Differences in worst-case scenarios calculated by fixed length and rolling average methods in professional soccer match-play

The aims of this study were to describe the worst-case scenarios (WCS) in professional soccer players calculated by fixed length and rolling average methods with regards to each playing position. This was done, firstly, by comparing total distance (TD covered in the WCS; secondly, by comparing high-speed running distance (HSRD); and thirdly, by comparing sprint distance (SPD). The study was conducted over a three-mesocycle competitive period. The WCS of three distance-related variables (TD, HSRD, SPD) in four time windows (1, 3, 5, 10 minutes) were calculated according to playing position (central defender; full-back; midfielder, wide midfielder, and forward) using fixed length and rolling average methods. A significant effect of the type of method used to calculate the WCS in TD (F(1, 142) = 151.49, p < 0.001, ηp2 = 0.52), HSRD (F(1, 138) = 336.95, p < 0.001, ηp2 = 0.71) and SPD (F(1, 138) = 76.74, p < 0.001, ηp2 = 0.36) was observed. In addition, there was a significant interaction between type of method and WCS duration in TD (F(1.36, 193.53) = 41.95, p < 0.001, ηp2 = 0.23), HSRD (F(2.28, 315.11) = 21.77, p < 0.001, ηp2 = 0.14) and SPD (F(2.59, 358.41) = 6.93, p < 0.001, ηp2 = 0.05). In conclusion, the use of fixed length methods of different durations significantly underestimated the WCS of TD, HSRD and SPD across the most common playing positions in professional soccer players. Therefore, the application of rolling averages is recommended for an appropriate WCS analysis in professional soccer match-play.

[1]  C. Cook,et al.  Assessing worst case scenarios in movement demands derived from global positioning systems during international rugby union matches: Rolling averages versus fixed length epochs , 2018, PloS one.

[2]  Matthew C Varley,et al.  Current match-analysis techniques' underestimation of intense periods of high-velocity running. , 2012, International journal of sports physiology and performance.

[3]  J. Pino-Ortega,et al.  Match and Training High Intensity Activity-Demands Profile During a Competitive Mesocycle in Youth Elite Soccer Players , 2020, Journal of human kinetics.

[4]  Eamonn Delahunt,et al.  The worst case scenario: Locomotor and collision demands of the longest periods of gameplay in professional rugby union , 2017, PloS one.

[5]  P. Krustrup,et al.  Acceleration and sprint profiles of professional male football players in relation to playing position , 2020, PloS one.

[6]  Carlos D. Gómez-Carmona,et al.  Worst case scenario match analysis and contextual variables in professional soccer players: a longitudinal study , 2020, Biology of sport.

[7]  Alejandro Bastida Castillo,et al.  Accuracy, intra- and inter-unit reliability, and comparison between GPS and UWB-based position-tracking systems used for time–motion analyses in soccer , 2018, European journal of sport science.

[8]  Rodrigo Aquino,et al.  Influence of Match Location, Quality of Opponents, and Match Status on Movement Patterns in Brazilian Professional Football Players , 2017, Journal of strength and conditioning research.

[9]  Will Abbott,et al.  Positional Differences in GPS Outputs and Perceived Exertion During Soccer Training Games and Competition , 2017, Journal of strength and conditioning research.

[10]  T. Gabbett,et al.  The most demanding passages of play in football competition: a comparison between halves , 2019, Biology of sport.

[11]  J. Castellano,et al.  Most running demand passages of match play in youth soccer congestion period , 2020, Biology of sport.

[12]  M. McNarry,et al.  A comparison of rolling averages versus discrete time epochs for assessing the worst-case scenario locomotor demands of professional soccer match-play. , 2020, Journal of science and medicine in sport.

[13]  C. Castagna,et al.  Variation in top level soccer match performance. , 2007, International journal of sports medicine.

[14]  J. M. Oliva-Lozano,et al.  The first, second, and third most demanding passages of play in professional soccer: a longitudinal study , 2020, Biology of sport.

[15]  Jace A. Delaney,et al.  Modelling the decrement in running intensity within professional soccer players , 2018 .

[16]  A. Støylen,et al.  Long-term Exercise Adherence After High-intensity Interval Training in Cardiac Rehabilitation: A Randomized Study. , 2016, Physiotherapy research international : the journal for researchers and clinicians in physical therapy.

[17]  Tim J Gabbett,et al.  Positional Differences in the Most Demanding Passages of Play in Football Competition. , 2018, Journal of sports science & medicine.

[18]  Martin Buchheit,et al.  Small-Sided Games in Elite Soccer: Does One Size Fit All? , 2017, International journal of sports physiology and performance.

[19]  J. Castellano,et al.  Positional demands for various-sided games with goalkeepers according to the most demanding passages of match play in football , 2019, Biology of sport.

[20]  P. Krustrup,et al.  High-intensity running in English FA Premier League soccer matches , 2009, Journal of sports sciences.

[21]  R. Barros,et al.  Team Dynamics, Running, and Skill-Related Performances of Brazilian U11 to Professional Soccer Players During Official Matches. , 2019, Journal of strength and conditioning research.