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March 12, 20260 citationsOpen Access

Longitudinal Physiological Monitoring and Evidence-Based Training Periodization in Junior Cross-Country Skiers

AVAlex Ver

Key Result

Systematic physiological monitoring increased anaerobic threshold power by 16.9% from 225 W to 263 W across three seasons in junior cross-country skiers.

Key Points

  • This study examines how systematic physiological monitoring enhances personalized training for junior cross-country skiers.
  • Longitudinal case study design with six junior cross-country skiers.
  • Quarterly laboratory testing including anaerobic threshold and maximal power assessments.
  • Dynamic adjustment of individualized training zones based on test results.
  • Daily heart rate variability monitoring to track recovery and training responses.
  • Anaerobic threshold power increased by 16.9% over three seasons.
  • Maximal alactic muscular power rose by 30.8%.
  • Estimated VO2max improved by 14.8%.
  • Training protocol increased stroke volume in four athletes.
  • HRV monitoring helped identify early signs of overreaching in two athletes.

Study Design

Type

Case Report (n=6)

Multicenter

No

Structured PICO

Does systematic physiological monitoring and individualized training periodization improve physiological performance markers in junior cross-country skiers?

P
Population
6 male junior cross-country skiers (age 15.3-18.7 years) from a regional sports academy in northern Russia, competing at regional or national junior level with a minimum of two years of systematic training history.
I
Intervention
Systematic physiological monitoring including quarterly laboratory testing on a cycle ergometer (anaerobic threshold via ventilatory breakpoint, maximal alactic muscular power via 6-second sprint, stroke volume estimation) and daily heart rate variability (HRV) monitoring to guide individualized training periodization.
O
Outcome
Changes in physiological performance markers including anaerobic threshold (AnT) power, maximal alactic muscular power (MAM), and estimated VO2max over three consecutive competitive seasons.surrogate

Systematic physiological monitoring integrated into a coaching feedback loop effectively guides individualized training periodization, leading to substantial improvements in aerobic and anaerobic capacities in developing endurance athletes.

Main Result

Effect estimate: d = 1.87

Absolute Event Rate: 263% vs 225%

Limitations

  • Small sample size (n = 6) limits generalizability.
  • Cycle ergometry does not replicate the specific neuromuscular demands of cross-country skiing.
  • Estimation methods for VO2max and stroke volume may involve assumptions not valid for all individuals.
  • Small sample size (n = 6) limits generalizability
  • Cycle ergometry does not replicate the specific neuromuscular demands of cross-country skiing
  • SV estimation via HR-power extrapolation involves assumptions that may not hold across all individuals
  • Potential VO2max was estimated rather than directly measured
  • Absence of a control group precludes attribution of improvements solely to the monitoring-guided training approach versus maturation alone
  • Training diaries, while verified, are subject to reporting bias

Abstract

Purpose: This longitudinal case study examined the efficacy of systematic physiological monitoring in guiding individualized training periodization for junior cross-country skiers across three consecutive competitive seasons. Methods: Six male junior cross-country skiers (age 15.3-18.7 years) from a regional sports academy underwent quarterly laboratory testing on a cycle ergometer, including determination of anaerobic threshold (AnT) via ventilatory breakpoint, maximal alactic muscular power (MAM) via 6-second sprint, stroke volume (SV) estimation via HR-power extrapolation, and daily heart rate variability (HRV) monitoring. Training zones were individually prescribed and dynamically adjusted based on test results. Results: Over three seasons, mean AnT power increased 16.9% (225 +/- 18 to 263 +/- 22 W; Cohen's d = 1.87), MAM increased 30.8% (650 +/- 45 to 851 +/- 62 W; d = 3.70), and estimated VO2max improved 14.8% (58.2 +/- 3.1 to 66.8 +/- 2.9 mL/kg/min; d = 2.78). Ventilatory threshold showed strong agreement with blood lactate measurements (r = 0.91, mean difference = 6.2 W). A targeted SV training protocol produced measurable SV increases in four of six athletes. HRV monitoring enabled early detection of functional overreaching in two athletes, prompting training modifications that prevented progression to non-functional overreaching. Individual response patterns varied substantially, underscoring the necessity of personalized training approaches. Conclusions: Systematic physiological monitoring integrated into a coaching feedback loop can guide effective individualized training periodization in developing endurance athletes. The ventilatory threshold method provides a practical, non-invasive alternative to blood lactate testing for training zone determination.

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Cite This Study

Alex Ver (2026) conducted a case report in Junior Cross-Country Skiers (n=6). Systematic physiological monitoring and training periodization was evaluated on Anaerobic Threshold (AnT) Power (d = 1.87). Systematic physiological monitoring increased anaerobic threshold power by 16.9% from 225 W to 263 W across three seasons in junior cross-country skiers.

synapsesocial.com/papers/69b257cd96eeacc4fcec6d2bhttps://doi.org/10.66308/air.e2026006
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