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Match and Training External Load Ratios in Semi-Professional Male Soccer Players: An Exploratory Study
Sofia Agra1, João Barreira2, Ricardo Pimenta2,3,4,5
1Gil Vicente FC Women's Football Department, 4750-783 Barcelos, Portugal.
Sports (Basel, Switzerland)
|July 27, 2026
Summary
Semi-professional soccer players exceeded match demands in weekly high-speed running distance (HSRD) and sprint distance (SPD) training loads. Load distribution varied by playing position and training day within the microcycle.
Area of Science:
- Sports Science
- Soccer Performance Analysis
- Training Load Monitoring
Background:
- Understanding external training loads is crucial for optimizing performance and preventing injuries in soccer.
- Quantifying high-speed running distance (HSRD) and sprint distance (SPD) provides key insights into player exertion.
- Training-to-match load ratios help balance training stress with match demands.
Purpose of the Study:
- To quantify and compare absolute daily and weekly HSRD and SPD loads.
- To analyze training-to-match ratios across the microcycle in semi-professional male soccer players.
- To investigate the influence of playing position and training day on these loads.
Main Methods:
- Monitoring 24 semi-professional male soccer players over nine microcycles using Global Navigation Satellite System (GNSS) devices.
- Calculating absolute HSRD and SPD for each training day and match.
- Deriving daily and weekly training-to-match ratios and analyzing data with linear mixed-effects models.
Main Results:
- Match days showed the highest absolute HSRD and SPD across all positions.
- HSRD peaked on MD-3, while SPD peaked on MD-2, with lowest values on MD-1.
- Significant interactions between playing position and training day were observed for both HSRD and SPD.
- All positions exceeded 100% of match-derived HSRD and SPD during the training week.
- Wide defenders and midfielders had higher absolute HSRD; central defenders had higher training-to-match ratios.
Conclusions:
- Semi-professional soccer players accumulate weekly training loads (HSRD and SPD) that surpass match demands.
- The distribution of these loads is influenced by playing position and specific training days within the microcycle.
- Further research is needed to explore training-to-match load ratios across various competitive levels.
