League Matches Research Articles

A New Bivariate Survival Model: The Marshall-Olkin Bivariate Exponentiated Lomax Distribution with Modeling Bivariate Football Scoring Data

This paper focuses on applying the Marshall-Olkin approach to generate a new bivariate distribution. The distribution is called the bivariate exponentiated Lomax distribution, and its marginal distribution is the exponentiated Lomax distribution. Numerous attributes are examined, including the joint reliability and hazard functions, the bivariate probability density function, and its marginals. The joint probability density function and joint cumulative distribution function can be stated analytically. Different contour plots of the joint probability density function and joint reliability and hazard rate functions of the bivariate exponentiated Lomax distribution are given. The unknown parameters and reliability and hazard rate functions of the bivariate exponentiated Lomax distribution are estimated using the maximum likelihood method. Also, the Bayesian technique is applied to derive the Bayes estimators and reliability and hazard rate functions of the bivariate exponentiated Lomax distribution. In addition, maximum likelihood and Bayesian two-sample prediction are considered to predict a future observation from a future sample of the bivariate exponentiated Lomax distribution. A simulation study is presented to investigate the theoretical findings derived in this paper and to evaluate the performance of the maximum likelihood and Bayes estimates and predictors. Furthermore, the real data set used in this paper comprises the scoring times from 42 American Football League matches that took place over three consecutive independent weekends in 1986. The results of utilizing the real data set approve the practicality and flexibility of the bivariate exponentiated Lomax distribution in real-world situations, and the bivariate exponentiated Lomax distribution is suitable for modeling this bivariate data set.

Intervention Accuracy and Perception of Fatigue in State-Level Australian Football Umpires

This investigation examined intervention accuracy and perception of fatigue associated with umpiring state-level Australian Rules football (AF). 39 field umpires (Age: 25.2 ± 6.8 y, Body Mass: 74.6 ± 7.9 kg, Height: 178.9 ± 7.4 cm) employed by the Western Australian Football Commission, were recruited. Intervention accuracy (whether given free kicks were correct) was analysed post-event by the lead investigator using footage of the matches, with two umpire coaches being used for reliability. Perception of fatigue was assessed pre- and post-match using a questionnaire. Data was collected in 22 Western Australian Football League matches in the 2023 season. 384 free kicks were recorded, with 343 correct and 41 incorrect decisions. Each umpire awarded 9.8 ± 3.8 free-kicks, with a distribution of correct-to-incorrect being 8.8 ± 3.2 to 1.1 ± 1.1 free-kicks per match. Intervention accuracy was 89.3 ± 10.4% correct. Significant decline in intervention accuracy between first and second half (W = .931, p = .021) was found. No significant declines in intervention accuracy between quarters were observed. Perception of fatigue was unchanged across matches ( p = .074). Our results demonstrate that umpires are generally accurate when adjudicating free kicks but said accuracy declines across a match. The results of this study, provide important insight on free-kick accuracy and perception of fatigue in state-level AF umpires, and may help regulatory bodies designing strategies to improve umpiring outcomes.

Comparative Analysis of Carbon Footprints from Away and Home Matches: A Study on Leading Basketball and Football Teams in Türkiye

Problem: Basketball and football teams in Türkiye have the capacity to travel hundreds of kilometres for league matches. In general, such major leagues and leading teams travelling from Türkiye have not been sufficiently researched in the context of Türkiye’s leading leagues and teams. In this context, the aim of this study is to assess and compare the carbon footprint of the transport activities of basketball and football teams in Türkiye for their home and away matches for the 2023–2024 season. Methods: The research is based on EN 16258 and ICAO carbon emissions methodologies. This study aims to calculate and compare the carbon footprint of different transport methods, including bus and plane, used by five basketball and football teams in Türkiye. Results: The findings show that there are significant differences between the teams in terms of travelling distances and carbon footprints. Trabzonspor from the Black Sea region released the highest CO2 emissions from air travel with a total of 91,667.1 kgCO2e, while Fenerbahçe Beko had the lowest CO2 emissions with 5316.72 kgCO2e. In terms of bus travel, Gaziantep FK led the CO2 emissions with 4356.45 kgCO2e, while Türk Telekom was the team with the lowest CO2 emissions with 1233.225 kgCO2e. The findings also reveal a notable difference in the number of trees teams need to plant to offset their carbon emissions. Because of their travel patterns, Antalyaspor would need to plant 3481 trees, whereas Fenerbahçe Beko would only need to plant 348 trees. Conclusions: Air travel is emerging as the dominant source of CO2 emissions and has a greater impact on the environmental impact of teams that rely heavily on airplanes. In this study, the league structure and duration play a critical role in shaping the carbon footprint of sports teams. The football season, which is longer compared to basketball, requires more frequent travel, especially for teams in more remote regions, resulting in higher carbon emissions than basketball. The dominance of Marmara region teams in basketball has a negative impact on the carbon footprint since these teams generally have shorter travel distances.

Impact of offensive team variables on goal scoring in the first division of the spanish soccer league: a comprehensive 10-year study

This study assessed the impact of team offensive variables on goals scored in Spain’s first-division soccer league from 2012–2013 to 2021–2022. A nomothetic multidimensional study was conducted, following the STROBE checklist. From 115 team variables available in the INSTAT database, 57 offensive metrics were selected. The selection was performed independently by five researchers to ensure comprehensive inclusion of relevant metrics. The data included 38 league matches each season, involving 30 teams. The study identified key offensive performance metrics strongly correlated with goals scored. These include shots on target (r = 0.898), chances created (r = 0.871), penalty box entries (r = 0.852), positional attacks with shots (r = 0.818), total shots (r = 0.807), central attacks with shots (r = 0.804), accurate passes (r = 0.760), and efficiency in positional attacks (r = 0.755). The findings underscore the importance of specific offensive metrics in enhancing goal-scoring capabilities. Coaches can improve their team’s offensive performance by focusing on passing accuracy, dribbling, and maximizing scoring chances. Successful teams consistently convert attacks into shots on goal through various situations, including central attacks, flanks, counterattacks, corners, and set pieces. Tactical adjustments based on these insights can optimize offensive effectiveness.

Metaphorical constructs and semiotic expressions in the BBC Yoruba Internet memes of English Premier League match results

Metaphorical constructs and semiotic expressions in the BBC Yoruba Internet memes of English Premier League match results

The Technical-Tactical Profile of Soccer Goalkeepers: The Impact of age and Competitive Level

The aim of the study was to evaluate the technical-tactical requirements profile of goalkeepers and to assess the influence of age and performance level. Therefore, 213 league matches involving elite youth soccer players (under 17 years old [U17], U19), semi-professional (U23, Germany's 4th league), and professional teams (Germany's 1st and 2nd league) were analyzed. Goalkeeper actions related to distribution, space defense, and goal defense were qualitatively recorded using a predefined categorization system by two independent raters, ensuring rigorous examination. The distribution of actions across offensive play, space defense, and goal defense was consistent, indicating robust patterns regardless of age or competitive level. Specifically, offensive play actions constituted about 73–77% of all actions, space defense accounted for 13–15%, and goal defense comprised 10–12%. This uniformity suggests that despite variations in age and competitive levels, the technical requirements profiles of U17, U19, U23, and professional goalkeepers largely coincide. Consequently, goalkeepers should be introduced to building play under pressure as early as possible. Training focused on playing with the feet under pressure should hold a high priority in goalkeeper training.

Injury rates and mechanisms of starting and replacement players

ABSTRACT To examine injury rates, injury mechanisms and injury inciting tackle characteristics of both starting and replacement players. A prospective, cohort study of four male professional Welsh Rugby Union (WRU) teams. Injury surveillance and Global Positioning System (GPS) data were collected from league matches between the 1st of July 2017 to the 31st of August 2020. Video analysis included league matches from the 1st of July 2017 to the 31st of March 2021. Player-specific GPS exposure was used to calculate injury incidence. Generalised linear mixed models were used to analyse the effect of replacement players on injuries. Tackle injury propensity (injuries/100 tackle events) and descriptive characteristics for the tackle event were reported. A total of 290 injuries were sustained by 105 players. Starting players had a higher injury incidence than replacement players (80.8 vs 57.2 injuries/1000 match hours; rate ratio: 1.41 (95% CI 1.00 – 1.98)). For every replacement used there was a 12% increase in the number of injuries (p = 0.037). However, there was no increase in the number of injuries accounting for the replacement time-in-game (p = 0.099). The injury propensity was highest for starting versus opposition replacement players (RR: 4.08, 95% CI: 2.28 – 7.29). Injury inciting tackles for starting players showed higher body positions, whereas replacement players maintained a lower body position. Match injuries were influenced by the number of replacement players, but this was mitigated when accounting for the replacement player time-in-game. Starting and replacement players have differing injury inciting tackle characteristics, suggesting that injury risk mitigation associated with the tackle should be incorporated at a player-specific level.

Isometric Shoulder and Hip Strength Impact on Throwing Velocity and Reactive Strength.

The aim of the study is to examine relationships between shoulder extension-flexion and internal-external rotation strength of professional male handball players with throwing velocity, and the hip extension-flexion strength with horizontal and vertical reactive strength index. Fifteen professional male handball players participating in 1st League matches took part in the study. The results showed that isometric shoulder flexion and extension strength significantly predicted stable throwing velocity (r2=between 0.27-0.73) and dynamic throwing velocity (r2=between 0.30-0.62). In addition, isometric internal and external rotation strength significantly predicted stable throwing velocity (r2=between 0.32-0.54) and dynamic throwing velocity (r2=between 0.31-0.44). Moreover, isometric hip extension and flexion strength significantly predicted vertical reactive strength index (r2=between 0.31-0.45) and horizontal reactive strength index (r2=between 0.26-0.42). In conclusion, it was observed that shoulder strength has an enhancing effect on handball players' throwing velocity, while hip strength is a determining factor for the reactive strength index. In this context, it is assumed that shoulder weakness during throwing will affect the accuracy and velocity of throwing by disrupting the angular momentum, while weakness in the hip during the jump phase of the throwing motion will negatively affect the explosive power by limiting stabilization during landing.

Incentives matter sometimes: On the differences between league and Cup football matches

Economic agents react to incentives, and this holds true for professional football teams as well. Double round-robin and single-match elimination represent two opposite competition regimes, with incentives varying distinctly between them. At the level of individual matches, a single defeat needs not be fatal under a double round-robin regime, unlike in a single-match elimination system. Utilizing data from Dutch professional football from the 2004/05 season to the 2022/23 season, we compare single-match elimination Cup matches with double round-robin league matches, focusing on stadium attendance, match results, and home advantage. Stadium attendance tends to be lower in Cup matches, although the gap narrows in later stages of the Cup tournament, and it eventually disappears. The home advantage is similar in Cup matches and league matches, but when Cup matches extend beyond regular time, the home advantage diminishes. In later stages of the Cup tournament, both during extra time and penalty shootouts, home advantage appears to be virtually absent.

Player Activity and Load Profiling with Hidden Markov Models: A Novel Application in Rugby League

ABSTRACT Player movement in rugby league is complex, being spatiotemporal and multifaceted. Modeling this complexity to provide robust measures of player activity and load has proved difficult, with important aspects of player movement yet to be considered. These include the influence of time-varying covariates on player activity and the combination of different dimensions of player movement. Few studies have simultaneously categorized player activity into different activity states and investigated factors influencing the transition between states, or compared player activity and load profiles between matches and training. This study applied hidden Markov models (HMMs)—a data-driven, multivariate approach—to rugby league training and match GPS data to i) demonstrate how HMMs can combine multiple variables in a data-driven way to effectively categorize player movement states, ii) investigate the influence of two time-varying covariates, score difference and elapsed match time on player activity states, and iii) compare player activity and load profiles within and between training and match modalities. HMMs were fitted to player GPS, accelerometer and heart rate data of one English Super League team across 60 training sessions and 35 matches. Distinct activity states were detected for both matches and training, with transitions between states in matches influenced by score difference and elapsed time and clear differences in activity and load profiles between training and matches. HMMs can model the complexity of player movement to effectively profile player activity and load in rugby league and have the potential to facilitate new research across several sports.

Virtual football violence: exploring the resurgence of football’s deviant leisure cultures in England

ABSTRACT This paper examines the resurgence of deviant leisure cultures in football, with a focus on virtual football violence. Despite advancements in curbing violence in UK football stadiums, new challenges emerge online. By analysing social media discourse from three English Premier League matches in 2022, the study reveals the prevalence of several forms of virtual violence, including threats of physical and sexual violence, emotional violence, and discriminatory violence. The research highlights the resurgence of ‘traditional’ norms of masculinity, aggression, and misogyny facilitated by anonymity in online spaces. Paradoxically, the results show that fans engage in derogatory language while simultaneously condemning similar actions by others. This phenomenon is particularly evident in the category of discriminatory violence, where comments are frequently challenged, indicating a ‘raising of consciousness’ and a growing intolerance to certain forms of discriminatory language. However, despite some evidence of social consciousness and pushback against discriminatory language, the prevalence of virtual violence remains concerning on multiple levels. This underscores the need for continued efforts to promote respectful discourse and foster inclusive environments online.

Exploring the Potential Impacts of Mobile Sports Gambling on Economic Growth in Sub-Saharan Africa: A Case Study of Kenya

Kenya’s vibrant mobile sports gambling scene pulsates with the promise of economic prosperity and sporting excellence. Yet, beneath the gleaming facade, whispers of potential pitfalls like addiction, financial strain, and match-fixing cast a long shadow. This study embarks on a multifaceted exploration, wielding both quantitative and qualitative data to reveal the complex realities behind the hype that is all too familiar with the target group. The findings paint a nuanced picture. Young adults and those with higher incomes gamble more frequently, raising concerns about responsible gaming practices. While the industry sparks job creation in sectors such as customer service, marketing, advertisement/brand influencing, and programming, negative consequences like match-fixing and addiction cannot be ignored. For example, in 2023, Kenya’s football federation suspended 14 male football players and 2 coaches over match-fixing allegations, and in February 2020, FIFA banned 4 Kenyan players over an international conspiracy to fix league matches, showing that such iniquitous traits have already permeated the Kenyan sporting arena. Increased sponsorship deals are perceived to propel sports quality; for example, boxing in Kenya was considered a forgotten sport, but various pugilists have gotten lifelines from sponsorship deals with sports betting companies despite these ethical questions still remaining unanswered. Public awareness of government initiatives funded by gambling taxes remains surprisingly low, highlighting a need for greater transparency. Based on these insights, I propose a roadmap for navigating this dynamic landscape. Public awareness campaigns coupled with financial literacy education can empower Kenyans to gamble responsibly. Strengthening regulations and refining taxation systems will ensure fairness and optimize revenue generation. Expanding support services for problem gamblers and fostering workplace awareness are crucial steps towards mitigating negative impacts. Finally, in-depth research is needed to understand the long-term economic and social implications, paving the way for evidence-based interventions. This study transcends mere analysis, offering a crucial compass for policymakers and stakeholders. By acknowledging the double-edged nature of mobile sports gambling, we can chart a course towards a sustainable and responsible future for this transformative industry, ensuring that Kenya truly leverages its potential for growth and prosperity while safeguarding its social well-being.

The effect of the goal kick rule change on the team’s performance in ball possession and goal scoring in elite male football

Goalkeepers have always played an important role Defensively. Due to rule changes and tactical transitions, goalkeepers now also have an influence on attacking aspects of the game (Szwarc et al., 2023, Baltic J Health Phys Act). The most recent rule change allows attacking players in the box during goal kicks, which creates extra space for the attacking team at the time of the goal kick without direct pressure from the opponent. This is beneficial for teams in the build-up who try to increase space to create goal scoring opportunities in advantageous positions eventually high up the pitch (Goes et al., 2019, Big Data, 7, 57-70). This latest rule change gives the attacking team an extra 640 m2 of space to displace the opposition defence in deeper positions to create scoring opportunities. As of date, no research has looked at the goal kick rule change and its effect on the distribution tendencies and tactical approaches implemented, when attempting to progress the ball up the field from a goal kick. This research aims to analyse the distribution tendencies of Premier League teams in the 2022/2023 season and compare goal kick and build-up behaviour between teams, depending on their finishing position in the season. A secondary data analysis will be conducted on Premier League matches during the 2022/2023 season, including 2136 goal kick sequences cropped from 760 games. The location of the first pass of the goal kick, number of passes during the build-up, duration of the build-up phase, and the amount of goalkeeper touches after the initial goal kick will be analysed. Additionally, the outcome of successful goal kicks will be analysed considering the action and location of the action. All data analysis will be done using HUDL Sportscode (v12.29.0., Hudl, USA). Statistical analysis will evaluate the effect of team’s league table position on the start of the goal kick, build up phase, and the outcome of the goal kick.

Positional Differences in Decision-Making Situations during Professional Rugby League Match-Play.

The aim of this study was to explore the types and frequency of decision-making situations of rugby league players during defensive situations and examine whether they were predictive of key performance indicators (KPI). Fifteen elite rugby league matches were coded using notational analysis methods. Specific defensive situations were analysed, including the number of: one-on-one situations with an opposing attacker (1-on-1), two-on-one situations (2-on-1), and combined 1-on-1 and 2-on-1 situations (i.e., total decisions; TDs). There was no relationship between the game outcome and game KPIs for TDs or 1-on-1 decision-making situations. However, successful tackles and missed tackles were predictive of 2-on-1 decision-making situations. Positional differences revealed that back rowers were exposed to the greatest number of decision-making situations, while wingers had the lowest exposure. The total number of decisions and the number of 1-on-1 decisions made by the centres and wingers were significant predictors of line breaks. Additionally, 2-on-1 decisions were significant predictors of line breaks for backrowers. The findings of this study suggest that the type and frequency of decision-making situations in Rugby League are position specific. Practical applications for coaches are discussed to ensure that practice approaches are representative of the various defensive decision-making demands players experience during a game, based on their position.

ANTHROPOMETRIC AND PHYSICAL QUALITIES OF SEMI-PROFESSIONAL RUGBY LEAGUE PLAYERS

AIM The aim of the current study was to investigate the physiological and anthropometric characteristics of semi-professional rugby league players across a typical season, including pre- and post-season data. METHODS Thirty-five semi-professional rugby league players, mean age 25.38 ± 2.35 years were measured for height, body mass, sum of skinfolds, and speed (20m sprint). Global positioning system (GPS) data, sampling at 10 Hz, were collected, two pre-season and eighteen Queensland Cup rugby league matches in the 2023 season for 10 players (backs and forwards). Data was categorized into total distance (km), sprint distance (m), power plays, energy expenditure (kcal), player load, and top speed (m/s). RESULTS Compared with forwards the backs had significantly lower body mass (99.4kg vs 90.8kg), and significantly greater speed during 20m sprint (3.00 vs 3.1sec). Sum of skinfolds, no differences between backs and forwards across the three time points, 104.2 vs 106.2mm, 103.9 vs 110.9mm and 93.8 vs 108.1mm. Reviewing the GPS data across the trial and cup games revealed a number of significant differences between backs and forwards, backs greater overall distance (6.63km vs 5.26km), sprint distance (467.53 vs 264.63m), power plays (37 vs 25), energy expenditure (1002.42 vs 778.90 kcal), player load (311.50 vs 275.16), top speed (8.02 vs 7.02m/s). CONCLUSION Retrospective analysis of our data has allowed us to understand the activity demands between match types and differences in activity demands between seasonal phases of training in semi-professional male rugby league players and will permit further specificity of training and improve performance. Determining the fitness and physiological profiles and how they relate to training and match demands will allow the coaching staff to develop more targeted training strategies in order to optimally develop the fitness characteristics that predominantly underpin match demands.

AI-based betting anomaly detection system to ensure fairness in sports and prevent illegal gambling

This study develops a solution to sports match-fixing using various machine-learning models to detect match-fixing anomalies, based on betting odds. We use five models to distinguish between normal and abnormal matches: logistic regression (LR), random forest (RF), support vector machine (SVM), the k-nearest neighbor (KNN) classification, and the ensemble model—a model optimized from the previous four. The models classify normal and abnormal matches by learning their patterns using sports betting odds data. The database was developed based on the world football league match betting data of 12 betting companies, which offered a vast collection of data on players, teams, game schedules, and league rankings for football matches. We develop an abnormal match detection model based on the data analysis results of each model, using the match result dividend data. We then use data from real-time matches and apply the five models to construct a system capable of detecting match-fixing in real time. The RF, KNN, and ensemble models recorded a high accuracy, over 92%, whereas the LR and SVM models were approximately 80% accurate. In comparison, previous studies have used a single model to examine football match betting odds data, with an accuracy of 70–80%.

Does Location Matter? An Econometric Analysis of Stadium Location and Attendance at National Women’s Soccer League Matches

This study examines the impact of stadium locations on attendance in the National Women’s Soccer League (NWSL). We develop a match-level attendance model incorporating control variables such as market factors and consumer preferences to assess attendance for NWSL games. Our results indicate that attendance drops the further an NWSL stadium is from the city center. Specifically, the coefficients suggest an inverse relationship between attendance at NWSL matches and the distance to the city center, indicating that for every mile further an NWSL team was from the city center, attendance declined by about 6.6%. Our findings show that some of the perceived differences in demand for women’s soccer may be due to infrastructural inequalities such as stadium locations. Therefore, one way to boost demand and attendance in professional women’s sport, specifically soccer, is to move away from suburban stadiums and toward downtown locations.

A Novel Case Study Approach to the Investigation of Leg Strength Asymmetry and Rugby League Player's Multidirectional Speed.

Helme, M, Emmonds, S, Low, C, and Till, K. A novel case study approach to the investigation of leg strength asymmetry and Rugby League player's multidirectional speed. J Strength Cond Res 38(5): 941-947, 2024-Leg strength and multidirectional speed qualities have repeatedly been linked with increased performance during Rugby League (RL) match play and associated with career attainment. However, very little of this evidence for strength has been gained through unilateral measurements with no study available that has examined the impact of strength asymmetry, in this population, on speed qualities in RL players. Therefore, this study examined the association between unilateral strength, and as a novel development, the subject with the most extreme asymmetry was identified for further analysis. Fifty RL players undertook the rear foot elevated split squat 5 repetition maximum, 20-m linear sprint, and modified 505 change of direction test. The mean leg strength for the group was 88.92 ± 12.59 kg; when divided by body mass, the mean relative strength (REL) was 1.03 ± 0.17 kg·kg -1 , and the mean asymmetry was 3.21 ± 5.70%. The subject with the greatest asymmetry (subject A) had an imbalance of 33% and a mean leg strength of 75 kg (REL = 0.78 kg·kg -1 ) and a body mass 1 SD above the group mean. Analysis of the group's data and that of subject A did not indicate that leg strength asymmetry was either frequent or harmful, with respect to speed performance. However, relative leg strength was associated with both improved linear and multidirectional speed. Practitioners are recommended to prioritize the development of relative leg strength and disregard the aspiration for between leg performance symmetry.

Factors that affect handball execution in Australian Football

ABSTRACT A handball is one of two technical skills used to dispose of the ball in Australian Football. Previous research has only considered handball effectiveness in the analysis of team performance and there is a need to understand whether there are other more important characteristics of handball execution that explain effectiveness (i.e., performance). 1342 handballs from Australian Football League matches were analysed. Ten characteristic variables were created that represent the context and execution of each handball included in the analysis. A mixed effects generalised linear model was used to evaluate the effect of the (ten) characteristics on handball outcome. Three out of ten characteristics were associated with handball outcome, and these related to the posture of the handballer and the type of defensive pressure applied to the handballer and the receiver of the handball. These findings explain both how to increase handball effectiveness and how to reduce the handball effectiveness of an opposition team. Given the important role of handballing in passing sequences and maintaining ball possession, the practical application of these findings could enhance overall team performance.

Playing position and match location affect the number of high-intensity efforts more than the quality of the opposition in elite football players.

This study aimed to examine the impact of playing position (PP), match location (ML), and opposition standard (OS) on team and individual acceleration (ACC) and deceleration (DEC) efforts. Fifty professional football players were monitored across 24 English Premier Development League matches during the 2020/21 season. High-intensity ACC and DEC thresholds were set at > +3 m · s-2 and < -3 m · s-2, respectively. Players were divided into five PPs: centre backs (CB; n = 68), full-backs (FB; n = 24), centre midfielders (CM; n = 54), wide midfielders (WM; n = 15), centre forwards (CF; n = 27). Opposition standard was categorised as Top (1st-4th), Middle (5th-9th), and Bottom (9th-13th) based on final league ranking of the study season. Each match location was classified as Home or Away. One way analysis of variance (ANOVA) and a multivariate ANOVA analysed the independent effect of PP, ML and OS on ACC and DEC efforts, and the interaction of all contextual factors, respectively. Acceleration efforts were affected by PP and ML. FB performed 22% more ACC than WM. All players performed 6% more ACC actions during home matches compared to away fixtures. DEC efforts were only affected by PP, with FB and CM executing 26% and 32% greater DEC efforts than CB, respectively. When playing against top or middle teams at home, CB, CM, and CF tended to perform more high-intensity actions than when playing away. In contrast, when playing against top teams at home, FB and WM performed fewer high-intensity actions than when playing away. Playing position and ML affected ACC and DEC actions but not OS.