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COMPARATIVE REGRESSION ANALYSIS OF FACTORS ASSOCIATED WITH THE INCREASE IN SPORTING PERFORMANCE IN QUALIFIED AND HIGH‑QUALIFIED SWIMMERS IN THE AGE GROUPS OF 15–17 AND 18–20 YEARS (0.66 Mb, pdf) Read
Authors:
Lavrenteva Daria Andreevna
Annotation:

The aim of the study is to scientifically substantiate the nature of the relationship between the structure and parameters of training loads and the improvement in athletic performance in qualified and highly qualified swimmers, considering the age groups 15-17 and 18-20 years.

Methods and organization of the study. The study was conducted at the Moscow State Academy of Physical Culture; training plans and diaries of 39 qualified and highly skilled swimmers were analyzed: 21 athletes aged 15-17 (9 boys and 12 girls) and 18 athletes aged 18-20 (10 men and 8 women). The following indicators were analyzed: the best result in the distance (WA points), the actual result in the distance (WA points), the change in the result over the training period (%); the volume of load over the year, taking into account the focus (km); the volumes of aerobic, anaerobic, competitive, and recovery load (%), correlation and regression analyses.

Research results and conclusions. The general logic of constructing the structure and focus of training parameters, considering the age group, is preserved in most cases (p>0.05). Maintaining the studied parameters of the training process in the annual training plan showed a decline in sports performance in both women and men, and significant progress in the group of junior women and junior men (p<0.05). An analysis of the correlation between age indicators and the increase in performance over the main distance showed a strong relationship: r=0.82 (female athletes) and r=0.87 (male athletes). The calculation of multiple linear regression for the samples determined the significance of only one factor – age. The remaining training indicators do not contribute to the improvement in athletic performance, provided that the structure of the training parameters is maintained.

Conclusion. The unification of the training process structure (similar proportions and focus of the load) is observed in both women and men; in groups of adult athletes and female athletes, a standardized methodological approach leads to a deterioration in sports results; juniors and junior athletes demonstrate progress with such load parameters; the factor determining positive changes in sports results, taking into account the unified training process, is age.

Bibliography:

1. Avdienko, V. B., Solopov, I. N., Dubich, I. A., Komarov, D. V. (2022). Diagnostika i otsenka podgotovlennosti plovtsov [Diagnostics and assessment of swimmers' fitness]. Moscow: Sport Publ., 168 p. (in Russ.)
2. Bulgakova, N. Zh., Popov, O. I., Smirnov, V. V. et al. (2016). [Age dynamics of special fitness of girls aged 11–15 in competitive swimming]. Vestnik sportivnoy nauki [Bulletin of Sports Science], no. 2, pp. 27-30 (in Russ.).
3. Varinov, V. V. (2021). [Experience of training the swimming team of the Kuzbass Institute of the Federal Penitentiary Service of Russia]. In: Penitentsiarnaya sistema i obshchestvo: opyt vzaimodeystviya [Penitentiary System and Society: Experience of Interaction], Proceedings of the VIII International Scientific and Practical Conference, Perm, 06–08 April 2021, Vol. 1. Perm: Perm Institute of the Federal Penitentiary Service Publ., p. 156 (in Russ.).
4. Dergach, E. A., Ryabinina, S. K. (2012). Ukhod iz sporta: prichiny i osobennosti [Leaving sport: causes and features]. Krasnoyarsk: Siberian Federal University Publ., 176 p. (in Russ.).
5. Zotova, F. R., Fayzullin, I. F. (2015). [Student sport in the region: state, problems and prospects]. Nauka i sport: sovremennye tendentsii [Science and Sport: Current Trends], vol. 6, no. 1(6), pp. 32-38 (in Russ.).
6. Ilnitskaya, T. A., Topygova, V. V. (2023). [Role and place of student sport in high-performance sport]. In: Sovershenstvovanie professional'noy i fizicheskoy podgotovki kursantov, slushateley obrazovatel'nykh organizatsiy i sotrudnikov silovykh vedomstv [Improvement of Professional and Physical Training of Cadets, Students of Educational Organizations and Law Enforcement Officers], Proceedings of the XXV International Scientific and Practical Conference, Irkutsk, 26 October 2023. Irkutsk: East Siberian Institute of the Ministry of Internal Affairs of the Russian Federation Publ., pp. 379-382 (in Russ.)
7. Kopylov, K. V. (2022). [Analytical review of scientific publications in foreign journals on the topic of sports training of swimmers in the period from 2018 to 2022]. Nauka i sport: sovremennye tendentsii [Science and Sport: Current Trends], vol. 10, no. 4, pp. 54-65. DOI: 10.36028/2308-8826-2022-10-4-54-65 (in Russ.).
8. Lavrenteva, D. A. (2024). [Analysis of the angle of attack range in breaststroke of qualified swimmers of the university team in comparison with model characteristics]. In: Sostoyanie, problemy i puti sovershenstvovaniya sportivnoy i ozdorovitel'noy trenirovki v vodnykh vidakh sporta [State, Problems and Ways of Improving Sports and Health Training in Water Sports], Proceedings of the III All-Russian Scientific and Practical Conference with International Participation, Kazan, 03 May 2024. Kazan: Volga Region State University of Physical Culture, Sport and Tourism Publ., pp. 157-161 (in Russ.).
9. Lavrenteva, D. A., Smirnov, V. V. (2025). [Analysis of the pull force indicator in water taking into account the phase of the movement cycle in butterfly stroke of qualified and highly qualified swimmers of the university team]. Nauka i sport: sovremennye tendentsii [Science and Sport: Current Trends], vol. 13, no. 1(49), pp. 71-79 (in Russ.)
10. Melnikov, S. V., Narskin, A. G., Kornienko, I. M. (2021). [Interrelation of volume and intensity of loads with functional fitness of highly qualified swimmers]. Mir sporta [World of Sport], no. 1(82), pp. 45-50 (in Russ.).
11. Myakinchenko, E. B., Abalyan, A. G., Lebedev, M. M. et al. (2018). [Methodology for developing an individual training plan for highly qualified athletes]. Vestnik sportivnoy nauki [Bulletin of Sports Science], no. 4, pp. 8-11 (in Russ.).
12. Olkhovskiy, R. M., Ermakova, M. A., Eremina, E. A., Storozhenko, Yu. M. (2024). [Modern approaches of higher education institutions in the development of student sports]. Teoriya i praktika fizicheskoy kul'tury [Theory and Practice of Physical Culture], no. 7, pp. 12-14 (in Russ.).
13. Pavlova, T. N., Nikitina, S. M. (2025). [Modern approach to planning and constructing training sessions of qualified swimmers]. In: Fundamental'naya i prikladnaya nauka [Fundamental and Applied Science], Proceedings of the XXX International Scientific and Practical Conference, Anapa, 21 April 2025. Anapa: Research Center for Economic and Social Processes in the Southern Federal District Publ., pp. 73-81 (in Russ.).
14. Podsvirov, M. A., Tsyganovskiy, A. M. (2023). [Current state of student sports and its role in high-performance sport]. In: Aktual'nye problemy sovremennoy nauki: vzglyad molodykh uchenykh [Actual Problems of Modern Science: View of Young Scientists], Proceedings of the National Scientific and Practical Student Conference, Bryansk, 13-14 December 2023. Bryansk: Bryansk State University named after Academician I. G. Petrovsky Publ., pp. 739-743 (in Russ.).
15. Solopov, I. N., Avdienko, V. B., Fomichenko, T. G., Bgantseva, I. V. (2025). [Automated system of differentiated assessment of functional and special physical fitness of swimmers of various qualifications]. In: Aktual'nye mediko-biologicheskie problemy sporta i fizicheskoy kul'tury [Actual Medical and Biological Problems of Sport and Physical Culture], Proceedings of the International Scientific and Practical Conference, Volgograd, 25-26 February 2025. Volgograd: Volgograd State Physical Education Academy Publ., pp. 102-111 (in Russ.).
16. Solopov, I. N., Avdienko, V. B., Bgantseva, I. V., Drepin, V. V. (2025). [Significance and role of student sport in the process of training highly qualified athletes (on the example of the sport "Swimming")]. Fizicheskoe vospitanie i sportivnaya trenirovka [Physical Education and Sports Training], no. 2(52), pp. 48-57 (in Russ.)
17. Fedorova, E. Yu., Gittia, M. A., Papusha, A. T. (2022). [Conditions for improving the preparation of students in swimming during university education]. Problemy sovremennogo pedagogicheskogo obrazovaniya [Problems of Modern Pedagogical Education], no. 76-4, pp. 334-336 (in Russ.).
18. Chebotareva, I. V. (2010). [Model characteristics of morphofunctional indicators of young and adult swimmers]. Teoriya i praktika fizicheskoy kul'tury [Theory and Practice of Physical Culture], no. 8, pp. 45-49 (in Russ.).
19. Guzman, M., Broďáni, J. (2025). Training load determining sports performance of swimmer in preparation for top events. Journal of Physical Education and Sport, no. 11, p. 2319. DOI: 10.7752/jpes.2025.11256.
20. Morales, E., Arellano, R., Femia, P. (2010). Regression analysis model applied to age-group swimmers: Study of stroke rate, stroke length and stroke index. In: Biomechanics and Medicine in Swimming XI, Proceedings of the XIth International Symposium. Oslo: Norwegian School of Sport Sciences, pp. 130–132.
21. Peters, M. S., Berry, S., Koley, S. (2014). Relationship of physical characteristics, power and swimming time in sprint swimmers. Annals of Biological Research, no. 5(8), pp. 24-29.
22. Ribeiro, J., Figueiredo, P., Morais, S., Alves, F., Toussaint, H., Vilas-Boas, J. P., Fernandes, R. J. (2017). Biomechanics, energetics and coordination during extreme swimming intensity: effect of performance level. Journal of Sports Sciences, vol. 35, no. 16, pp. 1614-1621.
23. Ride, J., Ringuet, C., Rowlands, D., Lee, J., James, D. (2013). A sports technology needs assessment for performance monitoring in swimming. Procedia Engineering, vol. 60, pp. 442-447.
24. Saavedra, J. M., Escalante, Y., García-Hermoso, A., Domínguez, A. M. (2013). Training volume and performance of young Spanish national and international level swimmers. South African Journal for Research in Sport, Physical Education and Recreation, vol. 35, no. 2, pp. 163-172.
25. Seffrin, A., de Lira, C. A. B., Nikolaidis, P. T., Knechtle, B., Andrade, M. S. (2022). Age-related performance determinants of young swimmers in 100- and 400-m events. The Journal of Sports Medicine and Physical Fitness, vol. 62, no. 1, pp. 9-18. DOI: 10.23736/S0022-4707.21.12045-6.