AI-ENHANCED PERSONALIZED LEARNING: THE TRANSFORMATIVE ROLE OF ADAPTIVE ALGORITHMS IN K-12 EDUCATIONAL OUTCOMES

Authors

  • Sarvinoz Mamatillayeva Author

Abstract

The landscape of K-12 education is undergoing a substantial transformation, driven by the integration of artificial intelligence (AI) and its capacity for personalized learning. Traditional didactic models often struggle to accommodate the heterogeneous learning paces and styles inherent in student populations (Liu et al., 2020). Personalized learning, in its essence, customizes educational experiences to individual student needs, interests, and strengths (Johnsen, 2016). Historically, this concept has been explored through various pedagogical approaches, emphasizing individualized instruction and student-centric methods (Jenkins, 1998). The advent of AI-enhanced adaptive algorithms provides novel avenues for realizing this long-held educational aspiration at scale.

References

Liu, J., Loh, L., Ng, E., Chen, Y., Wood, K. L., & Lim, K. H. (2020). Self-Evolving Adaptive Learning for Personalized Education. In Companion Publication of the 2020 Conference on Computer Supported Cooperative Work and Social Computing (pp. 317–321). ACM. https://doi.org/10.1145/3406865.3418326

Johnsen, S. K. (2016). Implementing Personalized Learning. In Gifted Child Today (Vol. 39, Issue 2, pp. 73–73). SAGE Publications. https://doi.org/10.1177/1076217516631073

Jenkins, J. M. (1998). Properties of Personalized Learning. In International Journal of Educational Reform (Vol. 7, Issue 1, pp. 66–71). SAGE Publications. https://doi.org/10.1177/105678799800700107

Marienko, M., Nosenko, Y., Sukhikh, A., Tataurov, V., & Shyshkina, M. (2020). Personalization of learning through adaptive technologies in the context of sustainable development of teachers’ education. In S. Semerikov, S. Chukharev, S. Sakhno, A. Striuk, V. Osadchyi, V. Solovieva, T. Vakaliuk, P. Nechypurenko, O. Bondarenko, & H. Danylchuk (Eds.), E3S Web of Conferences (Vol. 166, p. 10015). EDP Sciences. https://doi.org/10.1051/e3sconf/202016610015

Durlach, P. J., & Spain, R. D. (2014). Framework for Instructional Technology: Methods of Implementing Adaptive Training and Education. Defense Technical Information Center. https://doi.org/10.21236/ada597411

KarimBarbhuiya, R., Mustafa, K., & Jabin, S. (2013). A Personalized Learning System with Adaptive Content Presentation and Affective Evaluation Facilities. In International Journal of Computer Applications (Vol. 70, Issue 26, pp. 10–15). Foundation of Computer Science. https://doi.org/10.5120/12230-8360

Colchester, K., Hagras, H., Alghazzawi, D., & Aldabbagh, G. (2016). A Survey of Artificial Intelligence Techniques Employed for Adaptive Educational Systems within E-Learning Platforms. In Journal of Artificial Intelligence and Soft Computing Research (Vol. 7, Issue 1, pp. 47–64). Walter de Gruyter GmbH. https://doi.org/10.1515/jaiscr-2017-0004

Venkatesh, M., & Sathyalakshmi, S. (2020). Smart learning using personalised recommendations in web-based learning systems using artificial bee colony algorithm to improve learning performance. In Electronic Government, an International Journal (Vol. 16, Issue 1/2, p. 101). Inderscience Publishers. https://doi.org/10.1504/eg.2020.105253

Colace, F., Santo, M. D., & Greco, L. (2014). E-Learning and Personalized Learning Path: A Proposal Based on the Adaptive Educational Hypermedia System. In International Journal of Emerging Technologies in Learning (iJET) (Vol. 9, Issue 2, p. 9). International Association of Online Engineering (IAOE). https://doi.org/10.3991/ijet.v9i2.3211

Moltudal, S., Høydal, K., & Krumsvik, R. J. (2020). Glimpses Into Real-Life Introduction of Adaptive Learning Technology: A Mixed Methods Research Approach to Personalised Pupil Learning. In Designs for Learning (Vol. 12, Issue 1, pp. 13–28). Stockholm University Press. https://doi.org/10.16993/dfl.138

Yeromenko, O. An. (2019). Modern Adaptive Technologies of Individual Work with Masters of Education Management. In Adaptive Management: Theory and Practice. Pedagogics (Vol. 6, Issue 11). School of Adaptive Management of Social And Pedagogical Systems. https://doi.org/10.33296/2707-0255-6(11)-07

Williamson, B. (2014). Algorithmic skin: health-tracking technologies, personal analytics and the biopedagogies of digitized health and physical education. In Sport, Education and Society (Vol. 20, Issue 1, pp. 133–151). Informa UK Limited. https://doi.org/10.1080/13573322.2014.962494

Zhao, J., Liu, S., & Zhang, J. (2015). Personalized Distance Learning System based on Sequence Analysis Algorithm. In International Journal of Online and Biomedical Engineering (iJOE) (Vol. 11, Issue 7, p. 33). International Association of Online Engineering (IAOE). https://doi.org/10.3991/ijoe.v11i7.4764

Yessad, A., Faron-Zucker, C., Edelweiss, R. D.-K., & Laskri, M. T. (2008). Adaptive Learning Organizer for Web-Based Education. In International Journal of Web-Based Learning and Teaching Technologies (Vol. 3, Issue 4, pp. 57–73). IGI Global. https://doi.org/10.4018/jwltt.2008100103

Tosheva, S., & Martinovska, C. (2012). Adaptive E-learning System in Secondary Education. In International Journal of Emerging Technologies in Learning (iJET) (Vol. 7, Issue S1, p. 36). International Association of Online Engineering (IAOE). https://doi.org/10.3991/ijet.v7is1.1913

(2017). Adaptive E-Learning System. In Journal of Environmental Science, Computer Science and Engineering & Technology (Vol. 7, Issue 1). SAE Publications. https://doi.org/10.24214/jecet.b.7.1.05966

GAO, H.-E. (2020). Intelligent Education Cloud is the Solution Paradigm to the K12 Education Imbalance Problem in 3/4 Tier Cities. In DEStech Transactions on Social Science, Education and Human Science (Issue icesd). DEStech Publications. https://doi.org/10.12783/dtssehs/icesd2020/34546

Kim, J. S., Asher, C. A., Burkhauser, M., Mesite, L., & Leyva, D. (2019). Using a Sequential Multiple Assignment Randomized Trial (SMART) to Develop an Adaptive K–2 Literacy Intervention With Personalized Print Texts and App-Based Digital Activities. In AERA Open (Vol. 5, Issue 3). SAGE Publications. https://doi.org/10.1177/2332858419872701

(2020). PERSONAL LEARNING TECHNOLOGIES. In International Journal For Innovative Engineering and Management Research (pp. 76–81). Institute for Advanced Studies. https://doi.org/10.48047/ijiemr/v09/i12/14

Al-Chalabi, H. K. M., & Hussein, A. M. A. (2020). Analysis & Implementation of Personalisation Parameters in the Development of Computer-Based Adaptive Learning Environment. SAR Journal - Science and Research. https://doi.org/10.18421//sar31-01

O.V., T., & O.M., Z. (2019). ADAPTIVE LEARNING IN MODERN SYSTEM OF EDUCATION. In Pedagogical sciences (Issue 87, pp. 170–175). Kherson State University. https://doi.org/10.32999/ksu2413-1865/2019-87-31

Kukartsev, V. V., Chzhan, E. A., & Tynchenko, V. S. (2020). Application of Adaptive Learning Technologies in Modern Polytechnic Education. In Advances in Economics, Business and Management Research. Atlantis Press. https://doi.org/10.2991/aebmr.k.200312.218

Komleva, N. V., & Vilyavin, D. A. (2020). Digital Platform for Creating Personalized Adaptive Online Courses. In Open Education (Vol. 24, Issue 2, pp. 65–72). Plekhanov Russian University of Economics (PRUE). https://doi.org/10.21686/1818-4243-2020-2-65-72

Mwambe, O. O., Tan, P. X., & Kamioka, E. (2020). Bioinformatics-Based Adaptive System towards Real-Time Dynamic E-learning Content Personalization. In Education Sciences (Vol. 10, Issue 2, p. 42). MDPI AG. https://doi.org/10.3390/educsci10020042

Hudhud, G. A., & Chorfi, H. (2017). Smart adaptive learning management application. In Biometrics & Biostatistics International Journal (Vol. 6, Issue 5, pp. 454–461). MedCrave Group Kft. https://doi.org/10.15406/bbij.2017.06.00181

Ivankova, N., Ryzhov, O., & Androsov, O. (2020). ALGORITHM FOR THE FORMATION OF A PERSONAL LEARNING ENVIRONMENT BY MEANS OF STRUCTURING THE EDUCATIONAL SPACE OF THE UNIVERSITY BASED ON OFFICE365 AND MS TEAMS SERVICES. In OPEN EDUCATIONAL E-ENVIRONMENT OF MODERN UNIVERSITY (Issue 9, pp. 26–40). Borys Grinchenko Kyiv Metropolitan University. https://doi.org/10.28925/2414-0325.2020.9.3

Boyarinov, D. A., & Maksimova, N. A. (2016). Creation of Adaptive Educational Environment of Learners’ Personal Development. In Mediterranean Journal of Social Sciences. Richtmann Publishing. https://doi.org/10.5901/mjss.2016.v7n2p299

Frick, F. C. (1970). Educational Technology Program. Defense Technical Information Center. https://doi.org/10.21236/ad0714563

Bhatt, D. P. (2012). Educational Technology. https://www.semanticscholar.org/paper/f75aa317ff77eacebf4b98dd4430a35dbb943e9e

Ryan, D. (2016). USING TABLET TECHNOLOGY FOR PERSONALISING LEARNING. In Journal of Research in Special Educational Needs (Vol. 16, Issue S1, pp. 1071–1077). Wiley. https://doi.org/10.1111/1471-3802.12252

Downloads

Published

2025-09-21