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Advisor(s)
Abstract(s)
The study aim was 2-fold (i) to describe and compare the in-season variations of acute: 
chronic workload ratio (ACWR) coupled, ACWR uncoupled, and exponentially weighted 
moving average (EWMA) through session-rated perceived exertion (s-RPE), total distance 
(TD), high-speed running distance (HSRD), and sprint distance across different periods 
of a professional soccer season (early, mid, and end-season) between starters and 
non-starters; (ii) to analyze the relationship the aforementioned measures across different 
periods of the season for starters and non-starters. Twenty elite soccer players (mean±SD 
age, 29.4±4.4 y; height, 1.8±0.1m; and body mass, 74.8±2.3kg). They were divided 
into starter and non-starter groups and were evaluated for 20weeks. ACWR had general 
changes throughout the season. At the beginning and end of the mid-season, the highest 
ACWR was observed in three parameters: s-RPE, TD, and HSRD. ACWR and EWMA 
through sprint distance were higher at the beginning of the early-season than at any other 
time of the season.
The ACWR coupled of s-RPE shows a significant higher value for non-starters than starters 
(p=0.015; g=−1.01 [−1.98, −0.09]) and the ACWR coupled of TD shows a significant 
higher value for starters than non-starters in early-season (p<0.01; g=3.01 [1.78, 4.46]) 
and shows a significant higher value for non-starters than starters in mid-season (p<0.01; 
g=−2.52 [−3.83, −1.39]), and end-season (p<0.01; g=−2.57 [−3.89, −1.43]). While 
the EWMA of TD shows a significant higher value for starters than non-starters in early season (p<0.01; g=2.25 [1.17, 3.49]) and mid-season (p<0.01; g=2.42 [1.31, 3.71]), 
and shows a significant higher value for non-starters than starters in end-season (p<0.01; 
g=−2.23 [−3.47, −1.16]). Additionally, we found some correlations between external and 
internal load measures during three periods of the in-season. The study’s main finding 
was that the indexes of ACWR and EWMA were useful to detect differences between 
period and between playing status with the exception for the sprint variable. In addition, 
the necessary work for non-starter players’ improvement is not done during training, and 
these players lose their readiness as the season progresses. Consequently, these players 
perform poorly during the match. Therefore, coaches and their staff should consider 
devising new activities to keep non-starter players physically fit. This deficit must 
be accounted for in training because they compete in fewer matches and have less burden 
than starters.
Description
Keywords
 ACWR   EWMA   coupled   uncoupled   GPS   high speed   RPE   player status 
Pedagogical Context
Citation
Nobari H, Alijanpour N, Martins AD and Oliveira R (2022). Acute and Chronic Workload Ratios of Perceived Exertion, Global Positioning System, and Running-Based Variables Between Starters and Non-starters: A Male Professional Team Study. Front. Psychol. 13:860888. doi: 10.3389/fpsyg.2022.860888
Publisher
Frontiers
