Front. Comput. Sci. Frontiers in Computer Science Front. Comput. Sci. 2624-9898 Frontiers Media S.A. 10.3389/fcomp.2026.1798362 Correction Correction: AI-driven framework for automated competency formalization: from professional standards to adaptive learning outcomes Mukashova Ainur 1 2 Tussupov Jamalbek 1 * Serikbayeva Sandugash 1 * Mukhanova Ayagoz 1 Sergaziyev Muslim 2 Sambetbayeva Madina 1 Yerimbetova Aigerim 3 4 Lamasheva Zhanar 1 Sadirmekova Zhanna 5 Ramazanova Valiya 1 6 Faculty of Information Technology, L. N. Gumilyov Eurasian National University, Astana, Kazakhstan School of AI and Data Science, Astana IT University, Astana, Kazakhstan Institute of Information and Computational Technologies CS MSHE RK, Almaty, Kazakhstan School of Engineering and Information Technology, META University, Almaty, Kazakhstan School of Software Engineering, Astana IT University, Astana, Kazakhstan M. Utemisov West Kazakhstan University, Uralsk, Kazakhstan Correspondence: Jamalbek Tussupov, tussupov_da@enu.kz; Sandugash Serikbayeva, serikbayeva_sk_2@enu.kz 24 02 2026 2026 8 1798362 28 01 2026 01 02 2026 06 02 2026 Copyright © 2026 Mukashova, Tussupov, Serikbayeva, Mukhanova, Sergaziyev, Sambetbayeva, Yerimbetova, Lamasheva, Sadirmekova and Ramazanova. 2026 Mukashova, Tussupov, Serikbayeva, Mukhanova, Sergaziyev, Sambetbayeva, Yerimbetova, Lamasheva, Sadirmekova and Ramazanova https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. A Correction on AI-driven framework for automated competency formalization: from professional standards to adaptive learning outcomes by Mukashova, A., Tussupov, J., Serikbayeva, S., Mukhanova, A., Sergaziyev, M., Sambetbayeva, M., Yerimbetova, A., Lamasheva, Z., Sadirmekova, Z., and Ramazanova, V. (2025). Front. Comput. Sci. 7:1710358. doi: 10.3389/fcomp.2025.1710358 professional standards competencies artificial intelligence GPT formalization competency map section-at-acceptance Digital Education

The affiliation of Aigerim Yerimbetova was erroneously given as: 3Institute of Information and Computing Technologies, Almaty, Kazakhstan. It should be:

3Institute of Information and Computational Technologies CS MSHE RK, Almaty, Kazakhstan

4School of Engineering and Information Technology, META University, Almaty, Kazakhstan

The affiliation of Valiya Ramazanova was erroneously given as: 1Faculty of Information Technology, L. N. Gumilyov Eurasian National University, Astana, Kazakhstan. It should be:

1Faculty of Information Technology, L. N. Gumilyov Eurasian National University, Astana, Kazakhstan

6M. Utemisov West Kazakhstan University, Uralsk, Kazakhstan

The affiliation of Zhanna Sadirmekova was erroneously given as: 2School of AI and Data Science, Astana IT University, Astana, Kazakhstan. It should be:

5School of Software Engineering, Astana IT University, Astana, Kazakhstan

The affiliation “Institute of Information and Computational Technologies CS MSHE RK, Almaty, Kazakhstan” was erroneously written as “Institute of Information and Computing Technologies, Almaty, Kazakhstan.”

The original version of this article has been updated.

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