Tell me how much your opponent team runs and I will tell you how much you should run: A predictive model applied to Spanish high-level football.

The aim of this study was to predict a team's accumulated distance (TotDisTea) and accumulated distance at > 21 km/h (TotDis21Tea) in the Spanish Football First Division. 2,946 team physical performances (out of 3040 possible) during four seasons (from 2016-17 to 2019-20) were analysed. The outcome variables were the TotDisTea and TotDis21Tea when the ball was in play. Eight predictor variables were used: the distance accumulated and accumulated at > 21 km/h by the opponent (TotDisOpp and TotDis21Opp) were registered in km, the effective playing (EffPlaTim) and possession (BalPos) time were recorded in min, match location (MatLoc) had two levels (home and away), match outcome (MatOut) had three levels (lost, drawn, and won), and the teams were grouped in four levels (Champions League, Europa League, remained, and relegation) distinguishing the observed team (TeaLev) and the opponent team (OppLev) in the match. A total of 127 models were estimated from the all-possible regressions procedure for each outcome variable. The model with six predictor variables was selected as the best model to predict the TotDisTea (R2adj = .82). The predictor variables TotDisOpp, EffPlaTim, and BalPos had a greater contribution to the mean outcome value than the predictors OppLev, TeaLev, and MatLoc. All models estimated to predict TotDis21Tea had little predictive power (R2adj < .38). The findings of this study have both theoretical and practical implications for practitioners. The interaction between teams has a great effect on the conditional response. Before the match, teams could use this information to anticipate the physical demand expected in the next match, and after the match, be able to assess whether the physical response was similar to expected, and make decisions.

Comparison of the external load of professional goalkeepers in different weekly training sessions.

The aim of this study was to compare the external load of professional goalkeepers (GKs) in different training sessions of the microcycle. Three professional GKs (age: 28.1 ± 6.9 years; stature: 190.1 ± 1.9 cm; body mass: 84.8 ± 1.1 kg) were monitored by GPS devices during different training sessions according to the days since/until the match day (MD) at MD+1, MD-4, MD-3, MD-2 and MD-1. Different external load measures were calculated: total distance, distance covered at > 14 km · h-1, acceleration load, player load, number of dives, dive load, number of explosive efforts of displacement, number of low intensity (< 0.3 m), medium intensity (0.3-0.4 m), high intensity (> 0.4 m) and medium-high intensity jumps (> 0.3 m). The results showed that there is a decrease in the external load as the GKs' training sessions approach the match, with the lowest value of external load observed at MD-1, and the highest external loads at MD+1 and MD-4. This analysis of the external load demands of professional soccer GKs provides new information that will be useful to inform professionals when planning and implementing training and/or recovery strategies for soccer GKs during the microcycle.

An eight-season analysis of the teams' performance in the Spanish LaLiga according to the final league ranking.

This study aimed to analyse the performance of 5,518 collective observations of the Spanish LaLiga teams for eight consecutive seasons (from 2011-12 to 2018-19), considering the final league ranking. The teams were divided into four groups: Europe (from 1st to 6th), Upper-Middle (from 7th to 11th), Lower-Middle (from 12th to 17th) and Relegation (from 18th to 20th). The variables recorded were: Passes, Successful Passes, Crosses, Shots, Goals, Corners, Fouls, Width, Length, Height, distance from the goalkeeper to the nearest defender (GkDef), total distance covered (TD) and number of points accumulated. The main results were that: 1) Europe, being superior to the rest of the groups, showed lower values of Length from 2015-16, and lower values of GkDef from 2014-15; 2) Upper-Middle showed lower values of Length from 2015-16; 3) Lower-Middle showed fewer Shots from 2013-14, and lower values of Length, GkDef and TD from 2014-15; and, 4) Relegation barely showed significant differences between seasons in any variable. The study concludes that the teams of the Europe, Upper-Middle and Relegation groups showed quite stable performance, while the teams of the Lower-Middle group presented a worsening in different dimensions as the seasons progressed. The information provided in this study makes it possible to have reference values that have characterized the performance of the teams for each group.

Análisisdel Tiempo de Juego Efectivo y de la Posesión de Balón en el Fútbol Femenino Profesional / Análise do Tempo Efetivo de Jogo e Posse de Bola no Futebol Profissional Feminine / Analysis of Effective Playing Time and Possession of the Ball in Professional Female Footbal

Elobjetivo del presente estudio observacional fue describir el tiempo efectivo dejuego en el fútbol femenino profesional a partir de cómo se distribuyó la frecuencia y duración de la posesión de balón. Se analizaron ocho partidos de la Champions League femenina de la temporada 2021-22. El sistema de codificación estuvo compuesto por cuatro categorías: posesión de balón (dentro del balón en juego, BJ) y balón parado (BP), tanto del equipo de referencia como del oponente. Se implementaron un análisis descriptivo, una comparación de medias para las variables independientes (parte (primeray segunda) y lugar (casa y fuera) del partido) y un análisis de secuencialidad. Los resultados fueron que: 1) el BJ tuvo una mayor duración que el BP, en ambas partes y lugares; 2) el número de posesiones por cada BJ decreció a medida que aumentó el númerode posesiones consecutivas (desde 1 a 5 o más); 3) no existieron diferencias en la duración promedio de las posesiones, indistintamente a las partes y el lugar; y, 4) existióvariabilidad en las transiciones entre los BJ y BP con diferente duración. Estos hallazgos podrían ayudar a los cuerpos técnicos y, especialmente, a las/os preparadoras/es en el diseño de tareas que repliquen las dinámicas de juego en el fútbol femenino de élite.(AU)

This observational study aimed to describe the effective playing time based on how the frequency and duration of ball possession were distributed in professional women's football. Eight matches of the Women's Champions League of the 2021-22 season were analyzed. The coding system was made up of four categories: possession of the ball (within the ball in play, BJ) and set piece (BP), both the reference team and the opponent. A descriptive analysis, a comparison of means for the independent variables (half (first and second) and location (home and away) of the match), and a sequential analysis were implemented. The results were that: 1) the BJ had a longer duration than the BP, in both halves and location; 2) the number of possessions per BJ decreased as more consecutive possessions were accumulated (from 1 to 5 or more); 3) there were no differences in the average duration of the possessions, regardless of the havesand the location; and, 4) there was variability in the transitions between the BJ andBP withdifferent duration. These findings could help the coaching staff and, especially, coaches in the design of tasks that replicate the game dynamics in elite women's football.(AU)

O objetivo deste estudo observacional foi descrever o tempo efetivo de jogo a partir da distribuição da frequência e duração da posse de bola no futebol feminino profissional. Foram analisadas oito partidas da Liga dos Campeões Feminina da temporada 2021-22. O sistema de codificação foi composto por quatro categorias: posse de bola (dentro da bola em jogo, BJ) e bola parada (BP), tanto da equipa de referência quanto do adversário. Foram implementadas uma análise descritiva, uma comparação de médias para as variáveis independentes (primeira e segunda parte) e localização (casa e fora) da partida) e uma análise sequencial. Os resultados foram que: 1) o BJ teve uma duração maior que o BP, em ambos os trechos e localização; 2) o número de posses por BJ diminuiu à medida que mais posses consecutivas foram acumuladas (de 1 para 5 ou mais); 3) não houve diferenças na duração média das posses, independentemente das partes e do localização; e, 4) houve variabilidade nas transições entre o BJ e oBPcom diferentes durações. Esses achados podem auxiliar as equipes técnicas e, principalmente, os treinadores no desenho de tarefas que reproduzam a dinâmica do jogo no futebol feminino de elite.(AU)

Do small-sided games prepare players for the worst-case scenarios of match play in elite young soccer players?

The aim of the study was to determine whether the physical performance of young soccer player during various small sided games (SSGs) underloads, replicates or overloads the requirements of the worst-case scenarios (WCS) during match play. A total of 521 SSGs' individual observations and 15 different formats of SSGs with different areas per player (ApP) (ApP100: < 100; ApP200: ranged from 101 to 200; ApP300: > 201, all in m2 · player-1) were taken into consideration. Whole (90-min average; OM) and 15-, 5- and 1-min worst-case scenarios (WCS15, WCS5 and WCS1, respectively) were analysed. Total distance covered relative (m · min-1) (TDCR), high-speed distance relative (m · min-1) (HSDR), very high-speed distance relative (m · min-1) (VHSDR) and sprint distance relative (m · min-1) (SDR), player load relative (PLR) and both total (ACCR) and high intensity relative accelerations (n · min-1) (ACCHR) were collected. All external load measures analysed were significantly higher in WCS1 compared to WCS of longer duration and SSGs with different ApP (p < 0.001). The analysis demonstrated interactions between game type and player positions (p < 0.001) for TDCR, VHSDR, PLR and ACCHR. The SSG formats did not sufficiently stimulate the WCS for locomotor demands (VHSDR and SDR). SSGs played on an ApP100 overestimated the mechanical values compared to WCS15 and WCS5. The analysed SSG formats did not sufficiently stimulate players to cope with all external load demands that occurred during WCS1. This study provides useful information for practitioners on the heightened impact of different SSG formats on external load in relation to the WCS of competitive match play.

Description of the Collective Behavior in Competition of Young Soccer Players Under-16 (U-16), Under-17 (U-17), Under-19 (U-19), and Under-23 (U-23), Considering the Areas of the Pitch and Phases of the Game.

ABSTRACT: Nieto, S, Echeazarra, I, Errekagorri, I, and Castellano, J. Description of the collective behavior in competition of young soccer players under-16 (U-16), under-17 (U-17), under-19 (U-19), and under-23 (U-23), considering the areas of the pitch and phases of the game. J Strength Cond Res XX(X): 000-000, 2023-The objective was to employ an integrated observational-notational record to describe collective behavior (CB) in competition matches of young soccer players from 4 teams, U-16, U-17, U-19, and U-23, playing for a professional soccer club academy. A total of 1,481 possessions were registered. Collective behavior, captured by GPS devices, was described with the variables: depth, surface area, stretch index, length, and width. In addition, from the notational analysis, the behavior depending on the area of the field (Z1, Z2, Z3, and Z4) and ball possession (POS), nonball possession (nPOS), and set pieces phases were contextualized. A 2-tailed analysis of variance was applied to compare the CB of the teams. Results show that: (a) in all ages/categories, CB varied significantly in and without the possession of the ball and was conditioned by the area of the pitch where the ball was; (b) CB showed higher values with the ball and greater variability without it; and (c) depending on the age, CB presented differences with larger effect sizes in depth and length, in and without the possession of the ball, in Z1 and Z2. Integrating positional data to the moment of play and areas of the field could help a more accurate analysis of the competition to better understand the CB evolution of young soccer players.

Performance Analysis of the Spanish Men's Top and Second Professional Football Division Teams during Eight Consecutive Seasons.

The present study aimed to analyse the performance of the Spanish men's top (LaLiga1) and second (LaLiga2) professional football division teams for eight consecutive seasons (from 2011-2012 to 2018-2019). The variables recorded were Passes, Successful Passes, Crosses, Shots, Goals, Corners, Fouls, Width, Length, Height, distance from the goalkeeper to the nearest defender (GkDef) and total distance covered (TD). The main results were that (1) LaLiga1 teams showed lower values of Length from 2013-2014, and lower values of GkDef and TD from 2014-2015; (2) LaLiga2 teams showed fewer Passes and lower values of GkDef and TD from 2014-2015, and fewer Goals and lower values of Length from 2015-2016; and (3) LaLiga1 teams showed more Passes, Successful Passes, Shots and Goals and higher values of TD compared to LaLiga2 teams during the eight-season period. This study concludes that LaLiga1 teams showed fewer final offensive actions, LaLiga2 teams showed fewer Passes and Goals and the teams of both leagues played in a space with greater density (meters by player), covering less distance as the seasons passed. The information provided in this study makes it possible to have reference values that have characterised the performance of the teams.

Impact of a 6-Day Official Tournament on Physical Demands, Perceptual-Physiological Responses, Well-Being, and Game Performance of Under-18 Basketball Players.

PURPOSE: This study aimed to examine the effect of a 6-day basketball tournament on the physical demands, perceptual-physiological responses, well-being, and game statistics of elite under-18 (years of age) players. METHODS: Physical demands (player load [PL], steps, impacts, and jumps, all normalized by playing time), perceptual-physiological responses (heart rate and rating of perceived exertion), well-being (Hooper index), and game statistics of 12 basketball players were monitored during 6 consecutive games. Linear mixed models and Cohen d effect sizes were used to assess differences among games. RESULTS: Significant changes were found for PL per minute, steps per minute, impacts per minute, peak heart rate, and Hooper index over the tournament. Pairwise comparisons showed that PL per minute was higher in game #1 than in games #4 (P = .011, large), #5 (P < .001, very large), and #6 (P < .001, very large). PL per minute recorded during game #5 was also lower than in games #2 (P = .041, large) and #3 (P = .035, large). The number of steps per minute was higher in game #1 than in all other games (all P < .05, large to very large). Impacts per minute were significantly higher in game #3 than in games #1 (P = .035, large) and #2 (P = .004, large). The only physiological variable that varied significantly was peak heart rate (higher in game #3 than in game #6; P = .025, large). The Hooper index gradually increased throughout the tournament, indicating poorer player well-being as the tournament advanced. Game statistics did not significantly change among games. CONCLUSIONS: The average intensities of each game and the players' well-being gradually decreased throughout the tournament. Conversely, physiological responses were mostly unaffected, and game statistics were unaffected.

Validation of “TesTactico for F7”: A tool to analyse Declarative Tactical Knowledge based on a Football Competence Observation System / Validación de “TesTactico para F7”: Una herramienta para analizar el Conocimiento Táctico Declarativo basada en un Sistema de Observación de la Competencia Futbolística / Validação do “TesTactico F7”: Um instrumento para analisar o Conhecimento Tático Declarativo baseado em um Sistema de Observação da Competência Futebolística

Este estudio tuvo como objetivo diseñar y validar una prueba de respuesta múltiple con imágenes de situaciones de juego del fútbol para evaluar el conocimiento táctico declarativo (CTD) del jugador. “TesTactico para F7” (fútbol-7) está compuesto por 62 situaciones de juego relacionadas con los criterios (fases, roles, acciones de los subroles adquiridos, principios operacionales y fundamentales/específicos) del Sistema de Observación de la Competencia Futbolística (FOCOS), analizando 67 variables. El coeficiente de validez de contenido (9.63/10) se estimó mediante grupo de expertos (n=13), calculando grado de acuerdo y aceptación. La validez de constructo se calculó mediante la prueba T-Student para muestras independientes. Participaron 155 jóvenes futbolistas organizados según su competencia futbolística (alta=80; baja=75). El cálculo del tamaño de la muestra post-hoc usando G*Power reveló .93 de poder (d=0.5, p=0.5). Se utilizó la corrección de Bonferroni para controlar la tasa de error familiar en cada criterio. Los resultados reflejaron que el grupo de alto nivel fue mejor en las 67 variables, con diferencias significativas (p ≤ .008) en 38 de ellas. También se calculó el tamaño del efecto d-Cohen para evaluar la magnitud de diferencias que fueron grandes (d = 1.38) para el Promedio Total. La fiabilidad de la herramienta se determinó a nivel inter-observador mediante el índice de concordancia kappa de Fleiss (k = .882), y a nivel intra-observador mediante el método test-retest utilizando kappa de Cohen (k = 1.000). La consistencia interna fue estimada a través del coeficiente alfa de Cronbach (α = .925). El análisis de generalizabilidad mostró también una excelente fiabilidad (G =.985) y una representatividad perfecta (r2 = 1.00), evidenciándose que la variabilidad es explicada por las situaciones de juego que componen el test. Se concluye que el instrumento presenta valores óptimos de validez y confiabilidad. (AU)

This study aimed to design and validate a multi-response test with images of football game-play situations to evaluate the player's declarative tactical knowledge (DTK). “TesTactico for F7” (seven-a-side football) is made up of 62 game-play situations related to the criteria (phases, roles, actions of the acquired subroles, operational and core/specific principles) of the Football Competence Observation System (FOCOS), analysing a total of 67 variables. The content validity coefficient (9.63 out of 10) was estimated via expert group (n=13), calculating the averages of the degree of agreement and acceptance of the experts. The construct validity was calculated using Student's T-testfor independent samples. 155 young football players participated according to their football competence (high-level=80; low-level=75). The post-hoc sample size calculation using G*Power revealed .93 of power (d=0.5, p=0.5). Bonferroni correction was used to control the family-wise error rate in each criterion. The results reflected that the high-level group was better in the 67 variables, with significant differences (p ≤ .008) in 38 of them. Cohen’s d-effect size was also calculated to assess the magnitude of the difference between both groups, which were large (d = 1.38) for the Total Average. The reliability of the tool was determined at the inter-observer level using the Fleiss kappa index of concordance (k = .882), and at the intra-observer level through the test-retest method using the Cohen kappa index (k = 1.000). Internal consistency was estimated through Cronbach's alpha coefficient (α = .925). The generalizability analysis also showed excellent reliability (G = .985) and perfect representativeness(r2 = 1.00), showing that the variability is explained by the game-play situations that make up the test. It is concluded that the instrument shows optimal validity and reliability values (AU)

Este estudo teve como objetivo validar um teste de múltipla escolha com imagens de situações de jogo de futebol para avaliar o conhecimento tático declarativo (CTD) do jogador. O "TesTactico F7" (futebol-7) é composto por 62 situações de jogo relacionadas com os critérios do Sistema de Observação da Competência Futebolística (FOCOS), analisando 67 variáveis. O coeficiente de validade de conteúdo (9,63/10) foi estimado por um grupo de especialistas (n=13), calculando o grau de concordância e aceitação. A validade de construto foi calculada usando a T-Student para amostras independentes. Participaram 155 jovens jogadores de futebol, organizados de acordo com sua competência futebolística (alta=80; baixa=75). O cálculo do tamanho da amostra post-hoc usando G*Power revelou poder de 0.93 (d=0.5, p=0.5). A correção de Bonferroni foi usada para controlar a taxa de erro em cada critério. Os resultados mostraram que o grupo de alto nível foi melhor nas 67 variáveis, com diferenças significativas (p ≤ .008) em 38 delas. O tamanho do efeito d-Cohen também foi calculado para avaliar a magnitude das diferenças entre os dois grupos, que foram grandes (d = 1.38) para o Escore Total. A confiabilidade do instrumento foi determinada no nível interobservador pelo índice de concordância Fleiss kappa (k = .882), e no nível intraobservador pelo método teste-reteste usando o kappa de Cohen (k = 1.000). A consistência interna foi estimadapor meio do coeficiente alfa de Cronbach (α = 0,925). A análise de generalização também apresentou excelente confiabilidade (G = .985) e representatividade perfeita (r2 = 1.00), mostrando que a variabilidade é explicada pelas situações de jogo que compõemo teste. Conclui-se que o instrumento apresenta valores ótimos de validade e confiabilidade. (AU)

Assessment of a New Change of Direction Detection Algorithm Based on Inertial Data.

The purpose of this study was to study the validity and reproducibility of an algorithm capable of combining information from Inertial and Magnetic Measurement Units (IMMUs) to detect changes of direction (COD). Five participants wore three devices at the same time to perform five CODs in three different conditions: angle (45°, 90°, 135° and 180°), direction (left and right), and running speed (13 and 18 km/h). For the testing, the combination of different % of smoothing applied to the signal (20%, 30% and 40%) and minimum intensity peak (PmI) for each event (0.8 G, 0.9 G, and 1.0 G) was applied. The values recorded with the sensors were contrasted with observation and coding from video. At 13 km/h, the combination of 30% smoothing and 0.9 G PmI was the one that showed the most accurate values (IMMU1: Cohen's d (d) = -0.29;%Diff = -4%; IMMU2: d = 0.04 %Diff = 0%, IMMU3: d = -0.27, %Diff = 13%). At 18 km/h, the 40% and 0.9 G combination was the most accurate (IMMU1: d = -0.28; %Diff = -4%; IMMU2 = d = -0.16; %Diff = -1%; IMMU3 = d = -0.26; %Diff = -2%). The results suggest the need to apply specific filters to the algorithm based on speed, in order to accurately detect COD.

Two periodization strategies in professional football and their influence on accumulated training load and its distribution: Differences between starters and non-starters.

This study compared weekly training-load (TL), training-monotony (TM), and training-strain (TS) in 80 professional football players (28.1 ± 3.2 yrs, 78.0 ± 5.9 kg, and 182.0 ± 4.8 cm), considering two lengths (6 and 7 days between matches), two types of periodization strategies (placing the compensatory session in MD+1 [P1] or MD+2 [P2] post-match-day) and two players' status, starters, and non-starters. Using Global Positioning Technology, the monitored variables were: Player Load (PL), Total Distance (TD), distances at various speeds (>21 [HSR], >24 [VHSR], and > 27 [SPR] km·h-1), number of accelerations (>2 m·s-2, ACC), and decelerations (<-2 m·s-2, DEC). Kruskal-Wallis and Mann-Whitney non-parametric statistical tests were used for loading strategy differences. In both lengths and periodization strategies of the micro-cycles, non-starters trained more than starters. There were differences in the quantity (TL) and distribution (TM and TS) demand considering the micro-cycle's length and periodization strategy. In MD+1 (P1), non-starters accumulated higher TL, showing moderate to large Cohen's d magnitudes in HSR, VHSR, SPR, PL, and TD. For starters, training in MD+2 (P2) resulted in higher values (p < 0.05) of TL, TM and TS. The coaching staff needs to anticipate TL, TM, and TS by considering players' status, periodization strategy, and the number of training sessions between matches.

Comparison of the External Load in Training Sessions and Official Matches in Female Football: A Case Report.

The objective of this study was to compare the external load of training sessions using as a reference an official competition match in women's football in order to find if the training sessions replicate the competition demands. Twenty-two semi-professional football players were analyzed during 17 weeks in the first phase of the competitive period of the 2020-2021 season of Spanish women's football. In addition to the competition (Official Matches, OM), four types of sessions were distinguished: strength or intensity (INT), endurance or extensity (EXT), velocity (VEL), and activation or pre-competitive (PREOM). The external load variables recorded were total distance (TD), high-speed running (HSR), sprint (Sprint), accelerations (ACC2), decelerations (DEC2), player load (PL), distance covered per minute (TDmin), high metabolic load distance (HMLD), and total impacts. The main results were that the external load demanded was different according to the type of session, being, in all cases, much lower than OM. The variables referring to the neuromuscular demands (ACC2 and DEC2) were higher in the INT sessions, the TD variable in the EXT sessions and the velocity variables (HSR and Sprint) in the VEL sessions. We can conclude that there was an alternating horizontal distribution of training loads within the competitive micro-cycle in women's football, although the order was not the usual one for tactical periodization.

Análisis de la influencia del marcador en el rendimiento del juego de un equipo de la Tercera División Española de Fútbol: Estudio de caso / Análise da influência do status de partida no desempenho do jogo de uma equipe da Terceira Divisão Espanhola de Futebol: Estudo de caso / Analysis of the influence of the match status on the game performance of a Third Spanish Soccer Division team: Case study

El objetivo del presente estudio fue estudiar cómo afectó el resultado momentáneo del partido en el rendimiento de un equipo perteneciente a la Tercera División Española de Fútbol. Se analizaron los 38 partidos disputados por el equipo de referencia durante la temporada 2018-19. Para valorar el rendimiento del equipo se emplearon los siguientes indicadores de rendimiento: duración de la posesión de balón a favor y en contra en diferentes zonas del terreno de juego, número de finalizaciones a favor y en contra, y de recuperaciones de balón. Los marcadores momentáneos con los que se segmentó el partido fueron: de empatar a ganar (EMGA), de empatar a perder (EMPE), de empatar a mantener (EMMA), de ganar a ampliar (GAAM), de ganar a empatar (GAEM), de ganar a mantener (GAMA), de ganar a reducir (GARE), de perder a ampliar (PEAM), de perder a empatar (PEEM), de perder a mantener (PEMA) y de perder a reducir (PERE). Se realizó la prueba no paramétrica U de Mann-Whitney para comparar los 11 tipos de marcadores dos a dos(p<0,05). El principal resultado del estudio fue que el equipo jugó diferente en función del estado del marcador momentáneo. El estudio sugiere a los entrenadores de fútbol amateur que además de tratar de desarrollar un modelo de juego particular, deberían atender estrategias de trabajo donde se planteen escenarios diversos en relación al resultado momentáneo. (AU)

The purpose of this study was to study how the match status of the match affected the performance of a team belonging to the Spanish Third Division of Soccer. The 38 games played by the reference team were analysed during 2018-19 season. In order to assessthe team's performance, the following performance indicators were used: duration of ball possession for and against in different zones of the pitch of play, number of shots for and against, and ball recoveries. The momentary scores with which the match was segmented were: from drawing to winning (EMGA), from drawing to losing (EMPE), from drawing to maintaining (EMMA), from winning to increasing (GAAM), from winning to drawing (GAEM), from winning to maintaining (GAMA), from winning to reducing (GARE), from losing to increasing (PEAM), from losing to drawing (PEEM), from losing to maintaining (PEMA) and from losing to reducing (PERE). The non-parametric Mann-Whitney U test was performed to compare the 11 types of scores two by two (p<0.05). The main result of the study was that the team played differently depending on the state of the momentary score. The study suggests to amateur soccer coaches that in addition to trying to develop a particular game model, they should attend to work strategies where different scenarios are considered in relation to the match status. (AU)

O objetivo deste estudo foi estudar como o status do jogo afetou o desempenho de uma equipe pertencente à Terceira Divisão Espanhola de Futebol. Foram analisados os 38 jogos disputados pela equipa de referência durante a época 2018-19. Para avaliar o desempenho da equipe, foram utilizados os seguintes indicadores de desempenho: duração da posse de bola a favor e contra em diferentes áreas do campo de jogo, número de chutes a favor e contra e recuperações de bola. As pontuações momentâneas com as quais a partida foi segmentada foram: do empate à vitória (EMGA), do empate à derrota (EMPE), do empate à manutenção (EMMA), da vitória ao aumento (GAAM), da vitória ao empate (GAEM), de ganhar para manter (GAMA), de ganhar para reduzir (GARE), de perder para aumentar (PEAM), de perder para empatar (PEEM), de perder para manter (PEMA) e de perder para reduzir (PERE). O teste não paramétrico U de Mann-Whitneyfoi realizado para comparar os 11 tipos de escores dois a dois (p<0,05). O principal resultado do estudo foi que a equipe jogou de forma diferente dependendo do estado da pontuação momentânea. O estudo sugere aos treinadores de futebol amador que, além de tentarem desenvolver um determinado modelo de jogo, atendam a estratégias de trabalho onde sejam consideradosdiferentes cenários em relação ao status da partida. (AU)

Tell me how and where you play football and I'll tell you how much you have to run.

The aim of this study was to describe the team accumulated physical response per minute considering only the effective playing time (EPT) attending to different contextual and strategic variables in the Spanish Football First Division (LaLiga Santander). A sample of 2,959 performances was included in the analysis, considering a 4-year period of analysis (from 2016-17 to 2019-20). The physical variables were: total distance covered with (DTminPOS) and without (DTminNOpos) possession of the ball, and distance covered at > 21 km·h-1 with possession (DT21minPOS) and without (DT21minNOpos). Two contextual variables, i.e. Place (Home/Away) and Score (Lost/Draw/Win), and two strategic variables, i.e. level of effective playing time (LevelETP) and level of possession of the ball (LevelPOS), were analysed. The teams ran more without possession of the ball than with possession; nevertheless, the teams that had less possession of the ball had higher values in the distance covered at > 21 km·h-1 with possession of the ball and vice versa. Furthermore, the strategic variables also had influence on the physical response (DT and DT21) of the teams,LevelETP and LevelPOS, although with interactive effects: longer playing time, less accumulated distance, and greater possession, greater accumulated distance in the defensive phase, both per min. The findings of this study may offer important practical implications to practitioners in order to assess physical performances of the players in matches, because it is crucial to integrate in the analysis the different contextual and strategic variables where the match has taken place to assess performances of the teams.

Different Sampling Frequencies to Calculate Collective Tactical Variables during Competition: A Case of an Official Female's Soccer Match.

The objective of the study was to assess the impact of the sampling frequency on the outcomes of collective tactical variables during an official women's soccer match. To do this, the first half (lasting 46 min) of an official league match of a semi-professional soccer team belonging to the Women's Second Division of Spain (Reto Iberdrola) was analysed. The collective variables recorded were classified into three main groups: point-related variable (i.e., change in geometrical centre position (cGCp)), distance-related variables (i.e., width, length, height, distance from the goalkeeper to the near defender and mean distance between players), and area-related variables (i.e., surface area). Each variable was measured using eight different sampling frequencies: data every 100 (10 Hz), 200 (5 Hz), 250 (4 Hz), 400 (2.5 Hz), 500 (2 Hz), 1000 (1 Hz), 2000 (0.5 Hz), and 4000 ms (0.25 Hz). With the exception of cGCp, the outcomes of the collective tactical variables did not vary depending on the sampling frequency used (p > 0.05; Effect Size < 0.001). The results suggest that a sampling frequency of 0.5 Hz would be sufficient to measure the collective tactical variables that assess distance and area during an official soccer match.

A longitudinal analysis of technical-tactical and physical performance of the teams in the Spanish LaLiga Santander: An eight-season study.

The aim of this study was to describe in the way teams played for the last eight seasons (from 2011-12 to 2018-19) in the Spanish Football First Division (Spanish LaLiga Santander), taking into account team match performances (n = 5,518). Ten technical-tactical and physical variables grouped into five dimensions were used: final behaviour (shots and crosses), set piece (corners and fouls), match volume (passes), physical performance (total distance covered) and collective use of the space (team width, team length, team defence height and distance from the goalkeeper to their defence). The main results were that the number of passes and team width showed a stable trend as the seasons passed. Nevertheless, the number of shots, crosses and corners, total distance covered, team length and distance from the goalkeeper to their defence showed a descending trend. The main conclusion was that over the seasons studied, the Spanish LaLiga Santander teams were characterized by an indirect style of play that, being the usual in this league, presented some evolution. The trend in the evolution of the game is that defence is put before attack. The findings of the study may be of interest to professional football staff to know more about the particular way teams play in competition, as well as its evolution, so as to focus on the training process according to the trend that is taking place in the game.

Comparison of the most demanding scenarios during different in-season training sessions and official matches in professional basketball players.

The purpose of this study was to compare physical demands during the most demanding scenarios (MDS) of different training sessions and official matches in professional basketball players across playing positions. Thirteen professional basketball players were monitored over a 9-week competitive season using a local positioning system. Peak physical demands included total distance, distance covered at > 18 km·h-1, distance and number of accelerations (≥ 2 m∙s-2) and decelerations (≤ -2 m∙s-2) over a 60-second epoch. Analysis of variance for repeated measures, Bonferroni post-hoc tests and standardised Cohen's effect size (ES) were calculated. Overall, almost all physical demands during the MDS of training were lower (-6.2% to -35.4%) compared to official matches. The only variable that surpassed competition demands was distance covered at > 18 km·h-1, which presented moderate (ES = 0.61, p = 0.01) and small (ES = 0.48, p > 0.05) increases during training sessions four and three days before a competition, respectively. Conversely, the two previous practices before match day presented trivial to very large decreases (ES = 0.09-2.66) in all physical demands. Furthermore, centres achieved the lowest peak value in total distance covered during matches, forwards completed the greatest peak distance at > 18 km·h-1, and guards performed the greatest distance and number of high-intensity accelerations and decelerations. In conclusion, physical demands during the MDS of different training sessions across the microcycle failed to match or surpass peak values during official matches, which should be considered when prescribing a training process intended to optimise the MDS of match play.

Accumulative weekly load in a professional football team: with special reference to match playing time and game position.

The aim of this study was to compare weekly accumulative load during the in-season competitive period by professional soccer players according to the amount of time played in official matches (90-min, >60-min, <60-min, and 0-min) regarding the players' position. Twenty-four professional outfield football players were monitored by GPS devices during training sessions and official matches and the accumulative weekly load were calculated for the following external load variables: total distance (TD; m), high speed running (HSR; >19.8 km·h-1), sprint meters (SPR; >25.2 km·h-1), high metabolic load distance (HMLD; >25.5 W·kg-1), number of accelerations (ACC; >3 m·s-2) and decelerations (DEC; <-3 m·s-2). This study revealed that players (as a whole o per demarcation) with more match playing time had a higher accumulative weekly load for most of the variables, but particularly at TD and HMLD (90-min and >60-min vs. <60-min and 0-min), HSR (90-min vs. <60-min and 0-min) and SPR (90-min vs. <60-min and 0-min). In addition, less positional variation was observed in relation to the competition requirements. This information would allow coaches to refine the required load with the objective of optimizing performance to soccer players.

Reference values for collective tactical behaviours based on positional data in professional football matches: a systematic review.

Match collective tactical behaviours can be used as a reference to design and select training strategies to improve individual and team performance in professional football. The aim of the systematic review was to cluster the collective tactical variables used to highlight and compare male soccer teams' collective behaviour during professional official matches, providing reference values for each of them. A systematic review of relevant articles was carried out using three electronic databases (PubMed, SPORTdiscus and Web of Science). From a total of 1,187 studies initially found, 13 original articles were included in the qualitative synthesis. The articles found concerned studies carried out on the Spanish, Portuguese, English and Brazilian 1st divisions and during the European UEFA Champions League. The team length and width ranged from 31 to 46 m and from 35 to 48 m, respectively. The distance from a defending team's goalkeeper to the nearest teammate ranged from 9 ± 6 to 30 ± 7 m, the goal line-recovery location from 27 to 37 m, and the opponent's goal line from 42 to 50 m. The stretch index ranged from 7 to 16 m. Mean team area was ~900 m2 and the area of the pitch which included all outfield players divided by the 20 outfield players ranged from 79 ± 15 to 94 ± 16 m2. All studies provided greater distance and area values during the team-possession phase in comparison to the non-possession one. The ball location on the pitch determined the collective tactical behaviour of the teams. The differences between halves in the distance and area values were contradictory. Further studies should assess the effect of the interaction between the contextual factors on the collective tactical behaviour to obtain more accurate references. This could help football coaches in the design of suitable training tasks to optimize tactical performance.