The Physical and Athletic Performance Characteristics of Division I Collegiate Female Soccer Players by Position

2018 ◽  
Vol 32 (2) ◽  
pp. 334-343 ◽  
Author(s):  
Robert G. Lockie ◽  
Matthew R. Moreno ◽  
Adrina Lazar ◽  
Ashley J. Orjalo ◽  
Dominic V. Giuliano ◽  
...  
Author(s):  
Woosub Jung ◽  
Amanda Watson ◽  
Scott Kuehn ◽  
Erik Korem ◽  
Ken Koltermann ◽  
...  

For the past several decades, machine learning has played an important role in sports science with regard to player performance and result prediction. However, it is still challenging to quantify team-level game performance because there is no strong ground truth. Thus, a team cannot receive feedback in a standardized way. The aim of this study was twofold. First, we designed a metric called LAX-Score to quantify a collegiate lacrosse team's athletic performance. Next, we explored the relationship between our proposed metric and practice sensing features for performance enhancement. To derive the metric, we utilized feature selection and weighted regression. Then, the proposed metric was statistically validated on over 700 games from the last three seasons of NCAA Division I women's lacrosse. We also explored our biometric sensing dataset obtained from a collegiate team's athletes over the course of a season. We then identified the practice features that are most correlated with high-performance games. Our results indicate that LAX-Score provides insight into athletic performance beyond wins and losses. Moreover, though COVID-19 has stalled implementation, the collegiate team studied applied our feature outcomes to their practices, and the initial results look promising with regard to better performance.


2018 ◽  
Vol 32 (8) ◽  
pp. 2348-2355 ◽  
Author(s):  
Mitchel A. Magrini ◽  
Ryan J. Colquhoun ◽  
John H. Sellers ◽  
Eric C. Conchola ◽  
Garrett M. Hester ◽  
...  

2019 ◽  
Vol 51 (Supplement) ◽  
pp. 442-443
Author(s):  
Courteney L. Benjamin ◽  
Ryan M. Curtis ◽  
Robert A. Huggins ◽  
Yasuki Sekiguchi ◽  
William M. Adams ◽  
...  

2015 ◽  
Vol 10 (4) ◽  
pp. 436-439 ◽  
Author(s):  
William P. McCormack ◽  
Jay R. Hoffman ◽  
Gabriel J. Pruna ◽  
Tyler C. Scanlon ◽  
Jonathan D. Bohner ◽  
...  

Purpose:During the competitive soccer season, women’s intercollegiate matches are typically played on Friday evenings and Sunday afternoons. The efficacy of a 42-h recovery period is not well understood. This investigation was conducted to determine performance differences between Friday and Sunday matches during a competitive season.Methods:Ten NCAA Division I female soccer players (20.5 ± 1.0 y, 166.6 ± 5.1 cm, 61.1 ± 5.8 kg) were monitored with 10-Hz GPS devices across 8 weekends with matches played on Friday evenings and Sunday afternoons. The players were outside backs, midfielders, and forwards. All players had to participate in a minimum of 45 min/match to be included in the study. Average minutes played, total distance covered, total distance of high-intensity running (HIR) (defined as running at a velocity equal to or exceeding 3.61 m/s for longer than 1 s), the number of HIR efforts, and the number of sprints were calculated for each match. Data for Friday vs Sunday matches were averaged and then compared using dependent t tests.Results:No differences were seen in minutes played, distance rate, or number of sprints between Friday and Sunday matches. A significant (P = .017) decrease in rate of HIR between Friday (25.37 ± 7.22 m/min) and Sunday matches (22.90 ± 5.70 m/min) was seen. In addition, there was a trend toward a difference (P = .073) in the number of efforts of HIR between Friday (138.41 ± 36.43) and Sunday (126.92 ± 31.31).Conclusions:NCAA Division I female soccer players cover less distance of HIR in games played less than 48 h after another game. This could be due to various factors such as dehydration, glycogen depletion, or muscle damage.


2014 ◽  
Vol 33 ◽  
pp. 159-171 ◽  
Author(s):  
Paul S. Bradley ◽  
Alexandre Dellal ◽  
Magni Mohr ◽  
Julen Castellano ◽  
Anna Wilkie

2020 ◽  
Vol 34 (7) ◽  
pp. 2015-2023 ◽  
Author(s):  
Robert G. Lockie ◽  
Tricia M. Liu ◽  
Alyssa A. Stage ◽  
Adrina Lazar ◽  
Dominic V. Giuliano ◽  
...  

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