Article
Research purpose: to identify the factor structure of the functional state of cross-country skiers and develop a method for integrating the assessment of fitness dynamics over the annual training cycle.
Methods and organization of research. The study involved cross-country skiers aged 18-20, with the qualification of Candidate Master of Sport. Testing was conducted every 6-8 weeks throughout the year. Hemodynamic parameters, heart rate variability, and bicycle ergometric load were assessed. Statistical analysis was performed using factor analysis.
Research results and their discussion. Six factors were identified, explaining 84.3% of the total sample variance: "Autonomic Balance and Variability" (27.1%), "Cardiac Performance and Hemodynamics" (19.8%), "Aerobic Power" (14.2%), "Vascular Resistance and Tone" (10.5%), "Sympathetic Activity and Tension" (7.9%), and "Volemic and Chronotropic" (4.8%). An individual integrated factor score map was developed, allowing for tracking the dynamics of an athlete's condition from mesocycle to mesocycle and identifying borderline states of adaptive systems. Additionally, boundary values for factor scores were established for monitoring athletes' condition.
Conclusion. The proposed approach makes it possible to promptly identify deep signs of fatigue and overexertion, to purposefully adjust the training process at each stage of the annual cycle, which helps prevent adaptation failure and improve the effectiveness of training highly qualified athletes, as well as to predict the risk of developing maladaptive conditions and make timely adjustments to the training process.
1. Bakhareva, A. S. Hemodynamic response to orthostatic effects at the stages of the preparatory period in cross-country skiers with different levels of performance / A. S. Bakhareva, D. Z. Shibkova, V. V. Erlich // Man. Sport. Medicine. – 2025. – Vol. 25, No. 1. – P. 59-67.
2. Vanyushin, Yu. S. Aerobic capabilities of cross-country skiers, manifested during the threshold of anaerobic metabolism and at maximum oxygen consumption / R. R. Khairullin, M. I. Rakhimov, A. S. Shalavina // Man. Sport. Medicine. – 2025. – Vol. 25, No. S1. – P. 32-39.
3. Zakharova, A. V. The Impact of Long-Term Hemodynamic Adaptation on Athletic Performance in Endurance Sports / A. V. Zakharova // Scientific Notes of P.F. Lesgaft University. – 2026. – No. 3. – P. 117-124.
4. Kataev, D. A. Cardiointervalogram Indicators under Conditions of Clinostasis and Orthostasis in Elite Cross-Country Skiers During the Annual Macrocycle / D. A. Kataev, V. I. Tsirkin, A. N. Trukhin, S. I. Trukhina // Human Physiology. – 2025. – Vol. 51, No. 2. – P. 96-119.
5. Morozova, E. A. Factor Analysis of the Components of the Athletic Results of the World's Strongest Speed Skaters at a Distance of 500 m / E. A. Morozova // Pedagogical, psychological and medical-biological problems of physical education and sports. – 2017. – Vol. 12, No. 1. – P. 22-28.
6. Myakinchenko, E. B. Development of local muscular endurance in cyclic sports / E. B. Myakinchenko, V. N. Seluyanov. – M. : TVT Division, 2009. – 360 p.
7. Petrov, R. E. Dynamics of hemodynamic parameters during the orthostatic test in cross-country skiers of different qualifications in the annual training cycle / R. E. Petrov // Pedagogical, psychological and medical-biological problems of physical education and sports. – 2026. – Vol. 21, No. 1. – P. 423-427.
8. Reutskaya, E. A. Functional Capabilities of Cross-Country Skiers Upon Transition to the Stage of Higher Sports Mastery / E. A. Reutskaya, V. I. Mikhalev // Scientific Notes of P. F. Lesgaft University. – 2023. – No. 10 (224). – P. 368-372.
9. Skrygin, S. V. Factor Analysis of Students' Psychophysiological Adaptation to Cardio-Strength Physical Activity / S. V. Skrygin, A. E. Matveyev, J. Poliškene // Theory and Practice of Physical Education. – 2026. – No. 2. – P. 35-37.
10. Slushkina, E. A. Improving the functional performance of university-trained cross-country skiers using integrated microcycle training methods / E. A. Slushkina, M. A. Deryabina, I. V. Segal // Man. Sport. Medicine. – 2022. – T 22, No. S1. – P. 51-56.
11. Gløersen Øyvind, Myklebust Hâvard, Hallén Jostein, Federolf Peter Andreas Technique analysis in elite athletes using principal component analysis // Journal of sports sciences. – 2018. – Vol. 36 (2). – P. 229-237.
12. Øyvind G., Ånung V., Magne L-H., Thomas L. The influence of race duration on oxygen demand, uptake and deficit in competitive cross-country skiers // European Journal of Applied Physiology. – 2024. – Vol. 124 (11). – P. 3337-3349.
13. Ražanskas P., Verikas A., Viberg P-A., Olsson M.C. Predicting physiological parameters in fatiguing bicycling exercises using muscle activation timing // Biomedical Signal Processing and Control. – 2017. – Vol. 35. – P. 19-29.
14. Todd A Astorino, Jamie deRevere, Theodore Anderson, Erin Kellogg, Patrick Holstrom, Sebastian Ring, Nicholas Ghaseb Change in VO2max and time trial performance in response to high-intensity interval training prescribed using ventilatory threshold // European Journal of Applied Physiology. – 2018. – Vol. 118 (9). – P. 1811-1820.







