Game-Based Learning and Fundamental Badminton Skills in Young Athletes: A Pretest–Posttest Comparison Using Simulated Data
DOI:
https://doi.org/10.31851/hon.v9i2.22621Abstract
Fundamental skill acquisition in badminton requires coordinating stroke technique with perception, timing, and decision making. This manuscript demonstrates a pretest–posttest analysis pipeline for comparing a game-based learning condition with conventional instruction in athletes aged 11–13 years. The supplied dataset contains 30 simulated cases (game-based n = 15; conventional n = 15) with a composite basic badminton skill score (0–100) measured before and after an instructional period. Paired-samples t tests were used to describe within-condition change, while the primary between-condition contrast used gain scores (posttest minus pretest), supplemented by Welch and Mann–Whitney tests; ANCOVA was examined as a sensitivity analysis. In the simulated dataset, the mean gain was 15.27 points (SD = 2.66) in the game-based condition and 5.80 points (SD = 1.37) in the conventional condition, producing a between-condition gain difference of 9.47 points (95% CI [7.88, 11.05]). However, these values are generated from simulated data and therefore cannot establish efficacy, causal effects, clinical or practical significance, or generalisability. For an empirical submission, the present manuscript must be populated with verified participant-level observations, a prespecified allocation procedure, a fully documented intervention protocol, a validated and reliable outcome measure, prospective ethics approval, and complete participant-reporting information.
References
Boke, H., Aygun, Y., Tufekci, S., Yagin, F. H., Canpolat, B., Norman, G., Prieto-González, P., & Ardigò, L. P. (2025). Effects of cooperative learning on students’ learning outcomes in physical education: A meta-analysis. Frontiers in Psychology, 16, 1508808. https://doi.org/10.3389/fpsyg.2025.1508808
Bourke, M., Wang, H. F. W., Wicks, H., Barnett, L. M., Cairney, J., & Fortnum, K. (2025). Children’s and adolescents’ actual motor competence, perceived physical competence and physical activity: A structural equation modelling meta-analysis. Sports Medicine. Advance online publication. https://doi.org/10.1007/s40279-025-02233-2
Bunker, D., & Thorpe, R. (1982). A model for the teaching of games in secondary schools. Bulletin of Physical Education, 18(1), 5–8.
Coe, D. P., Post, E. M., Fitzhugh, E. C., Fairbrother, J. T., & Webster, E. K. (2024). Associations among motor competence, physical activity, perceived motor competence, and aerobic fitness in 10–15-year-old youth. Children, 11(2), 260. https://doi.org/10.3390/children11020260
Coenga, A. F., Ribas, S., Silva, G. S. D. S., Mazzardo, D. C. M. T., & Aburachid, L. M. C. (2025). Badminton investigations applied to sports sciences: A bibliometric and scientometric study from 1991 to 2024. Journal of Physical Education (Maringá), 36(1), 1–12. https://doi.org/10.4025/jphyseduc.v36i1.3622
De Waelle, S., Robertson, K., Deconinck, F. J. A., & Lenoir, M. (2023). The use of contextual information for anticipation of badminton shots in different expertise levels. Research Quarterly for Exercise and Sport, 94(1), 15–23. https://doi.org/10.1080/02701367.2021.1934378
Duncan, M. J., Noon, M., Lawson, C., Hurst, J., & Eyre, E. L. J. (2020). The effectiveness of a primary school-based badminton intervention on children’s fundamental movement skills. Sports, 8(2), 11. https://doi.org/10.3390/sports8020011
Fizi, R. M., Winarni, S., Guntur, & Hartanto, A. (2023). A game model in physical education to improve motor skills, cooperation, and discipline of primary school learners. Pedagogy of Physical Culture and Sports, 27(6), 448–455. https://doi.org/10.15561/26649837.2023.0602
García-Castro, Á., González-Valero, G., Melguizo-Ibáñez, E., & Alonso-Vargas, J. M. (2026). Pedagogical models and psychological-motivational development in physical education: A systematic review and meta-analysis. Apunts. Educación Física y Deportes, 164, 22–37. https://doi.org/10.5672/apunts.2014-0983.es.2026.164.03
González-Peño, A., Simón-Chico, L., Prieto, L., & Franco, E. (2024). A technology-based experience to improve badminton skills: A challenge-based learning application. Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology. Advance online publication. https://doi.org/10.1177/17543371231185913
González-Valero, G., Ubago-Jiménez, J. L., Melguizo-Ibáñez, E., & Fernández-García, R. (2024). Application of the Teaching Games for Understanding model to improve decision-making in sport learning: A systematic review and meta-analysis. BMC Psychology, 12(1), 781. https://doi.org/10.1186/s40359-024-02307-2
Guo, J., Yu, Q., & Ab Malik, Z. (2026). A network meta-analysis of pedagogical models in physical education: Evaluating multidimensional learning outcomes and instructional duration effects. Frontiers in Psychology, 17, 1766890. https://doi.org/10.3389/fpsyg.2026.1766890
Gustian, U., Gandasari, F. M., & Mahendra, A. (2024). Effectiveness of Teaching Games for Understanding (TGfU): Using a modified Kasti game to stimulate elementary school students’ motor skills. Edu Sportivo: Indonesian Journal of Physical Education, 5(1), 54–63. https://doi.org/10.25299/esijope.2024.vol5(1).16335
Holfelder, B., & Schott, N. (2014). Relationship of fundamental movement skills and physical activity in children and adolescents: A systematic review. Psychology of Sport and Exercise, 15(4), 382–391. https://doi.org/10.1016/j.psychsport.2014.03.005
Li, T., Xu, Q., Wang, S., Qi, K., Su, P., Silva, R. M., … Clemente, F. M. (2023). Effects of recreational small-sided games from different team sports on the improvement of aerobic fitness in youth sedentary populations: A systematic review. Heliyon, 9(11), e22041. https://doi.org/10.1016/j.heliyon.2023.e22041
Manninen, M., Magrum, E., Campbell, S., & Belton, S. (2025). The effect of game-based approaches on decision-making, knowledge, and motor skill: A systematic review and a multilevel meta-analysis. European Physical Education Review. Advance online publication. https://doi.org/10.1177/1356336X241245305
Myszka, S., Yearby, T., & Davids, K. (2023). (Re)conceptualizing movement behavior in sport as a problem-solving activity. Frontiers in Sports and Active Living, 5, 1130131. https://doi.org/10.3389/fspor.2023.1130131
Phomsoupha, M., & Laffaye, G. (2015). The science of badminton: Game characteristics, anthropometry, physiology, visual fitness and biomechanics. Sports Medicine, 45(4), 473–495. https://doi.org/10.1007/s40279-014-0287-2
Pinder, R. A., Davids, K., Renshaw, I., & Araújo, D. (2011). Representative learning design and functionality of research and practice in sport. Journal of Sport and Exercise Psychology, 33(1), 146–155. https://doi.org/10.1123/jsep.33.1.146
Ramos-Munell, J., Gallardo-Gómez, D., Álvarez-Barbosa, F., Alfonso-Rosa, R. M., Reilly, J. J., Okely, A., … del Pozo-Cruz, J. (2025). Enhancing fundamental motor skills through active play: A systematic review and meta-analysis of educational contexts. European Early Childhood Education Research Journal. Advance online publication. https://doi.org/10.1080/1350293X.2025.2487929
Sari, E. F. N., Siregar, N. M., Nugroho, S., Riza, L. S., Ali, M., & Asri, N. (2025). Game-based training model: Does it improve fundamental badminton young athletes’ skills? Journal of Coaching and Sports Science, 4(2), 188–198. https://doi.org/10.58524/jcss.v4i2.905
Wang, Y., Wang, Q., Dong, X., Yang, J., Cai, K., Chen, D., & Chen, A. (2025). Effects of 10-week modified badminton curriculum on physical fitness and sustained attention in elementary school children. Scientific Reports, 15, 43889. https://doi.org/10.1038/s41598-025-25718-6
Xu, W., & Dai, W.-A. (2026). Exploring the efficacy of game-based pedagogy: A three-level meta-analysis of game-based learning and gamification. Advance online publication. https://doi.org/10.1177/14697874261424519
Yang, Y., Mao, X., Li, W., Wang, B., & Fan, L. (2025). A meta-analysis of the effect of physical activity programs on fundamental movement skills in 3–7-year-old children. Frontiers in Public Health, 12, 1489141. https://doi.org/10.3389/fpubh.2024.1489141
Yuan, H., Wang, Y., Yang, K., Bin, Y., & Abedanzadeh, R. (2024). Prediction model and technical and tactical decision analysis of women’s badminton singles based on machine learning. PLOS ONE, 19(11), e0312801. https://doi.org/10.1371/journal.pone.0312801
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