THE MODEL FOR ADAPTIVE LEARNING SYSTEMS OF OPEN EDUCATION INFORMATION ENVIRONMENT

Keywords: personalization of education, adaptive learning, digital transformation, artificial intelligence, model of adaptive learning system

Abstract

The article states that the main feature of modern learning is its personalized orientation, adaptability of the educational process to the student’s individual needs. Such training is adaptive. Today, the vast majority of learning content for adaptive learning is characterized by rather primitive feedback relationship between the learner’s personal needs and the adaptation of learning aiming at meeting those needs. Typically, this link is based on an analysis of the student's learning process, test results, and minor subjective factors, while current adaptive technologies allow for a more in-depth determination of the learning situation and students’ individual characteristics. In our view, this problem can be solved by applying a number of tools and techniques, namely student’s individual and typological characteristics, the ability to monitor the student's thinking, and adaptive analytics of the learning process. It is noted that one of the promising directions of providing adaptive learning conditions should be the creation of adaptive learning systems, the functioning of which is ensured by technologies using artificial intelligence. It is emphasized that the use of artificial intelligence in adaptive learning systems helps personalize the learning approach for each student in order to make learning as effective as possible. It is noted that the introduction of artificial intelligence should be aimed at preserving and enhancing all strong aspects of the teacher. The effectiveness of this process depends not only on which and how many ICTs are used in educational environments, but how well they are mastered by students, educators, research workers, and organizers of the educational process, how actively and pedagogically these technologies are applied. In view of these issues, a conceptual model for adaptive learning system is proposed and substantiated.

Author Biography

Victor M. Demianenko, Institute of Information Technologies and Learning Tools of NAES of Ukraine

PhD of Pedagogical Sciences, Associate Professor

References

A. Gray, «The 10 skills you need to thrive in the Fourth Industrial Revolution». [Електронний ресурс]. Доступно: https://www.weforum.org/agenda/2016/01/the-10-skills-you-need-to-thrive-in-the-fourth-industrial-revolution/. Дата звернення: Травень 30, 2019.

How students are being prepared for Society 5.0. [Електронний ресурс]. Доступно: https://www.globaljapan.world/article/japan-leads-world-in-education-for-society-5-0//. Дата звернення: Липень 11, 2019.

В. Ю. Биков, «Проблеми та перспективи інформатизації системи освіти України», Науковий часопис НПУ імені М. П. Драгоманова. Серія 2: Комп'ютерно-орієнтовані системи навчання, № 13, с. 3-18, 2012.

В. Б. Дем’яненко та В. М. Дем’яненко, «Комп’ютерні засади відкритих систем адаптивного навчання», Адаптивне управління: теорія і практика. Педагогіка, Т 4, № 7, 2018. [Електронний ресурс]. Доступно: https://amtp.org.ua/index.php/journal/article/view/88/58.Lfnf. Дата звернення: Липень 11, 2019.

В. Дем’яненко, В. Дем’яненко, О. Стрижак, «Відкрита освіта у викликах сьогодення», Навчання і виховання обдарованої дитини: теорія та практика : збірник наукових праць, Випуск 2 (16), Київ: Інститут обдарованої дитини, с. 49-55, 2016.

Я. А. Коменский «Избранные педагогические сочинения». Том 1, Москва: «Педагогика», 656 с., 1982.

Історія педагогіки. За редакцією М. В. Левківського, О. А. Дубасенюк. Житомир: Житомирський державний педагогічний університет, 336 с., 1999. [Електронний ресурс]. Доступно: http://eprints.zu.edu.ua/18052/ Дата звернення: Грудень 9, 2019.

B. F. Skinner, «Recent Issues in the Analysis of Behavior», chapter 8 of the collection. [Електронний ресурс]. Доступно: https://www.goodreads.com/book/show/2201489.Recent_Issues_in_the_Analysis_of_Behavior. Дата звернення: Червень 23, 2019.

P. Brusilovsky and Ch. Peylo, «Adaptive and Intelligent Web-based Educational Systems», International Journal of Artificial Intelligence in Education, № 13, 2003, с. 156–169. [Електронний ресурс]. Доступно: http://www.pitt.edu/~peterb/papers/AIWBES.pdf. Дата звернення: Червень 21, 2019.

Knewton Adaptive Learning. [Електронний ресурс]. Доступно: http://www.lmi.ub.edu/cursos/s21/REPOSITORIO/documents/knewton-adaptive-learning-whitepaper.pdf. Дата звернення: Грудень 7, 2019.

A. K. Das, «Best Adaptive Learning Platforms for Professional Development». [Електронний ресурс]. Доступно: https://indvstrvs.com/best-adaptive-learning-platforms-2018/. Дата звернення: Листопад 19, 2019.

Чотири тенденції в сучасному навчанні. [Електронний ресурс]. Доступно: http://arenanews.com.ua/novosti-partnerov/6610-4-tendencyi-v-suchasnomu-navchann.html. Дата звернення: Листопад 19, 2019.

D. Pierce and A. Hathaway, «The Promise (and Pitfalls) of AI for Education». [Електронний ресурс]. Доступно: https://thejournal.com/Articles/2018/08/29/The-Promise-of-AI-for-Education.aspx?Page=1. Дата звернення: Червень 21, 2019.

V. Demianenko, «Artificial Intelligence Systems in Adaptive Learning», Theory and Practice of Science Education, Volume 1, Issue 1, 2019. [Електронний ресурс]. Доступно: https://lib.iitta.gov.ua/718106/ Дата звернення: Січень 21, 2020.

В. М. Дем’яненко, «Технології визначення індивідуально-типологічних особливостей учня для адаптивного навчання», Навчання і виховання обдарованої дитини: теорія та практика : збірник наукових праць, Випуск 1 (18), Київ: Інститут обдарованої дитини, с. 67-75, 2017.

С. Д. Максименко, Загальна психологія. Видання 3-є, перероблене та доповнене. Навчальний посібник, Київ : Центр учбової літератури, 272 с., 2008.

О. П. Мінцер, «Обрії розвитку адаптивного навчання», Медична інформатика та інженерія, № 1, с. 5-11, 2017.

B. Salgues, «Society 5.0: Industry of the Future, Technologies, Methods and Tools», Wiley, 302 p., 2018. [Електронний ресурс]. Доступно: https://www.twirpx.com/file/2728827/. Дата звернення: Грудень 3, 2019.

A. Kaplan and M. Haenleinb, «Siri, Siri, in my hand: Who’s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence», Business Horizons, 2019, p. 15-25. [Електронний ресурс]. Доступно: https://www.sciencedirect.com/science/article/pii/S0007681318301393. Дата звернення: Червень 19, 2019.


REFERENCES (TRANSLATED AND TRANSLITERATED)

A. Gray, «The 10 skills you need to thrive in the Fourth Industrial Revolution». [Online]. Available: https://www.weforum.org/agenda/2016/01/the-10-skills-you-need-to-thrive-in-the-fourth-industrial-revolution/. Accessed on: May 30, 2019. (in English).

How students are being prepared for Society 5.0. [Online]. Available: https://www.globaljapan.world/article/japan-leads-world-in-education-for-society-5-0//. Accessed on: July 11, 2019 (in English).

V. Yu. Bykov, «Problems and prospects of informatization of the education system of Ukraine», Scientific journal of National Pedagogical Dragomanov University. Series 2: Computer-based learning systems, № 13, pp. 3-18, 2012. (in Ukrainian)

V. B. Demianenko and V. M. Demianenko, «Computer basics open system adaptive learning», Adaptive management: theory and practice. Pedagogy, T 4, № 7, 2018. [Online]. Available: https://amtp.org.ua/index.php/journal/article/view/88/58.Lfnf. Accessed on: July 11, 2019. (in Ukrainian)

V. Demianenko, V. Demianenko, and O. Stryzhak, «Open education in the present challenges», Education and upbringing of a gifted child: theory and practice: a collection of scientific papers, Issue 2 (16), Kyiv: Institute gifted child, p. 49-55, 2016. (in Ukrainian)

Ya. A. Comenius «Selected pedagogical works». Volume 1, Moscow: «Pedagogy», 656 p., 1982. (in Russian)

M. V. Levkivsky, and O. A. Dubaseniuk (Ed.), History of Pedagogy. Zhytomyr: Zhytomyr State Pedagogical University,1999. [Online]. Available: http://eprints.zu.edu.ua/18052/ Accessed on: December 9, 2019. (in Ukrainian)

B. F. Skinner, Recent Issues in the Analysis of Behavior, chapter 8 of the collection. [Online]. Available: https://www.goodreads.com/book/show/2201489.Recent_Issues_in_the_Analysis_of_Behavior. Accessed on: June 23, 2019. (in English).

P. Brusilovsky and Ch. Peylo, Adaptive and Intelligent Web-based Educational Systems. [Online]. Available: http://www.pitt.edu/~peterb/papers/AIWBES.pdf. Accessed on: Jun. 21, 2019 (in English).

Knewton Adaptive Learning. [Online]. Available: http://www.lmi.ub.edu/cursos/s21/REPOSITORIO/documents/knewton-adaptive-learning-whitepaper.pdf. Accessed on: December 07, 2019 (in English).

A. K. Das, Best Adaptive Learning Platforms for Professional Development. [Online]. Available: https://indvstrvs.com/best-adaptive-learning-platforms-2018/. Accessed on: Nov. 19, 2018 (in English).

Four trends in modern education. [Online resource]. Available: http://arenanews.com.ua/novosti-partnerov/6610-4-tendencyi-v-suchasnomu-navchann.html. Accessed on: November 19, 2019. (in Ukrainian)

D. Pierce and A. Hathaway, The Promise (and Pitfalls) of AI for Education. [Online]. Available: https://thejournal.com/Articles/2018/08/29/The-Promise-of-AI-for-Education.aspx?Page=1. Accessed on: June 21, 2019 (in English).

V. Demianenko, «Artificial Intelligence Systems in Adaptive Learning», Theory and Practice of Science Education, Volume 1, Issue 1, 2019. [Online]. Available: https://lib.iitta.gov.ua/718106/. Accessed on: January 21, 2020. (in English).

V. M. Demyanenko, «Technologies of determination of individual-typological features of the student for adaptive education», Education and upbringing of a gifted child: theory and practice: a collection of scientific papers, Issue 1 (18), Kyiv: Institute of Gifted Children, pp. 67-75, 2017. (in Ukrainian)

S. D. Maksymenko, General Psychology. 3rd edition, revised and supplemented. Textbook, Kyiv: Center for Educational Literature, 272 p., 2008. (in Ukrainian)

O. P. Mintser, «Prospects of the adaptive learning development», Medical Informatics and Engineering, № 1, pp. 5-11, 2017. (in Ukrainian)

B. Salgues, Society 5.0: Industry of the Future, Technologies, Methods and Tools, Wiley, 2018. [Online]. Available: https://www.twirpx.com/file/2728827/. Accessed on: December 03, 2019 (in English).

A. Kaplan and M. Haenleinb, Siri, Siri, in my hand: Who’s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0007681318301393. Accessed on: June 19, 2019 (in English).

Published
2020-06-19
Section
The methodology, theory, philosophy and history of the use of ICT in education