The Effect of Threats from Using the Artificial Intelligence on the Educational Process in the Context of Information Security: A Methodological Approach to Modeling and Ordering Impact Levels

Автор: Myroslav Kryshtanovych, Iryna Gavrysh, Oleksandra Khltobina, Ihor Havrylov, Yevhen Gren

Журнал: International Journal of Modern Education and Computer Science @ijmecs

Статья в выпуске: 5 vol.16, 2024 года.

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The main purpose of the article is to highlight and determine the level of influence of the most significant threats from the use of artificial intelligence in the educational process in the context of ensuring information security. To achieve this goal, the research methodology involves the use of an expert analysis method, which, through the Delphi method, will help to identify the most significant threats to the use of artificial intelligence in the educational process, a paired comparison method, which is necessary to implement the hierarchical analysis method, which in turn aims to organize a certain list of experts. As a result of the study, the most significant modern threats to the use of artificial intelligence in the educational process in the context of ensuring information security were identified. The resulting matrix of hierarchical ordering of threats made it possible to divide them into those that require immediate intervention and those that are less important. The innovativeness of the results obtained is revealed through the established methodological approach to modeling the ordering of the influence of threats from the use of artificial intelligence on the educational process in the context of ensuring information security. The study is limited by taking into account only the specifics of the educational process in Ukraine.

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Artificial Intelligence, Education, Information Security, threats

Короткий адрес: https://sciup.org/15019523

IDR: 15019523   |   DOI: 10.5815/ijmecs.2024.05.02

Список литературы The Effect of Threats from Using the Artificial Intelligence on the Educational Process in the Context of Information Security: A Methodological Approach to Modeling and Ordering Impact Levels

  • Kolidakis, S.Z., Kotoula, K.M.A., Botzoris, G.N. (2022). School mode choice classification model exploitation though artificial intelligence classification application. Mathematical Modelling of Engineering Problems, Vol. 9, No. 6, pp. 1441-1450. https://doi.org/10.18280/mmep.090601
  • Iskajyan, S.O., Kiseleva, I.A., Tramova, A.M., Timofeev, A.G., Mambetova, F.A., Mustaev, M.M. (2022). Importance of the information environment factor in assessing a country's economic security in the digital economy. International Journal of Safety and Security Engineering, Vol. 12, No. 6, pp. 691-697. https://doi.org/10.18280/ijsse.120604
  • Alazzam, F.A.F., Shakhatreh, H.J.M., Gharaibeh, Z.I.Y., Didiuk, I., Sylkin, O. (2023). Developing an information model for E-Commerce pltforms: A study on modern socio-economic systems in the context of global digitalization and legal compliance. Ingénierie des Systèmes d’Information, Vol. 28, No. 4, pp. 969-974. https://doi.org/10.18280/isi.280417
  • Luo, H.N. (2020). An emergency management system for government data security based on artificial intelligence. Ingénierie des Systèmes d’Information, Vol. 25, No. 2, pp. 207-213. https://doi.org/10.18280/isi.250208
  • Sylkin, O., Shtangret, A., Ogirko, O., & Melnikov, A. (2018). Assessing the financial security of the engineering enterprises as preconditions of the application of anti-crisis management: Practical aspect. Business and Economic Horizons (BEH), 14(4), 926–940. https://doi.org/10.15208/beh.2018.63
  • Raso, F.A., Hilligoss, H., Krishnamurthy, V., Bavitz, C., Kim, L. (2018). Artificial intelligence & human rights: opportunities & risks. Berkman Klein Center Research Publication, (6). https://nrs.harvard.edu/urn-3:HUL.InstRepos:38021439
  • Al Azzam, F.A.F. (2019). The adequacy of the international cooperation means for combating cybercrime and ways to modernize it. JANUS. NET E-Journal of International Relations, 10(1): 64-81. https://doi.org/10.26619/1647-7251.10.1.5
  • Häkkinen, P., Järvelä, S., Mäkitalo-Siegl, K., Ahonen, A., Näykki, P., Valtonen, T. (2015). Preparing teacher students for 21st century learning practices (PREP 21): A framework for enhancing collaborative problem solving and strategic learning skills. Teachers and Teaching Theory and Practice, 23(1): 1-17. https://doi.org/10.1080/13540602.2016.1203772
  • Kryshtanovych, S., Inozemtseva, O., Voloshyna, O., Ostapiovska, I., Dubrova, O. (2023). Modeling the effective digitalization of the education management system in the context of sustainable development. International Journal of Sustainable Development and Planning, Vol. 18, No. 5, pp. 1507-1514. https://doi.org/10.18280/ijsdp.180521
  • Bobrova, Y., Bobrov, Y., Vavreniuk, S., Bondarenko, O. (2024). Algorithmic framework for an information system ensuring sustainable development and national security. Ingénierie des Systèmes d’Information, Vol. 29, No. 1, pp. 153-159. https://doi.org/10.18280/isi.290117
  • Berzosa, A., Bernaldo, M.O., Fernández-Sanchez, G. (2017). Sustainability assessment tools for higher education: An empirical comparative analysis. Journal of Cleaner Production, 161: 812-820. https://doi.org/10.1016/j.jclepro.2017.05.194
  • Shkvyr, O., Dudchak, H., Kazakova, N., Polianovska, O., Sivak, N. (2023). Mathematical modeling of information technology integration in digital education: A regional perspective. Ingénierie des Systèmes d’Information, Vol. 28, No. 3, pp. 603-610. https://doi.org/10.18280/isi.280308
  • Alazzam, F. A. F., Tubishat, B. M. A.-R., Savchenko, O., Pitel, N., & Diuk, O. (2023). Formation of an innovative model for the development of e-commerce as part of ensuring business economic security. Business: Theory and Practice, 24(2), 594–603. https://doi.org/10.3846/btp.2023.19781
  • Kryshtanovych, M., Kryshtanovych, S., Stepanenko, L., Brodiuk, Y., & Fast, A. (2021). Methodological approach to determining the main factors for the development of creative thinking in students of creative professions. Creativity Studies, 14(2), 391-404. https://doi.org/10.3846/cs.2021.14806
  • Bietti, E. (2020). From ethics washing to ethics bashing: a view on tech ethics from within moral philosophy. In Proceedings of the 2020 conference on fairness, accountability, and transparency, TUP, pp. 210-219. https://doi.org/10.1145/3351095.3372860
  • Kim, G.S., Shin, Y.J. (2021). Study on the development of a test for artificial intelligence ethical awareness. Journal of The Korean Association of Artificial Intelligence Education, 2(1): 1-19. https://doi.org/10.52618/AIED.2021.2.1.1
  • Kryshtanovych, S., Liakhovych, G., Dubrova, O., Kazarian, H., Zhekalo, G. (2023). Stages of digital transformation of educational institutions in the system of sustainable development of the region. International Journal of Sustainable Development and Planning, Vol. 18, No. 2, pp. 565-571. https://doi.org/10.18280/ijsdp.180226
  • Kopytko, M., Sylkin, O. (2023). Modelling information support for combating corruption in the economic security management system of the state. Social and Legal Studios, 6(3), 60-66. https://doi.org/10.32518/sals3.2023.60
  • Kwon, J. (2023). A study on ethical awareness changes and education in artificial intelligence society. Revue d'Intelligence Artificielle, Vol. 37, No. 2, pp. 341-345. https://doi.org/10.18280/ria.370212
  • Kronivets, T., Yakovenko, O., Tymoshenko, Y., Ilnytskyi, M., Lasechko, S., Lasechko, M. (2023). The legal foundations for the utilization of artificial intelligence in educational processes. Relocoes Internacionais no Mundo Atual, 4(42): 686-702. https://doi.org/10.21902/Revrima.v4i42.6556
  • Sylkin, O., Kryshtanovych, M., Petrovskyi, P., Sirant M. (2020) The Methodology of Hierarchical Ordering of Threats to Economic Security as the Basis for Educational and Practical Application for the Management of IT Sphere Enterprises, 2020 10th International Conference on Advanced Computer Information Technologies (ACIT), Deggendorf, Germany, pp. 639-642, doi: 10.1109/ACIT49673.2020.9208970.
  • Huang, H., Hsin, C.T. (2023). Environmental literacy education and sustainable development in schools based on teaching effectiveness. International Journal of Sustainable Development and Planning, Vol. 18, No. 5, pp. 1639-1648. https://doi.org/10.18280/ijsdp.180535
  • Kryshtanovych, M., Sakhanienko, O., Sylkin, O., Lypovska, S. (2022). Information support of public administration in the conditions of COVID-19. In 2022 12th International Conference on Advanced Computer Information Technologies (ACIT), Ruzomberok, Slovakia), pp. 290-293. https://doi.org/10.1109/ACIT54803.2022.9913197
  • Saleh, A.J., Alazzam, F.A.F., Rabbo Aldrou, K.K.A., Zavalna, Z. (2020). Legal aspects of the management of cryptocurrency assets in the national security system. Journal of Security and Sustainability Issues, 10(1): 235-247. https://doi.org/10.9770/jssi.2020.10.1(17)
  • Lim, S. (2017). Moral education in the age of artificial intelligence: From the perspective of consumer ethic. Journal of Ethics: The Korean Association of Ethics, 1(117): 89-116. https://doi.org/10.15801/je.1.117.201712.89
  • Kryshtanovych, M., Bilyk, V., Hanushchyn, S., Sheremet, I., & Vasylenko, K. (2021). Modelling the ways to increase the creativity of psychology students as a basic factor in professional development. Creativity Studies, 14(1), 34-50. https://doi.org/10.3846/cs.2021.12571
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