Theoretical foundations of e-learning in athletics for students
DOI:
https://doi.org/10.15802/2071-1476-2026-1-03Keywords:
digitalization, distance learning, instructional content, sport science, physical education, motivation, engagement, learners, athleticsAbstract
Introduction. Global digitalization of the educational environment has established a “new normal” within the physical education and sports systems, necessitating a systemic reimagining of methodological approaches to teaching fundamental movements. Athletics, as the cornerstone for developing complex coordinated motor skills, faces the challenge of adaptively updating pedagogical tenets to suit electronic learning environments. Purpose of the study is to provide a theoretical justification and systematization of the conceptual foundations for e-learning in athletics. Research methods. The methodology is based on a complex of non-empirical methods: a structured review of scientific publications indexed in Scopus and Web of Science; bibliometric visualization of keyword cooccurrence using VOSviewer software (v. 1.6.20); conceptual modeling of a motor activity e-learning framework. Results. Bibliometric analysis identified six key clusters defining the modern architecture of learning theories: motivational factors, pedagogical models, professional training, psychological factors, and behavioral factors. A shift was observed from late fundamental constructivism toward complex digital and psycho-emotional constructs. Based on a synthesis of theories (connectivism, cognitive load theory, cognitive theory of multimedia learning, and self-determination theory), a “Framework for learning motor activity in an electronic format” was developed. The model integrates procedural, operational, and outcome-based levels, encompassing the cognitive (from knowledge to synthesis), affective (internalization of values), and psychomotor (from fundamental movements to professional certification) domains. Conclusions. It is demonstrated that e-learning is not merely a technical transmission of content but is based on the synergy of technological progress and human-centered pedagogical design. The proposed conceptual model helps bridge the current “distance gap” through the use of video analysis systems, immersive technologies, and Internet of Things (IoT) tools that provide adequate feedback. The successful implementation of digital innovations in athletics depends on the harmonious integration of hybrid learning models with evidence-based principles of physical education and sports pedagogy.
References
Yefremenko A, Shutieiev I, Poltoratska H, Melnyk A, Dolhopolova N. Research Landscape of E-Learning in Physical Education: 2020–2025. Journal of Vasyl Stefanyk Precarpathian National University. 2025;12(3):83-100.
Yefremenko A, Piatysotska S, Krainyk Ya, Fedoryna T, Fomenko V, Dolhareva T. Intehratsiia mobilnykh tekhnolohii u fizychne vykhovannia: systematychnyi ohliad pidkhodiv do tsyfrovoho navchannia (2014–2025). Informatsiini tekhnolohii i zasoby navchannia. 2025;110(6):1-23.
Armour K, Casey A, Goodyear V. A pedagogical cases approach to understanding digital technologies and learning in physical education. In: Casey A, Goodyear VA, Armour KM, editors. Digital Technologies and Learning in Physical Education: Pedagogical cases. Abingdon: Routledge. 2017. p. 1-12.
Siemens G. Connectivism: A learning theory for the digital age. International Journal of Instructional Technology and Distance Learning. 2005;2(1):3-10. URL: https://eclass.uoa.gr/modules/document/file.php/PPP130/DIMENTE09/elearnspace.%20Connectivism_%20...pdf
Sweller J. Cognitive load during problem solving: Effects on learning. Cognitive Science. 1988;12(2):257-85.
Dindorf C, Horst F, Slijepčević D, Dumphart B, Dully J, Zeppelzauer M, et al. Machine Learning in Biomechanics: Key Applications and Limitations in Walking, Running, and Sports Movements. In: Blondin MJ, Fister Jr I, Pardalos PM, editors. Artificial Intelligence, Optimization, and Data Sciences in Sports. Cham: Springer; 2025. 1-40 p.
Kok M, Komen A, van Capelleveen L, van der Kamp J. The effects of self-controlled video feedback on motor learning and self-efficacy in a physical education setting: an exploratory study on the shot-put. Physical Education and Sport Pedagogy. 2020;25(1):49-66.
Greer D, Crutchfield SA, Woods KL. Cognitive load and multimedia learning in early adolescence with learning disabilities. Center on Online Learning and Students with Disabilities, University of Kansas; 2013. https://www.learntechlib.org/p/159626/
Mokmin NAM, Jamiat N. The effectiveness of a virtual fitness trainer app in motivating and engaging students for fitness activity by applying motor learning theory. Education and Information Technologies. 2020;25:1-19
Bowes M, Swanwick C. ePE: Using connectivism to theorise developments in digital technology in physical education in Aotearoa/New Zealand. In: Koekoek J, van Hilvoorde I, editors. Digital Technology in Physical Education: Global Perspectives. Abingdon: Routledge; 2018. p. 204-222. https://researchspace.auckland.ac.nz/bitstreams/ec09969e-c82c-4e7c-9456-6d2e3cc619fb/download
Hu T, Zhang ML, Liu H, Liu JC, Pan SJ, Guo JH, et al. The influence of “small private online course + flipped classroom” teaching on physical education students’ learning motivation from the perspective of self-determination theory. Frontiers in Psychology. 2022;13:938426.
Bondarenko R, Koval S, Abdula A, Kofanov I, Yefremenko A. Heimifikatsiia kondytsiinoho trenuvannia futbolistiv z vykorystanniam vprav lehkoi atletyky: mozhlyvosti internetu rechei. Osvita. Innovatyka. Praktyka. 2025;13(10):8-15. https://doi.org/10.31110/2616-650X-vol13i10-001
Mado A, Salim A. A constructive e-learning design to improve learning results in early childhood sport and physical education. International Social Sciences and Humanities. 2024;3(2):212-20.
Zhohlo V, Khmeliuk O, Yefremenko A. Vprovadzhennia innovatsiinykh tekhnolohii v trenuvalnyi protses yedynobortsiv. Yedynoborstva. 2024;4(34):43-51.
Roca JC, Gagné M. Understanding e-learning continuance intention in the workplace: A self-determination theory perspective. Computers in Human Behavior. 2008;24(4):1585-604.
Yefremenko A, Shutieiev I. Belief in building a full-fledged distance learning course in athletic training. Educational Technology Quarterly. 2025;2025:209-33.
Afifi MK, Alamri SS. Effective principles in designing E-course in light of learning theories. Turkish Online Journal of Distance Education. 2014;15(1):128-142. https://dergipark.org.tr/en/download/article-file/155700
Yefremenko A, Kolokolov V, Pozdniakova M, Piatysotska S. Ihrovi tekhnolohii virtualnoi ta dopovnenoi realnosti v fizychnomu vykhovanni: ohliad efektyvnosti. Sportyvni ihry. 2025;1(35):5-15. https://doi.org/10.15391/si.2025-1.01
Kumar V, Sharma D. E-Learning Theories, Components, and Cloud Computing-Based Learning Platforms. International Journal of Web-Based Learning and Teaching Technologies. 2021;16(3):1-18. https://doi.org/10.4018/IJWLTT.20210501.oa1
de Araujo Guerra Grangeia T, de Jorge B, Franci D, Martins Santos T, Vellutini Setubal MS, Schweller M, et al. Cognitive Load and Self-Determination Theories Applied to E-Learning: Impact on Students' Participation and Academic Performance. PLOS ONE. 2016;11(3):e0152462. https://doi.org/10.1371/journal.pone.0152462
Deci EL, Ryan RM. Intrinsic motivation and self-determination in human behavior. New York: Plenum Press; 1985. URL: https://books.google.com/books?hl=uk&lr=&id=M3CpBgAAQBAJ&oi=fnd&pg=PA1938&ots=uopJmU4Z-7&sig=uazvLSD_NevsNUbKaKCD-MWKUKo
Sørebø Ø, Halvari H, Gulli VF, Kristiansen R. The role of self-determination theory in explaining teachers’ motivation to continue to use e-learning technology. Computers and Education. 2009;53(4):1177-87. https://doi.org/10.1016/j.compedu.2009.06.001
Shi S, Zainuddin ZA, Kun H. The blended teaching design and practice for physical education specialized course. International Journal of Human Movement and Sports Sciences. 2022;10(3):510-23. v 10.13189/saj.2022.100319
Yefremenko A, Piatysotska S, Podrihalo L. Kondytsiine trenuvannia kibersportsmeniv z vykorystanniam mobilnykh dodatkiv. Informatsiini tekhnolohii i zasoby navchannia. 2024;5(103):136-50. https://doi.org/10.33407/itlt.v103i5.5771
Ha T, Fan X, Cardina C, Treadwell SM. Technology Use Among Physical Education Teachers Before, During, and After the COVID-19 Pandemic: A Connectivist Approach. Journal of Teaching in Physical Education. 2025;44:413-21. https://doi.org/10.1123/jtpe.2024-0118
Goldie JGS. Connectivism: a knowledge learning theory for the digital age? Medical Teacher. 2016;38(10):1064-1069. https://doi.org/10.3109/0142159X.2016.1173661
Paas F, Renkl A, Sweller J. Cognitive load theory and instructional design: Recent developments. Educational Psychologist. 2003;38(1):1-4. https://doi.org/10.1207/S15326985EP3801_1
Deng A, Zhang T, Chen A. Challenges in learning aerobic and anaerobic concepts: an interpretative understanding from the cognitive load theory perspective. Physical Education and Sport Pedagogy. 2021;26(6):633-48. https://doi.org/10.1080/17408989.2020.1849595
Usher W, Edwards A, de Meyrick B. Utilizing educational theoretical models to support effective physical education pedagogy. Cogent Education. 2015;2(1):1094847. https://doi.org/10.1080/2331186X.2015.1094847
Lobo J. Virtual physical education: Google Meet as an alternative platform for learning skill-based concepts. Physical Education of Students. 2022;26(6):296-307. https://doi.org/10.15561/20755279.2022.0604
Beetham H, Sharpe R. Rethinking Pedagogy for a Digital Age: Designing and delivering e-learning. London: Routledge. 2007. https://www.academia.edu/download/30668884/file1.pdf
Behar PA. Constructing Pedagogical Models for E-Learning. International Journal of Online Pedagogy and Course Design. 2011;4(3). https://doi.org/10.4018/ijac.v4i3.1713 [49]
Dyke M, Conole G, Ravenscroft A, de Freitas S. Learning theory and its application to e-learning. In: Beetham H, Sharpe R, editors. Rethinking Pedagogy for a Digital Age. London: Routledge; 2007. p. 82-97. URL: https://www.researchgate.net/profile/Martin-Dyke/publication/313098218_Learning_theory_and_its_application_to_e-learning/links/6593f5212468df72d3f518a5/Learning-theory-and-its-application-to-e-learning.pdf
Azzarito L, Ennis CD. A sense of connection: toward social constructivist physical education. Sport, Education and Society. 2003;8:179-97. https://libres.uncg.edu/ir/uncg/f/C_Ennis_Sense_2003.pdf
Kirk D, Kinchin G. Situated Learning as a Theoretical Framework for Sport Education. European Physical Education Review. 2003;9(3):221-35. https://doi.org/10.1177/1356336X030093002
Di Tore PA, Schiavo R, D’Isanto T. Physical education, motor control and motor learning: theoretical paradigms and teaching practices from kindergarten to high school. Journal of Physical Education and Sport. 2016;16(4):1293-7. https://doi.org/10.7752/jpes.2016.04205
Budair M, Salameh H, Qadoume A, Abualia M, Alqasem N, Khalifa R. Obstacles to e-learning in the field of sports science: An analytical study of lecturers' experiences. Frontiers in Health Informatics. 2024;13(3):10152-62. https://healthinformaticsjournal.com/index.php/IJMI/article/download/964/892/1607
Schneider S, Beege M, Nebel S, Schnaubert L, Rey GD. The Cognitive-Affective-Social Theory of Learning in digital Environments (CASTLE). Educational Psychology Review. 2022;34:1-38. https://doi.org/10.1007/s10648-021-09626-5
Chu TH, Chen YY. With Good We Become Good: Understanding e-learning adoption by theory of planned behavior and group influences. Computers and Education. 2016;92-93:37-52. https://doi.org/10.1016/j.compedu.2015.09.013
Mayer RE. Multimedia learning. 2nd ed. Cambridge: Cambridge University Press; 2009. https://www.jstage.jst.go.jp/article/arepj1962/41/0/41_27/_pdf
Malhotra D, Mehta V. Toward a Holistic Integration of Digital Technologies in Physical Education: Global Perspectives, Pedagogical Frameworks, and Critical Considerations. Indian Journal of Educational Technology. 2025;7(II):423-438. https://www.researchgate.net/profile/Vineet_Mehta3/publication/395019640_Toward_a_Holistic_Integration_of_Digital_Technologies_in_Physical_Education_Global_Perspectives_Pedagogical_Frameworks_and_Critical_Considerations/links/68b071e1ca495d769830fe17/Toward-a-Holistic-Integration-of-Digital-Technologies-in-Physical-Education-Global-Perspectives-Pedagogical-Frameworks-and-Critical-Considerations.pdf
Carson RL, Chase MA. An examination of physical education teacher motivation from a self-determination theoretical framework. Physical Education and Sport Pedagogy. 2009;14(4):335-53. https://doi.org/10.1080/17408980802301866
Benson R, Samarawickrema G. Addressing the context of e-learning: using transactional distance theory to inform design. Distance Education. 2009;30(1):5-21. https://doi.org/10.1080/01587910902845972
Light R. Complex Learning Theory – Its Epistemology and Its Assumptions About Learning: Implications for Physical Education. Journal of Teaching in Physical Education. 2008;27:21-37. https://journals.humankinetics.com/view/journals/jtpe/27/1/article-p21.xml
Armour KM. Pedagogical Cases in Physical Education and Youth Sport. Oxon: Routledge; 2014.
Eswaramoorthi V, Kuan G, Abdullah MR, Majeed APPA, Suppiah PK, Musa RM. Design and Validation of a Virtual Physical Education and Sport Science–Related Course: A Learner's Engagement Approach. International Journal of Environmental Research and Public Health. 2022;19(13):7636. https://doi.org/10.3390/ijerph19137636
Marttinen R, Daum D, Fredrick RN, Santiago J, Silverman S. Students’ perceptions of technology integration during the F.I.T. unit. Research Quarterly for Exercise and Sport. 2019;90:1-11. https://doi.org/10.1080/02701367.2019.1578328
Shah SS, Shah AA, Memon F, Kemal AA, Soomro A. Online learning during the COVID-19 pandemic: Applying the self-determination theory in the ‘new normal’. Revista de Psicodidáctica. 2021;26:169-78. https://doi.org/10.1016/j.psicod.2020.12.004
Sharma S, Dick G, Chin W, Land LPW. Self-regulation and e-learning. In: Proceedings of the International Conference on Informatics Education Research. 2006. https://www.academia.edu/download/70808659/Self-Regulation_and_E-Learning20210930-2717-1kdop24.pdf
Calubayan JCT, Ofrin DO. Experiential Learning and Self-Efficacy in Physical Education of the Senior High School Students. International Journal of Multidisciplinary: Applied Business and Education Research. 2023;4(6):1963-975.
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