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Micro-pacing and performance determinants in skiathlon: linking speed profiles, sub-technique selection, and cycle characteristics
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2026 (English)In: BMC Sports Science, Medicine and Rehabilitation, E-ISSN 2052-1847, Vol. 18, no 1, article id 88Article in journal (Refereed) Published
Abstract [en]

Purpose: Performance analyses in cross-country skiing often focus on lap or terrain-level splits. However, few studies have explored micro-pacing strategies—particularly in Skiathlon, an Olympic event requiring athletes to complete both classical and freestyle techniques on the same course. Methods: Thirteen national-level male skiers were tracked during an International Ski Federation-certified Skiathlon using GNSS and trunk-mounted sensors. Instantaneous speed profiles were analysed using one-dimensional statistical parametric mapping (SPM) to identify “race-critical clusters”: contiguous intervals where speed significantly predicted section time (α = 0.05) across all eight laps (four classical, four freestyle). Results: Freestyle laps were 4% faster than classical, with greater terrain-specific speed differences and pacing variability in classical, especially downhills. Seven race-critical clusters were identified: two uphill, four downhill, and one flat. These accounted for 11.3 s (classic) and 10.9 s (freestyle) of the time gap between the fast and slow group. In these segments, faster skiers used higher-gear sub-techniques and exhibited longer cycle lengths and/or higher frequencies (p < 0.05). Conclusions: Within race-critical clusters, the faster skiers gained substantial time advantages. Secondary analyses showed clear differences in sub-technique selection and kinematic profiles, suggesting that technical execution plays a critical role in these performance gains. Athletes and coaches may consider integrating GNSS-based tracking, SPM, and wearable-derived technique analysis into race evaluation to move beyond traditional split times and focus training on the most decisive segments of the course. 

Place, publisher, year, edition, pages
Springer Nature , 2026. Vol. 18, no 1, article id 88
Keywords [en]
Cycle length, Kinematic, Micro-Pacing, Sub-technique, Terrain analysis, Time-gap analysis
National Category
Sport and Fitness Sciences
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URN: urn:nbn:se:miun:diva-56823DOI: 10.1186/s13102-026-01547-6ISI: 001693025300002Scopus ID: 2-s2.0-105030143014OAI: oai:DiVA.org:miun-56823DiVA, id: diva2:2043567
Available from: 2026-03-05 Created: 2026-03-05 Last updated: 2026-03-09

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Staunton, Craig A.

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