Seasonal analysis of match load in professional soccer players: An observational cohort study of a Swiss U18, U21 and first team

The aim of this study was to quantify and compare various external match load measures in three age groups and leagues in male soccer (U18 in highest league of their age group vs U21 in fourth highest league vs first team in highest league). In this retrospective observational cohort study accelerations, decelerations, absolute and relative high-speed running as well as sprint distance, dynamic stress load, explosive distance, high intensity bursts total distance, high metabolic load (HML) distance, speed intensity, total distance, total time, and total loading were assessed in 416 individual player matches of 59 players. All these external load measures showed large inter-individual variability. At a group level, one-way ANOVAs or Kruskal–Wallis tests revealed statistically significant differences between the three teams for all measures analyzed (all p < 0.05), except accelerations. The first team displayed statistically significant higher dynamic stress load, explosive distance, HML distance, speed intensity, total distance and total loading compared to the two youth teams (all p < 0.05). The U18 featured statistically significant higher number of decelerations, absolute and relative high-speed running distance, high metabolic load distance, speed intensity, relative sprint distance, total distance, and total time than the U21, while for U21 higher dynamic stress load was observed than for U18 (all p < 0.05). Based on our data we conclude a routinely monitoring of match loads of different age groups and competitive settings to be required to 1) provide an indication of what players need to be prepared for, 2) track the athletic and match evolution, and 3) individually tailor training programs allowing players to fulfill the short- and long-term sport-specific requirements.

[1]  S. Emmonds,et al.  A systematic review of match-play characteristics in women’s soccer , 2022, PloS one.

[2]  F. Nakamura,et al.  Acceleration and deceleration demands during training sessions in football: a systematic review , 2022, Science & medicine in football.

[3]  P. Drid,et al.  Match Running Performance in UEFA Champions League: Is There a Worthwhile Association with Team Achievement? , 2022, Biology.

[4]  A. Woll,et al.  The influence of tactical formation on physical and technical match performance in male soccer: A systematic review , 2022, International Journal of Sports Science &amp; Coaching.

[5]  K. Davids,et al.  Match Analysis in Team Ball Sports: An Umbrella Review of Systematic Reviews and Meta-Analyses , 2022, Sports Medicine - Open.

[6]  A. Woll,et al.  Center backs work hardest when playing in a back three: The influence of tactical formation on physical and technical match performance in professional soccer , 2022, PloS one.

[7]  D. Maclaren,et al.  Energy Requirements and Nutritional Strategies for Male Soccer Players: A Review and Suggestions for Practice , 2022, Nutrients.

[8]  Alice J. Sweeting,et al.  Tracking Systems in Team Sports: A Narrative Review of Applications of the Data and Sport Specific Analysis , 2022, Sports Medicine - Open.

[9]  G. Atkinson,et al.  Do environmental temperatures and altitudes affect physical outputs of elite football athletes in match conditions? A systematic review of the ‘real world’ studies , 2022, Science & medicine in football.

[10]  J. Pino-Ortega,et al.  Effect of training day, match, and length of the microcycle on workload periodization in professional soccer players: a full-season study , 2021, Biology of sport.

[11]  F. Clemente,et al.  The effect of physical fatigue on the performance of soccer players: A systematic review , 2021, PloS one.

[12]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[13]  Grant M. Duthie,et al.  The inter-device reliability of global navigation satellite systems during team sport movement across multiple days. , 2021, Journal of science and medicine in sport.

[14]  J. Castro-Piñero,et al.  The Effect of the COVID-19 Lockdown on the Position-Specific Match Running Performance of Professional Football Players; Preliminary Observational Study , 2021, International journal of environmental research and public health.

[15]  S. Härtel,et al.  Match-related physical performance in professional soccer: Position or player specific? , 2021, PloS one.

[16]  J. Pino-Ortega,et al.  Players’ performance during worst-case scenarios in professional soccer matches: a systematic review , 2021, Biology of sport.

[17]  D. Link,et al.  How the COVID-19 Pandemic has Changed the Game of Soccer , 2021, International Journal of Sports Medicine.

[18]  M. Jamil,et al.  Quantifying and Comparing the Match Demands of U18, U23, and 1ST Team English Professional Soccer Players , 2021, Frontiers in Physiology.

[19]  Grant M. Duthie,et al.  The Quantification of Acceleration Events in Elite Team Sport: a Systematic Review , 2021, Sports Medicine - Open.

[20]  A. M. Monteiro,et al.  Monitoring Accumulated Training and Match Load in Football: A Systematic Review , 2021, International journal of environmental research and public health.

[21]  J. Chmura,et al.  Is there meaningful influence from situational and environmental factors on the physical and technical activity of elite football players? Evidence from the data of 5 consecutive seasons of the German Bundesliga , 2021, PloS one.

[22]  Nuno Loureiro,et al.  Load Measures in Training/Match Monitoring in Soccer: A Systematic Review , 2021, International journal of environmental research and public health.

[23]  T. García-Calvo,et al.  A Longitudinal Exploration of Match Running Performance during a Football Match in the Spanish La Liga: A Four-Season Study † , 2021, International journal of environmental research and public health.

[24]  R. Julian,et al.  The Effect of Fixture Congestion on Performance During Professional Male Soccer Match-Play: A Systematic Critical Review with Meta-Analysis , 2020, Sports Medicine.

[25]  A. Tessitore,et al.  The Impact of Match Location and Players’ Physical and Technical Activities on Winning in the German Bundesliga , 2020, Frontiers in Psychology.

[26]  A. Rebelo,et al.  Application of Individualized Speed Zones to Quantify External Training Load in Professional Soccer , 2020, Journal of human kinetics.

[27]  Matthew Shaw,et al.  Match Running Performance on Three Different Competitive Standards in Norwegian Soccer , 2019, Sports Medicine International Open.

[28]  M. Beato,et al.  The inter-unit and inter-model reliability of GNSS STATSports Apex and Viper units in measuring peak speed over 5, 10, 15, 20 and 30 meters , 2019, Biology of sport.

[29]  Damian J. Harper,et al.  High-Intensity Acceleration and Deceleration Demands in Elite Team Sports Competitive Match Play: A Systematic Review and Meta-Analysis of Observational Studies , 2019, Sports Medicine.

[30]  D. Wong,et al.  Players’ Physical Performance Decreased After Two-Thirds of the Season: Results of 3 Consecutive Seasons in the German First Bundesliga , 2019, International journal of environmental research and public health.

[31]  Pedro Figueiredo,et al.  Relationship between External Load and Perceptual Responses to Training in Professional Football: Effects of Quantification Method , 2019, Sports.

[32]  Fabio Augusto Barbieri,et al.  Match Running Performance in Young Soccer Players: A Systematic Review , 2019, Sports Medicine.

[33]  Franco M Impellizzeri,et al.  Internal and External Training Load: 15 Years On. , 2019, International journal of sports physiology and performance.

[34]  Mark Russell,et al.  Match-Play and Performance Test Responses of Soccer Goalkeepers: A Review of Current Literature , 2018, Sports Medicine.

[35]  Antonio Dello Iacono,et al.  The Validity and Between-Unit Variability of GNSS Units (STATSports Apex 10 and 18 Hz) for Measuring Distance and Peak Speed in Team Sports , 2018, Front. Physiol..

[36]  Ric Lovell,et al.  Peak speed determination in football: is sprint testing necessary? , 2018 .

[37]  J. Chmura,et al.  Match outcome and running performance in different intensity ranges among elite soccer players , 2018, Biology of sport.

[38]  A. Coutts,et al.  Monitoring Athlete Training Loads: Consensus Statement. , 2017, International journal of sports physiology and performance.

[39]  Peter J. Beek,et al.  Quantification of in-season training load relative to match load in professional Dutch Eredivisie football players , 2017 .

[40]  W. Taube,et al.  The Challenge of Evaluating the Intensity of Short Actions in Soccer: A New Methodological Approach Using Percentage Acceleration , 2016, PloS one.

[41]  George P Nassis,et al.  Training Load and Player Monitoring in High-Level Football: Current Practice and Perceptions. , 2016, International journal of sports physiology and performance.

[42]  D. Link,et al.  Seasonal Pacing - Match Importance Affects Activity in Professional Soccer , 2016, PloS one.

[43]  Paul S. Bradley,et al.  Evolution of match performance parameters for various playing positions in the English Premier League. , 2015, Human movement science.

[44]  Shona L. Halson,et al.  Monitoring Training Load to Understand Fatigue in Athletes , 2014, Sports Medicine.

[45]  P. Bradley,et al.  The Evolution of Physical and Technical Performance Parameters in the English Premier League , 2014, International Journal of Sports Medicine.

[46]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[47]  Maciej Tomczak,et al.  The need to report effect size estimates revisited. An overview of some recommended measures of effect size , 2014 .

[48]  Jack D. Ade,et al.  Match performance and physical capacity of players in the top three competitive standards of English professional soccer. , 2013, Human movement science.

[49]  V. Di Salvo,et al.  Match Performance Comparison in Top English Soccer Leagues , 2012, International Journal of Sports Medicine.

[50]  R. Maughan,et al.  Requirements for ethics approvals , 2009, Journal of sports sciences.

[51]  P. Krustrup,et al.  Match performance of high-standard soccer players with special reference to development of fatigue , 2003, Journal of sports sciences.