Human-AI Educational Collaboration: Facing Learning Challenges in the Digital Age
DOI:
https://doi.org/10.31098/ijmesh.v8i2.3229Keywords:
Artificial Intelligence (AI), Adaptive Learning, AI-based Education, Ethical Challenges, Human-AI Collaboration, Role of TeachersAbstract
Digital transformation in education has driven the integration of artificial intelligence (AI) as a key element in personalising learning, managing educational institutions, and supporting pedagogical decision-making processes. However, the application of AI also raises ethical challenges, access gaps, and fundamental changes in the role of teachers. This research aims to identify and classify the primary dimensions of human-AI collaboration in education through a qualitative approach, utilising a systematic literature review of 50 scientific articles published over the last five years. The articles were selected based on their thematic relevance from the Google Scholar and Scopus databases and analysed using NVivo software to cluster the dominant codes in the literature. The analysis resulted in four main components: Adaptive Learning with Artificial Intelligence (ALEAI), Artificial Intelligence in Education (AIED), Ethical Challenges in AI Education (EAIED), and Teacher Roles in AI-assisted learning (TRAIL). The findings indicate that AI has significant potential to enhance the efficiency and inclusivity of learning but also necessitates robust regulations in data protection, algorithm bias mitigation, and teacher training. This research contributes to the formulation of a conceptual framework for developing fair, ethical, and sustainable AI-based education policies.
References
Adeleye, O., Eden, C., & Adeniyi, I. (2024). Innovative teaching methodologies in the era of artificial intelligence: A review of inclusive educational practices. World Journal of Advanced Engineering Technology and Sciences, 11(2), 69–79. https://doi.org/10.30574/wjaets.2024.11.2.0091
Akavova, A., Temirkhanova, Z., & Lorsanova, Z. (2023). Adaptive learning and artificial intelligence in the educational space. E3S Web of Conferences, 451, 06011. https://doi.org/10.1051/E3SCONF/202345106011
Akbarani, R. (2024). Use of Artificial Intelligence in English Language Teaching. International Journal of English Learning and Applied Linguistics (IJELAL), 4(1), 14–23. https://doi.org/10.21111/ijelal.v4i1.10756
Akhmadieva, R. S., Udina, N. N., Kosheleva, Y. P., Zhdanov, S. P., Timofeeva, M. O., & Budkevich, R. L. (2023). Artificial intelligence in science education: A bibliometric review. Contemporary Educational Technology, 15(4), ep460. https://doi.org/10.30935/cedtech/13587
Almada, M. (2019). Human intervention in automated decision-making: Toward the construction of contestable systems. In Proceedings of the 17th International Conference on Artificial Intelligence and Law (pp. 2-11). ACM.
Alnasib, B. N. M. (2023). Factors Affecting Faculty Members’ Readiness to Integrate Artificial Intelligence into Their Teaching Practices: A Study from the Saudi Higher Education Context. International Journal of Learning, Teaching and Educational Research, 22(8), 465–491. https://doi.org/10.26803/ijlter.22.8.24
Asian Development Bank. (2021). Digital infrastructure for education in developing Asia. ADB Publications.
Barocas, S., Hardt, M., & Narayanan, A. (2019). Fairness and machine learning: Limitations and opportunities. MIT Press.
Baum, S., Yampolskiy, R., & Goertzel, B. (2020). A model for AI governance and oversight. AI & Society, 35(4), 845-856.
Bender, E. M., Gebru, T., McMillan-Major, A., & Shmitchell, S. (2021). On the dangers of stochastic parrots: Can language models be too big? In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency (pp. 610-623).
Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa
Brazilian Ministry of Education. (2022). National Education Technology Program annual report. Brasília: MEC.
Chai, C. S., & Lin, P. Y. (2022). Teacher AI literacy and its relationship with teacher beliefs and practices. Educational Technology Research and Development, 70(3), 915-934.
Chaudhry, M. A., & Kazim, E. (2022). Artificial Intelligence in Education (AIEd): a High-Level Academic and Industry Note 2021. AI and Ethics, 2(1), 157–165. https://doi.org/10.1007/s43681-021-00074-z
Chen, L., Chen, P., & Lin, Z. (2020). Artificial Intelligence in Education: A Review. IEEE Access, 8, 75264–75278. https://doi.org/10.1109/ACCESS.2020.2988510
Cirlos, C. G., Pérez, D. L. C., González, J. L. B., Montemayor, I. H., Esper, R. C., & Mendiola, M. S. (2023). ChatGPT: opportunities and risks in the fields of medical care, teaching, and research. Gaceta Médica de México, 159(5), 372–379. https://doi.org/10.24875/GMM.M23000811
Cowin, J., Leon, C., Brock, S., & Torres, X. O. (2024). AI and the Future of Marketing Education Through the Lens of the Space Merchants. Brazilian Journal of Business, 6(2), e70382. https://doi.org/10.34140/bjbv6n2-024
Creswell, J. W., & Creswell, J. D. (2018). Research Design Qualitative, Quantitative, and Mixed Methods Approaches (Fifth). SAGE Publications Inc.
Dogan, M. E., Goru Dogan, T., & Bozkurt, A. (2023). The Use of Artificial Intelligence (AI) in Online Learning and Distance Education Processes: A Systematic Review of Empirical Studies. Applied Sciences, 13(5), 3056. https://doi.org/10.3390/app13053056
European Commission. (2021). Proposal for a regulation laying down harmonised rules on artificial intelligence (Artificial Intelligence Act). European Union.
Fiialka, S., Kornieva, Z., & Honcharuk, T. (2023). ChatGPT in Ukrainian Education: Problems and Prospects. International Journal of Emerging Technologies in Learning (IJET), 18(17), 236–250. https://doi.org/10.3991/ijet.v18i17.42215
Finnish Ministry of Education. (2022). National artificial intelligence programme in education: Implementation report 2020-2022. Helsinki: Ministry of Education and Culture.
Fitria, T. N. (2023). The Use of Artificial Intelligence in Education (AIED): Can AI Replace the Teacher’s Role? Epigram (e-Journal), 20(2), 165–187. https://doi.org/10.32722/epi.v20i2.5711
Flores-Velásquez, C. H., Olivares-Zegarra, S., Davila-Ignacio, C., Arévalo-Tuesta, J. A., Morales-Romero, G., Trinidad-Loli, N., Caycho-Salas, B., Aybar-Bellido, I., Arones, M., & Aldana-Trejo, F. (2024). A Bibliometric Review of Studies about the Acceptance of Artificial Intelligence Technologies in Teaching and Learning in Higher Education. International Journal of Learning, Teaching and Educational Research, 23(3), 275–292. https://doi.org/10.26803/ijlter.23.3.14
Grunhut, J., Marques, O., & Wyatt, A. T. M. (2022). Needs, Challenges, and Applications of Artificial Intelligence in Medical Education Curriculum. JMIR Medical Education, 8(2), e35587. https://doi.org/10.2196/35587
Gupta, K. P., & Bhaskar, P. (2020). Inhibiting and Motivating Factors Influencing Teachers’ Adoption of AI-Based Teaching and Learning Solutions: Prioritization Using Analytic Hierarchy Process. Journal of Information Technology Education: Research, 19, 693–723. https://doi.org/10.28945/4640
Hofstede, G., & Hofstede, G. J. (2020). Cultures and organizations: Software of the mind (3rd ed.). McGraw-Hill.
Hwang, G.-J., & Tu, Y.-F. (2021). Roles and Research Trends of Artificial Intelligence in Mathematics Education: A Bibliometric Mapping Analysis and Systematic Review Gwo-Jen. Proceedings - 2021 2nd International Conference on Computational Methods in Science and Technology, ICCMST 2021, 202–205. https://doi.org/10.1109/ICCMST54943.2021.00050
ITU. (2022). Measuring digital development: Facts and figures 2022. International Telecommunication Union.
Kelli, A., Tavast, A., Lind, K., & Pisuke, H. (2020). The e-school system in Estonia: Legal and privacy challenges. International Review of Law, Computers & Technology, 34(2), 156-174.
Kim, J., Lee, H., & Cho, Y. H. (2022). Learning Design to Support Student-AI Collaboration: Perspectives of Leading Teachers for AI in Education. Education and Information Technologies, 27(5), 6069–6104. https://doi.org/10.1007/s10639-021-10831-6
Kolegova, I., & Levina, I. (2024). Using Artificial Intelligence as A Digital Tool in Foreign Language Teaching. Bulletin of the South Ural State University Series “Education. Educational Sciences,” 16(1), 102–110. https://doi.org/10.14529/ped240110
Kong, M., Yu, F., & Zhang, Z. (2023). Research on Artificial Intelligence Enabling High-Quality Development of Vocational Education. Applied Mathematics and Nonlinear Sciences, 8(2), 3383–3392.
König, J., Jäger-Biela, D. J., & Glutsch, N. (2020). Adapting to online teaching during COVID-19 school closure: Teacher education and teacher competence effects among early career teachers in Germany. European Journal of Teacher Education, 43(4), 608-622.
Körkkö, M., Kotilainen, M. R., Toljamo, S., & Turunen, T. (2022). Developing Teacher in-Service Education Through a Professional Development Plan: Modelling the Process. European Journal of Teacher Education, 45(3), 320–337. https://doi.org/10.1080/02619768.2020.1827393
Laanpere, M., Pata, K., Normak, P., & Põldoja, H. (2021). Pedagogy-driven design of digital learning ecosystems. Computer Science and Information Systems, 18(2), 673-719.
Lee, J., Wu, A. S., Li, D., & Kulasegaram, K. (mahan). (2021). Artificial Intelligence in Undergraduate Medical Education: A Scoping Review. Academic Medicine, 96(11S), S62–S70. https://doi.org/10.1097/ACM.0000000000004291
Liu, M. (2023). Exploring the Application of Artificial Intelligence in Foreign Language Teaching: Challenges and Future Development. SHS Web of Conferences, 168, 03025. https://doi.org/10.1051/SHSCONF/202316803025
Liu, Y., & Ren, L. (2022). The Influence of Artificial Intelligence Technology on Teaching under the Threshold of “Internet+”: Based on the Application Example of an English Education Platform. Wireless Communications and Mobile Computing, 2022, 1–9. https://doi.org/10.1155/2022/5728569
Luo, Y. (2024). Innovative Research on AI-Assisted Teaching Models for College English Listening and Speaking Courses. Applied and Computational Engineering, 69(1), 155–160. https://doi.org/10.54254/2755-2721/69/20241493
Ma, L. (2021). An Immersive Context Teaching Method for College English Based on Artificial Intelligence and Machine Learning in Virtual Reality Technology. Mobile Information Systems, 2021, 1–7. https://doi.org/10.1155/2021/2637439
McCoy, L. G., Nagaraj, S., Morgado, F., Harish, V., Das, S., & Celi, L. A. (2020). What Do Medical Students Actually Need to Know About Artificial Intelligence? NPJ Digital Medicine, 3(1), 86. https://doi.org/10.1038/s41746-020-0294-7
McDonald, S., & Milne, R. (2021). The role of ethics committees in AI governance. Nature Machine Intelligence, 3(5), 382-384.
Moukhliss, G., Lahyani, K., & Diab, G. (2024). The Impact of Artificial Intelligence on Research and Higher Education in Morocco. Journal of Education and Learning (EduLearn), 18(4), 1292–1300. https://doi.org/10.11591/edulearn.v18i4.21511
Nagaraj, B. K., A, K., R, S. B., S, A., Sachdev, H. K., & N, S. K. (2023). The Emerging Role of Artificial Intelligence in STEM Higher Education: A Critical Review. International Research Journal of Multidisciplinary Technovation, 5(5), 1–19. https://doi.org/10.54392/irjmt2351
Nsengimana, J. P., Nkurunziza, T., & Niyonsenga, J. (2020). One Laptop per Child program in Rwanda: Achievements and challenges. International Journal of Education and Development using ICT, 16(2), 78-94.
Nurjanah, A., Salsabila, I. N., Azzahra, A., Rahayu, R., Marlina, N., Sunan, U., & Djati, G. (2024). Artificial Intelligence (AI) Usage in Today’s Teaching and Learning Process: A Review. Syntax Idea, 6(3), 1517–1523. https://doi.org/10.46799/SYNTAX-IDEA.V6I3.3126
OECD. (2019). Artificial intelligence in education: Challenges and opportunities for sustainable development. OECD Publishing.
OECD. (2023). Digital education outlook 2023: Towards an effective digital education ecosystem. OECD Publishing.
Oosrio, L. A. H., Ramiro, A. M. W., González, A. M., Toledo, E. M., Narváez, R. B., Hernández, F. E. V., Arias, R. M., Cabrera, L. C., Morillas, M. V., & Garcia, S. A. R. (2024). Exploring the Fundamentals of Artificial Intelligence and its Impact on the Teaching of Higher Secondary and Higher Education, particularly in the Teach Health Sciences. International Journal of Advanced Multidisciplinary Research and Studies, 4(2), 881–887. https://doi.org/10.62225/2583049X.2024.4.2.2594
Ozigagun, O. O., Ololade, Y. J., Udo, N. L. E., & Ogundipe, D. O. (2024). Revolutionizing Education Through AI: A Comprehensive Review of Enhancing Learning Experiences. International Journal of Applied Research in Social Sciences, 6(4), 589–607. https://doi.org/10.51594/IJARSS.V6I4.1011
Paek, S., & Kim, N. (2021). Analysis of Worldwide Research Trends on the Impact of Artificial Intelligence in Education. Sustainability, 13(14), 7941. https://doi.org/10.3390/su13147941
Priyahita, R. (2020). The Utilization of E-Learning and Artificial Intelligence in the Development of Education System in Indonesia. 459 (Jcc 2020), 263–268. https://doi.org/10.2991/assehr.k.200818.061
Quy, V. K., Thanh, B. T., Chehri, A., Linh, D. M., & Tuan, D. A. (2023). AI and Digital Transformation in Higher Education: Vision and Approach of a Specific University in Vietnam. Sustainability, 15(14), 11093. https://doi.org/10.3390/su151411093
Rashmi. (2023). Unlocking the Potential of AI in Education: Challenges and Opportunities. International Journal for Multidisciplinary Research, 5(4), 1–11. https://doi.org/10.36948/ijfmr.2023.v05i04.5955
Richardson, R., Schultz, J., & Crawford, K. (2019). Dirty data, bad predictions: How civil rights violations impact police data, predictive policing systems, and justice. New York University Law Review Online, 94, 15-55.
Sari, D. K., & Putri, A. N. (2023). Implementation challenges of Indonesia's Personal Data Protection Law in educational institutions. Asian Journal of Law and Society, 15(2), 234-251.
Sarwar, M. A., Saima, M., & Gul, A. (2024). The Role of Artificial Intelligence in Shaping the Future of Education at Higher Secondary Level. Journal of Education and Social Studies, 5(1), 34–45. https://doi.org/10.52223/JESS.2024.5104
Semeniuk, R., Holovnia, Y., Huda, O., & Savastru, N. (2024). Innovative Methodologies and Approaches to Teaching with Artificial Intelligence in Ukrainian Higher Education. Futurity Education, 4(1), 24–52. https://doi.org/10.57125/FED.2024.03.25.02
Seo, K., Tang, J., Roll, I., Fels, S., & Yoon, D. (2021). The Impact of Artificial Intelligence on Learner–Instructor Interaction in Online Learning. International Journal of Educational Technology in Higher Education, 18(1), 54. https://doi.org/10.1186/s41239-021-00292-9
Sharma, R., & Kumar, V. (2023). Digital India initiative: Transforming education through technology partnerships. International Journal of Educational Technology, 28(3), 145-162.
Soelistiono, S., & Wahidin. (2023). Educational Technology Innovation: AI-Integrated Learning System Design in AILS-Based Education. Influence: International Journal of Science Review, 5(2), 470–480. https://doi.org/10.54783/INFLUENCEJOURNAL.V5I2.175
Sun, M. (2023). Exploring the Opportunities and Challenges of AI Technology in College English Teaching. Atlantis Press, 2016, 1532–1541. https://doi.org/10.2991/978-2-38476-126-5_171
Tan, M., & Lim, S. (2021). Singapore's approach to AI governance in education: Balancing innovation and protection. Asian Journal of Public Administration, 43(2), 89-107.
Tapalova, O., & Zhiyenbayeva, N. (2022). Artificial Intelligence in Education: AIEd for Personalised Learning Pathways. The Electronic Journal of E-Learning, 20(5), 639–653. www.ejel.org
Treasury Board of Canada. (2019). Directive on automated decision-making. Government of Canada.
UNESCO. (2021). AI and education: Guidance for policy-makers. UNESCO Publishing.
Vahtivuori-Hänninen, S., Halinen, I., Niemi, H., Lavonen, J., & Lipponen, L. (2021). A new Finnish national core curriculum for basic education (2014) and technology as an integrated tool for learning. In J. Voogt & G. Knezek (Eds.), Second handbook of information technology in primary and secondary education (pp. 345-363). Springer.
Vall, R. R. F. de la, & Araya, F. G. (2023). Exploring the Benefits and Challenges of AI-Language Learning Tools. International Journal of Social Sciences and Humanities Invention, 10(01), 7569–7576. https://doi.org/10.18535/ijsshi/v10i01.02
Wang, R. (2019). Research on Artificial Intelligence Promoting English Learning Change. Proceedings of the 3rd International Conference on Economics and Management, Education, Humanities and Social Sciences (EMEHSS 2019), 325(Emehss), 392–395. https://doi.org/10.2991/emehss-19.2019.79
Winfield, A. F., & Jirotka, M. (2018). Ethical governance is essential to building trust in robotics and artificial intelligence systems. Philosophical Transactions of the Royal Society A, 376(2133), 20180085.
Wood, E. A., Ange, B. L., & Miller, D. D. (2021). Are We Ready to Integrate Artificial Intelligence Literacy into Medical School Curriculum: Students and Faculty Survey. Journal of Medical Education and Curricular Development, 8, 238212052110240. https://doi.org/10.1177/23821205211024078
World Bank. (2021). Digital infrastructure for education: A framework for action. World Bank Publications.
Wu, J., & Zhang, Y. (2023). Innovation and Entrepreneurship Education (IAEE) Driven by Artificial Intelligence (AI). Atlantis Press, 1003–1008. https://doi.org/10.2991/978-94-6463-040-4_151
Wu, S. (2024). Artificial Intelligence-Enhanced Learning: A New Paradigm in the “Business Data Analysis and Application” Course. Journal of Contemporary Educational Research, 8(2), 164–175. https://doi.org/10.26689/jcer.v8i2.6081
Yau, K. W., CHAI, C. S., Chiu, T. K. F., Meng, H., King, I., & Yam, Y. (2023). A Phenomenographic Approach on Teacher Conceptions of Teaching Artificial Intelligence (AI) in K-12 schools. Education and Information Technologies, 28(1), 1041–1064. https://doi.org/10.1007/s10639-022-11161-x
Yu, H., & Guo, Y. (2023). Generative Artificial Intelligence Empowers Educational Reform: Current Status, Issues, and Prospects. Frontiers in Education, 8(June), 1–10. https://doi.org/10.3389/feduc.2023.1183162
Zellner, A. (2023). Asking the Right Questions: The meaning of Teaching and Learning in the Age of Generative AI. Irish Journal of Technology Enhanced Learning, 7(2). http://www.ilta.ie/
Zhai, X., Chu, X., Chai, C. S., Jong, M. S. Y., Istenic, A., Spector, M., Liu, J.-B., Yuan, J., & Li, Y. (2021). A Review of Artificial Intelligence (AI) in Education from 2010 to 2020. Complexity, 2021(1). https://doi.org/10.1155/2021/8812542
Zhang, W., Wang, Y., & Chen, L. (2021). Cultural influences on AI acceptance in education: A comparative study of East Asian and Western approaches. Computers & Education, 168, 104205.
Zhao, X., Guo, Z., & Liu, S. (2021). Exploring Key Competencies and Professional Development of Music Teachers in Primary Schools in the Era of Artificial Intelligence. Scientific Programming, 2021(1), 5097003. https://doi.org/10.1155/2021/5097003
Zulkarnain, N. S., & Yunus, M. M. (2023). Primary Teachers’ Perspectives on Using Artificial Intelligence Technology in English as a Second Language Teaching and Learning: A Systematic Review. International Journal of Academic Research in Progressive Education and Development, 12(2). https://doi.org/10.6007/IJARPED/v12-i2/17119
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