Computers and Education Open. 2024 Jun 1;6:100169. https://doi.org/10.1016/j.caeo.2024.100169

[18] Sabri H, Saleh MH, Hazrati P, Merchant K, Misch J, Kumar PS, Wang HL, Barootchi S. Performance of three artificial intelligence (AI)‐based large language models in standardized testing; implications for AI‐assisted dental education. Journal of periodontal research. 2025 Feb;60(2):121-33. https://doi.org/10.1111/jre.13323

[19] Kamila MK, Jasrotia SS. Ethical issues in the development of artificial intelligence: recognizing the risks. International Journal of Ethics and Systems. 2025 Jan 30;41(1):45-63. https://doi.org/10.1108/IJOES-05-2023-0107

[20] Nemorin S, Vlachidis A, Ayerakwa HM, Andriotis P. AI hyped? A horizon scan of discourse on artificial intelligence in education (AIED) and development. Learning, Media and Technology. 2023 Jan 2;48(1):38-51. https://doi.org/10.1080/17439884.2022.2095568

[21] Su J, Yang W. Artificial intelligence in early childhood education: A scoping review. Computers and Education: Artificial Intelligence. 2022 Jan 1;3:100049. https://doi.org/10.1016/j.caeai.2022.100049

[22] Zadorina O, Hurskaya V, Sobolyeva S, Grekova L, Vasylyuk-Zaitseva S. The role of artificial intelligence in creation of future education: Possibilities and challenges. Futurity Education. 2024 Apr 30;4(2):163-85.

[23] Bearman M, Ryan J, Ajjawi R. Discourses of artificial intelligence in higher education: A critical literature review. Higher Education. 2023 Aug;86(2):369-85. https://doi.org/10.1007/s10734-022-00937-2

[24] Civaner MM, Uncu Y, Bulut F, Chalil EG, Tatli A. Artificial intelligence in medical education: a cross-sectional needs assessment. BMC Medical Education. 2022 Nov 9;22(1):772. https://doi.org/10.1186/s12909-022-03852-3

[25] Ruiz-Rojas LI, Acosta-Vargas P, De-Moreta-Llovet J, Gonzalez-Rodriguez M. Empowering education with generative artificial intelligence tools: Approach with an instructional design matrix. Sustainability. 2023 Jul 25;15(15):11524. https://doi.org/10.3390/su151511524

[26] Shata A, Hartley K. Artificial intelligence and communication technologies in academia: faculty perceptions and the adoption of generative AI. International Journal of Educational Technology in Higher Education. 2025 Mar 14;22(1):14. https://doi.org/10.1186/s41239-025-00511-7

[27] Chardonnens S. Adapting educational practices for Generation Z: integrating metacognitive strategies and artificial intelligence. InFrontiers in Education 2025 Jan 24 (Vol. 10, p. 1504726). Frontiers. https://doi.org/10.3389/feduc.2025.1504726

[28] Son JB, Ružić NK, Philpott A. Artificial intelligence technologies and applications for language learning and teaching. Journal of China Computer-Assisted Language Learning. 2025 May 23;5(1):94-112. https://doi.org/10.1515/jccall-2023-0015

[29] Mannuru NR, Shahriar S, Teel ZA, Wang T, Lund BD, Tijani S, Pohboon CO, Agbaji D, Alhassan J, Galley J, Kousari R. Artificial intelligence in developing countries: The impact of generative artificial intelligence (AI) technologies for development. Information development. 2025 Sep;41(3):1036-54. https://doi.org/10.1177/02666669231200628

[30] Huang X, Zou D, Cheng G, Chen X, Xie H. Trends, research issues and applications of artificial intelligence in language education. Educational Technology & Society. 2023 Jan 1;26(1):112-31.

[31] Boscardin CK, Gin B, Golde PB, Hauer KE. ChatGPT and generative artificial intelligence for medical education: potential impact and opportunity. Academic Medicine. 2024 Jan 1;99(1):22-7. https://doi.org/10.1097/ACM.0000000000005439

[32] Sajja R, Sermet Y, Cikmaz M, Cwiertny D, Demir I. Artificial intelligence-enabled intelligent assistant for personalized and adaptive learning in higher education. Information. 2024 Sep 30;15(10):596. https://doi.org/10.3390/info15100596

[33] Liu M, Ren Y, Nyagoga LM, Stonier F, Wu Z, Yu L. Future of education in the era of generative artificial intelligence: Consensus among Chinese scholars on applications of ChatGPT in schools. Future in Educational Research. 2023 Sep;1(1):72-101. https://doi.org/10.1002/fer3.10

[34] Ali O, Murray PA, Momin M, Dwivedi YK, Malik T. The effects of artificial intelligence applications in educational settings: Challenges and strategies. Technological forecasting and social change. 2024 Feb 1;199:123076. https://doi.org/10.1016/j.techfore.2023.123076

[35] Zhao Y. Artificial intelligence and education: End the grammar of schooling. ECNU Review of Education. 2025 Mar;8(1):3-20. https://doi.org/10.1177/20965311241265124

[36] Charow R, Jeyakumar T, Younus S, Dolatabadi E, Salhia M, Al-Mouaswas D, Anderson M, Balakumar S, Clare M, Dhalla A, Gillan C. Artificial intelligence education programs for health care professionals: scoping review. JMIR Medical Education. 2021 Dec 13;7(4):e31043. https://doi.org/10.2196/31043

[37] Park W, Kwon H. Implementing artificial intelligence education for middle school technology education in Republic of Korea. International journal of technology and design education. 2024 Mar;34(1):109-35. https://doi.org/10.1007/s10798-023-09812-2

[38] Tedre M, Toivonen T, Kahila J, Vartiainen H, Valtonen T, Jormanainen I, Pears A. Teaching machine learning in K-12 classroom: Pedagogical and technological trajectories for artificial intelligence education. IEEE access. 2021 Jul 19;9:110558-72. https://doi.org/10.1109/ACCESS.2021.3097962

[39] Polak S, Schiavo G, Zancanaro M. Teachers' perspective on artificial intelligence education: An initial investigation. InCHI conference on human factors in computing systems extended abstracts 2022 Apr 27 (pp. 1-7). https://doi.org/10.1145/3491101.3519866

[40] Lampropoulos G. Combining artificial intelligence with augmented reality and virtual reality in education: Current trends and future perspectives. Multimodal Technologies and Interaction. 2025 Jan 28;9(2):11. https://doi.org/10.3390/mti9020011

[41] Mumtaz S, Carmichael J, Weiss M, Nimon-Peters A. Ethical use of artificial intelligence based tools in higher education: are future business leaders ready?. Education and Information Technologies. 2025 Apr;30(6):7293-319. https://doi.org/10.1007/s10639-024-13099-8

[42] Feigerlova E, Hani H, Hothersall-Davies E. A systematic review of the impact of artificial intelligence on educational outcomes in health professions education. BMC Medical Education. 2025 Jan 27;25(1):129. https://doi.org/10.1186/s12909-025-06719-5

[43] McDonald N, Johri A, Ali A, Collier AH. Generative artificial intelligence in higher education: Evidence from an analysis of institutional policies and guidelines. Computers in Human Behavior: Artificial Humans. 2025 Mar 1;3:100121. https://doi.org/10.1016/j.chbah.2025.100121

[44] Topali P, Ortega-Arranz A, Rodríguez-Triana MJ, Er E, Khalil M, Akçapınar G. Designing human-centered learning analytics and artificial intelligence in education solutions: a systematic literature review. Behaviour & Information Technology. 2025 Mar 16;44(5):1071-98. https://doi.org/10.1080/0144929X.2024.2345295

[45] Huang X. Aims for cultivating students' key competencies based on artificial intelligence education in China. Education and Information Technologies. 2021 Sep;26(5):5127-47. https://doi.org/10.1007/s10639-021-10530-2

[46] Lampou R. The integration of artificial intelligence in education: Opportunities and challenges. Review of Artificial Intelligence in Education. 2023 Aug 18;4:e15-. https://doi.org/10.37497/rev.artif.intell.educ.v4i00.15

[47] Pham ST, Sampson PM. The development of artificial intelligence in education: A review in context. Journal of Computer Assisted Learning. 2022 Oct;38(5):1408-21. https://doi.org/10.1111/jcal.12687

[48] Chen X, Zou D, Xie H, Cheng G, Liu C. Two decades of artificial intelligence in education. Educational Technology & Society. 2022 Jan 1;25(1):28-47.

[49] Ouyang F, Jiao P. Artificial intelligence in education: The three paradigms. Computers and Education: Artificial Intelligence. 2021 Jan 1;2:100020. https://doi.org/10.1016/j.caeai.2021.100020

[50] Lameras P, Arnab S. Power to the teachers: an exploratory review on artificial intelligence in education. Information. 2021 Dec 29;13(1):14. https://doi.org/10.3390/info13010014

[51] Zhai X, Chu X, Chai CS, Jong MS, Istenic A, Spector M, Liu JB, Yuan J, Li Y. A Review of Artificial Intelligence (AI) in Education from 2010 to 2020. Complexity. 2021;2021(1):8812542. https://doi.org/10.1155/2021/8812542

[52] Stolpe K, Hallström J. Artificial intelligence literacy for technology education. Computers and Education Open. 2024 Jun 1;6:100159. https://doi.org/10.1016/j.caeo.2024.100159

Authors

Ojo Amos Adewale
Nitin Liladhar Rane
Martina Oluchi Ogbonna
Jayesh Rane
Adewale , O. A. ., Rane , N. L. ., Ogbonna , M. O. ., & Rane , J. . (2026). Inclusive education through artificial intelligence: Opportunities, challenges, and ethical considerations. International Journal of Applied Resilience and Sustainability, 2(2), 455-472. https://doi.org/10.70593/deepsci.0202018

Article Details

How to Cite

Adewale , O. A. ., Rane , N. L. ., Ogbonna , M. O. ., & Rane , J. . (2026). Inclusive education through artificial intelligence: Opportunities, challenges, and ethical considerations. International Journal of Applied Resilience and Sustainability, 2(2), 455-472. https://doi.org/10.70593/deepsci.0202018

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