Pub Date : 2023-03-20DOI: 10.1177/17479541231163535
A. Escudero-Tena, S. Ibáñez, J. Parraca, B. Sánchez-Alcaraz, D. Muñoz
The objective of this research was to analyse the shot following the return in men's and women's professional padel according to the importance of the point and the service tactical position. The type of shot following the return, importance of the shot and tactical position of the serving pair were recorded by systematic observation. A total of 2752 points (1431 men's and 1321 women's) from 69 matches played in the 2021 season of the World Padel Tour circuit were used. The results show that while men use more forehand and backhand volleys as shots following the return, women use more trays or smashes and back wall shots. In addition, while the server is the one who plays the most third shots following a straight return in men's padel (forehand and backhand volleys) and women's (forehand volleys and backhand volleys), the server's partner is the one who plays the most third shots following a lob return in the men's category (trays or smashes and back wall shots) and women's category (trays or smashes and back wall shots). Moreover, the importance of the point and the service position are parameters that affect the shot following the return in men's and women's professional padel. Thus, these findings are very novel as it is the first investigation to analyse the shot following the return in professional padel.
{"title":"Influence of the importance of the point and service tactical position in the shot following the return in men’s and women’s professional padel","authors":"A. Escudero-Tena, S. Ibáñez, J. Parraca, B. Sánchez-Alcaraz, D. Muñoz","doi":"10.1177/17479541231163535","DOIUrl":"https://doi.org/10.1177/17479541231163535","url":null,"abstract":"The objective of this research was to analyse the shot following the return in men's and women's professional padel according to the importance of the point and the service tactical position. The type of shot following the return, importance of the shot and tactical position of the serving pair were recorded by systematic observation. A total of 2752 points (1431 men's and 1321 women's) from 69 matches played in the 2021 season of the World Padel Tour circuit were used. The results show that while men use more forehand and backhand volleys as shots following the return, women use more trays or smashes and back wall shots. In addition, while the server is the one who plays the most third shots following a straight return in men's padel (forehand and backhand volleys) and women's (forehand volleys and backhand volleys), the server's partner is the one who plays the most third shots following a lob return in the men's category (trays or smashes and back wall shots) and women's category (trays or smashes and back wall shots). Moreover, the importance of the point and the service position are parameters that affect the shot following the return in men's and women's professional padel. Thus, these findings are very novel as it is the first investigation to analyse the shot following the return in professional padel.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"185 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114960875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-20DOI: 10.1177/17479541231161288
A. Escudero-Tena, L. Galatti, B. Sánchez-Alcaraz, D. Muñoz, S. Ibáñez
Since the 2020 season the World Padel Tour (WPT) has incorporated the golden point rule, which consists of playing a point to decide the game when the score is deuce (40–40). The objective of this study was to analyze the characteristics of the golden points and the rest of the points in men's and women's professional padel, as well as to identify the differences between both types of points. A sample of 2752 points (1431 men's and 1321 women's) was used from 394 games identified and finished with a golden point, corresponding to 69 matches played in the 2021 season of the WPT circuit. The variables recorded were the type of point (golden points and non-golden points), player serving, tactical service position, number of net exchanges, effectiveness of the partner serving and effectiveness of the last shot through systematic observation. The results indicate that during the golden points in men's padel, the Australian position is usually used more, while in women's padel the Australian position is more common when the player on the right serves and the traditional one when the player on the left serves. In addition, both in men and women, the most common serves are those directed towards the side wall. On the other hand, except for the errors in women's padel during the golden points, the winning shots are made in areas close to the net and the errors in areas at the back of the court.
{"title":"Effect of the golden points and non-golden points on performance parameters in professional padel","authors":"A. Escudero-Tena, L. Galatti, B. Sánchez-Alcaraz, D. Muñoz, S. Ibáñez","doi":"10.1177/17479541231161288","DOIUrl":"https://doi.org/10.1177/17479541231161288","url":null,"abstract":"Since the 2020 season the World Padel Tour (WPT) has incorporated the golden point rule, which consists of playing a point to decide the game when the score is deuce (40–40). The objective of this study was to analyze the characteristics of the golden points and the rest of the points in men's and women's professional padel, as well as to identify the differences between both types of points. A sample of 2752 points (1431 men's and 1321 women's) was used from 394 games identified and finished with a golden point, corresponding to 69 matches played in the 2021 season of the WPT circuit. The variables recorded were the type of point (golden points and non-golden points), player serving, tactical service position, number of net exchanges, effectiveness of the partner serving and effectiveness of the last shot through systematic observation. The results indicate that during the golden points in men's padel, the Australian position is usually used more, while in women's padel the Australian position is more common when the player on the right serves and the traditional one when the player on the left serves. In addition, both in men and women, the most common serves are those directed towards the side wall. On the other hand, except for the errors in women's padel during the golden points, the winning shots are made in areas close to the net and the errors in areas at the back of the court.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125503820","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-20DOI: 10.1177/17479541231164057
Ted Polglaze
{"title":"Analysing the physical output of international field hockey players through the lens of phase of play: A Commentary","authors":"Ted Polglaze","doi":"10.1177/17479541231164057","DOIUrl":"https://doi.org/10.1177/17479541231164057","url":null,"abstract":"","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126640133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-14DOI: 10.1177/17479541231158527
Eoin Cunniffe, M. Connor, M. Beato, A. Grainger, Walter Mcconnell, C. Blake
The purpose of this study was to describe the locomotor activity of men's hockey based on the phase of play and to identify if differences in locomotor activity exist between phases. Twenty-four players (age 26 ± 4) wore a 10 Hz Global Positioning System device to track locomotor activity during 10 international matches. The locomotor activity of players was allocated to five different phases: (1) established attack, (2) opposition counterattack, (3) established defence, (4) attacking counterattack and (5) offensive pressing, utilising a video analysis-based system. Linear mixed models and post-hoc pairwise comparisons, using estimated marginal means, were utilised to compare the locomotor activity in each phase of play within each position. Significant main effects were found for the phase of play on several locomotor activity metrics ( p ≤ 0.05). With respect to max speed and relative total distance across positions, counterattacks present a unique challenge compared to other phases. Established attack phases evoke lower max speed values than offensive pressing phases for all playing positions as well as compared to opposition counterattacks for defenders, midfielders, and forwards. Positional differences existed during attacking counterattack phases, with defenders producing lower values than both midfielders and forwards for high-speed running, high-speed running efforts, max speed and relative total distance. Depending on the metric, this approach captured 22%–70% of a player's locomotor activity providing valuable insight into the current dynamics of international hockey. This investigation demonstrated positional differences based on the phase of play, which may explain previous research findings regarding positional differences.
{"title":"Analysing the physical output of international field hockey players through the lens of the phase of play","authors":"Eoin Cunniffe, M. Connor, M. Beato, A. Grainger, Walter Mcconnell, C. Blake","doi":"10.1177/17479541231158527","DOIUrl":"https://doi.org/10.1177/17479541231158527","url":null,"abstract":"The purpose of this study was to describe the locomotor activity of men's hockey based on the phase of play and to identify if differences in locomotor activity exist between phases. Twenty-four players (age 26 ± 4) wore a 10 Hz Global Positioning System device to track locomotor activity during 10 international matches. The locomotor activity of players was allocated to five different phases: (1) established attack, (2) opposition counterattack, (3) established defence, (4) attacking counterattack and (5) offensive pressing, utilising a video analysis-based system. Linear mixed models and post-hoc pairwise comparisons, using estimated marginal means, were utilised to compare the locomotor activity in each phase of play within each position. Significant main effects were found for the phase of play on several locomotor activity metrics ( p ≤ 0.05). With respect to max speed and relative total distance across positions, counterattacks present a unique challenge compared to other phases. Established attack phases evoke lower max speed values than offensive pressing phases for all playing positions as well as compared to opposition counterattacks for defenders, midfielders, and forwards. Positional differences existed during attacking counterattack phases, with defenders producing lower values than both midfielders and forwards for high-speed running, high-speed running efforts, max speed and relative total distance. Depending on the metric, this approach captured 22%–70% of a player's locomotor activity providing valuable insight into the current dynamics of international hockey. This investigation demonstrated positional differences based on the phase of play, which may explain previous research findings regarding positional differences.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122932004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-14DOI: 10.1177/17479541231163234
V. Alfano, S. Ercolano
Due to COVID-19, the 32nd Olympic Games were postponed temporarily for the first time, apart from those cancelled during the First and Second World Wars. Did the pandemic also affect the results? We aim to understand the impact of stringency measures on athletes’ performance in the Olympics. For many athletes, the Olympics are the pinnacle of their careers, and they follow intense training schedules to arrive at the Games in peak physical condition. Stringency measures may have affected their results by making it harder for them to train effectively, to access sports infrastructure, to meet teammates, and more generally to follow an athletic lifestyle. Our quantitative analysis shows that stringency measures had an effect on the number of Olympic medals won, especially in team sports. This is consistent with the idea that stricter non-pharmaceutical interventions made it harder for teams to train together and achieve the necessary chemistry and harmony to succeed in such a competitive event. Furthermore, women were more severely penalized by higher stringency measures than men in team events.
{"title":"Training in lockdown: The impact of stringency measures on the Tokyo 2020 Olympic Games","authors":"V. Alfano, S. Ercolano","doi":"10.1177/17479541231163234","DOIUrl":"https://doi.org/10.1177/17479541231163234","url":null,"abstract":"Due to COVID-19, the 32nd Olympic Games were postponed temporarily for the first time, apart from those cancelled during the First and Second World Wars. Did the pandemic also affect the results? We aim to understand the impact of stringency measures on athletes’ performance in the Olympics. For many athletes, the Olympics are the pinnacle of their careers, and they follow intense training schedules to arrive at the Games in peak physical condition. Stringency measures may have affected their results by making it harder for them to train effectively, to access sports infrastructure, to meet teammates, and more generally to follow an athletic lifestyle. Our quantitative analysis shows that stringency measures had an effect on the number of Olympic medals won, especially in team sports. This is consistent with the idea that stricter non-pharmaceutical interventions made it harder for teams to train together and achieve the necessary chemistry and harmony to succeed in such a competitive event. Furthermore, women were more severely penalized by higher stringency measures than men in team events.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124866362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-02DOI: 10.1177/17479541231159171
Youteng Gan, Ruohang Wang, Xueyu Wang, Jiangang Li, Hongying Fan
Mindfulness can help athletes better regulate their emotions, and analyzing personality traits may help identify those who would benefit more from psychological intervention activities to optimize subsequent training effects. This study sought to examine the effects of mindfulness training on athletes’ competition anxiety and to consider the role of personality traits. Fifty athletes (mean age = 21.87 years, SD = 1.62; 23 females and 27 males) were randomly assigned to a mindfulness group (n = 23), which received 8 weeks of mindfulness training, and a control group (n = 27) receiving no intervention. The athletes’ personality traits, mindfulness level, and competition anxiety were measured according to the study plan before and after mindfulness training, and at an 8-week follow up. Compared with the control group, mindfulness training had a positive effect on the level of mindfulness and self-confidence in the mindfulness group, as well as a greater improvement in cognitive/somatic state anxiety. Improvements remained stable from the end of training to follow up. Additionally, athletes with high activity and high extraversion had more improvement in mindfulness levels and cognitive/somatic state anxiety, respectively, while athletes with low neuroticism demonstrated greater improvement in self-confidence. Mindfulness training helps to reduce athletes’ competition anxieties, and personality traits might affect the improvement effect to a certain extent, which provided a reference for optimizing mindfulness training and developing more personalized psychological training for athletes who display certain personality traits.
{"title":"Who benefits more from mindfulness? A preliminary study exploring moderating effect of personality traits on competition anxiety in athletes","authors":"Youteng Gan, Ruohang Wang, Xueyu Wang, Jiangang Li, Hongying Fan","doi":"10.1177/17479541231159171","DOIUrl":"https://doi.org/10.1177/17479541231159171","url":null,"abstract":"Mindfulness can help athletes better regulate their emotions, and analyzing personality traits may help identify those who would benefit more from psychological intervention activities to optimize subsequent training effects. This study sought to examine the effects of mindfulness training on athletes’ competition anxiety and to consider the role of personality traits. Fifty athletes (mean age = 21.87 years, SD = 1.62; 23 females and 27 males) were randomly assigned to a mindfulness group (n = 23), which received 8 weeks of mindfulness training, and a control group (n = 27) receiving no intervention. The athletes’ personality traits, mindfulness level, and competition anxiety were measured according to the study plan before and after mindfulness training, and at an 8-week follow up. Compared with the control group, mindfulness training had a positive effect on the level of mindfulness and self-confidence in the mindfulness group, as well as a greater improvement in cognitive/somatic state anxiety. Improvements remained stable from the end of training to follow up. Additionally, athletes with high activity and high extraversion had more improvement in mindfulness levels and cognitive/somatic state anxiety, respectively, while athletes with low neuroticism demonstrated greater improvement in self-confidence. Mindfulness training helps to reduce athletes’ competition anxieties, and personality traits might affect the improvement effect to a certain extent, which provided a reference for optimizing mindfulness training and developing more personalized psychological training for athletes who display certain personality traits.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133552469","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-02DOI: 10.1177/17479541231158693
Jordan Donnelly, Rosie Arthur, C. Arthur, Daryl T. Cowan
The purpose of the present study was to examine the direct and indirect effects of coach transformational leadership (TL) on the current lives of socio-economically disadvantaged individuals within a sport-based education programme. Cross-sectional. 159 participants completed questionnaires on the perceptions of their lead coaches’ TL, perceived basic need satisfaction (autonomy, competence, relatedness) in relation to programme attendance, and feelings of resilience and life-satisfaction in their current life. PROCESS analysis revealed that all differentiated TL behaviours (but high-performance expectations) had a positive indirect effect on outcomes (resilience and life-satisfaction) via competence and a negative indirect effect on outcomes via relatedness. High-performance expectations demonstrated a direct effect on life satisfaction. The results demonstrate how distinct coach transformational behaviours impact differently on the lives of disadvantaged individuals within a sports-based education programme. The differentiated conceptualisation of TL revealed nuanced results, furthering our understanding of how each TL interacts with the three basic psychological needs. Finally, our results demonstrate the significance competence may hold in transferring the effect of different transformational behaviours onto the everyday lives of disadvantaged individuals.
{"title":"The indirect effects of transformational leadership in soccer programmes for socio-economically disadvantaged individuals: Need satisfaction as a mechanism towards personal development","authors":"Jordan Donnelly, Rosie Arthur, C. Arthur, Daryl T. Cowan","doi":"10.1177/17479541231158693","DOIUrl":"https://doi.org/10.1177/17479541231158693","url":null,"abstract":"The purpose of the present study was to examine the direct and indirect effects of coach transformational leadership (TL) on the current lives of socio-economically disadvantaged individuals within a sport-based education programme. Cross-sectional. 159 participants completed questionnaires on the perceptions of their lead coaches’ TL, perceived basic need satisfaction (autonomy, competence, relatedness) in relation to programme attendance, and feelings of resilience and life-satisfaction in their current life. PROCESS analysis revealed that all differentiated TL behaviours (but high-performance expectations) had a positive indirect effect on outcomes (resilience and life-satisfaction) via competence and a negative indirect effect on outcomes via relatedness. High-performance expectations demonstrated a direct effect on life satisfaction. The results demonstrate how distinct coach transformational behaviours impact differently on the lives of disadvantaged individuals within a sports-based education programme. The differentiated conceptualisation of TL revealed nuanced results, furthering our understanding of how each TL interacts with the three basic psychological needs. Finally, our results demonstrate the significance competence may hold in transferring the effect of different transformational behaviours onto the everyday lives of disadvantaged individuals.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127055924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-02-21DOI: 10.1177/17479541231154494
Pegah Rahimian, Jan Van Haaren, László Toka
Soccer players need to make many decisions throughout a match in order to maximize their team’s chances of winning. Unfortunately, these decisions are challenging to measure and evaluate due to the low-scoring, complex, and highly dynamic nature of soccer. This article proposes an end-to-end deep reinforcement learning framework that receives raw tracking data for each situation in a game, and yields optimal ball destination location on the full surface of the pitch. Using the proposed approach, soccer players and coaches are able to analyze the actual behavior in their historical games, obtain the optimal behavior and plan for future games, and evaluate the outcome of the optimal decisions prior to deployment in a match. Concisely, the results of our optimization model propose more short passes (Tiki-Taka playing style) in all phases of a ball possession, and higher propensity of low distance shots (i.e. shots in attack phase). Such a modification will let the typical teams to increase their likelihood of possession ending in a goal by 0.025.
{"title":"Towards maximizing expected possession outcome in soccer","authors":"Pegah Rahimian, Jan Van Haaren, László Toka","doi":"10.1177/17479541231154494","DOIUrl":"https://doi.org/10.1177/17479541231154494","url":null,"abstract":"Soccer players need to make many decisions throughout a match in order to maximize their team’s chances of winning. Unfortunately, these decisions are challenging to measure and evaluate due to the low-scoring, complex, and highly dynamic nature of soccer. This article proposes an end-to-end deep reinforcement learning framework that receives raw tracking data for each situation in a game, and yields optimal ball destination location on the full surface of the pitch. Using the proposed approach, soccer players and coaches are able to analyze the actual behavior in their historical games, obtain the optimal behavior and plan for future games, and evaluate the outcome of the optimal decisions prior to deployment in a match. Concisely, the results of our optimization model propose more short passes (Tiki-Taka playing style) in all phases of a ball possession, and higher propensity of low distance shots (i.e. shots in attack phase). Such a modification will let the typical teams to increase their likelihood of possession ending in a goal by 0.025.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121063034","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-02-21DOI: 10.1177/17479541231155598
B. Ács, R. Kovacs, László Toka
The success of a soccer player is not entirely pre-destined by their physical ability, talent, and motivation. There are certain decisions along the way that greatly affect the arc of their career: which skills to develop, and which club to sign a contract with. In this paper, we identify the optimal strategic choices toward multiple potential aims a soccer player can have and we seek the knowledge of what made the greatest soccer players in terms of those decisions. Our two main data sources are Transfermarkt and Sofifa from which we collect data for the period between 2007 and 2021 with 29,231 players. We perform time series analysis on skill features of soccer players, and network analysis of the players’ acquaintance graph, i.e., a graph that indicates whether two given players have ever been teammates before. Finally, we create key performance indicators to check the differences in certain features, i.e., individual player skills and connectivity attributes, between top-tier and the rest of the players, and use dynamic time warping for validation. The outcome of this work is a recommendation tool that helps players to find what needs to be improved in order to achieve their desired goals. The source code and the career advisor tool for soccer players that we have implemented are available online.
{"title":"A career handbook for professional soccer players","authors":"B. Ács, R. Kovacs, László Toka","doi":"10.1177/17479541231155598","DOIUrl":"https://doi.org/10.1177/17479541231155598","url":null,"abstract":"The success of a soccer player is not entirely pre-destined by their physical ability, talent, and motivation. There are certain decisions along the way that greatly affect the arc of their career: which skills to develop, and which club to sign a contract with. In this paper, we identify the optimal strategic choices toward multiple potential aims a soccer player can have and we seek the knowledge of what made the greatest soccer players in terms of those decisions. Our two main data sources are Transfermarkt and Sofifa from which we collect data for the period between 2007 and 2021 with 29,231 players. We perform time series analysis on skill features of soccer players, and network analysis of the players’ acquaintance graph, i.e., a graph that indicates whether two given players have ever been teammates before. Finally, we create key performance indicators to check the differences in certain features, i.e., individual player skills and connectivity attributes, between top-tier and the rest of the players, and use dynamic time warping for validation. The outcome of this work is a recommendation tool that helps players to find what needs to be improved in order to achieve their desired goals. The source code and the career advisor tool for soccer players that we have implemented are available online.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123127891","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-02-20DOI: 10.1177/17479541231156904
Aaron B. Hoskins
The Indian Premier League is the most prestigious cricket league globally. There are significant finances in terms of both team ownership and player salaries. It is, therefore, essential to understanding if a team’s record is due to luck (good or bad) or if a team’s record is due to the team’s overall performance. The research presented here is motivated by how to accurately predict a team’s winning percentage in the Indian Premier League based on underlying statistics. A similar analysis has been done in other sports, mainly based on the concept of the Pythagorean expectation. This research derives a similar model for the IPL based on historical data. However, the structure of a match in the Indian Premier League is fundamentally different than the structure of games in other sports. As a result of this structural difference, this study creates additional models using both least absolute shrinkage and selection operator and stepwise regression to identify variables that are good predictors for calculating the expected winning percentage. These models compare favorably to the Pythagorean expectation model. This article presents a model combining both the determined variables and Pythagorean expectation.
{"title":"Calculating expected win percentage of an Indian Premier League team","authors":"Aaron B. Hoskins","doi":"10.1177/17479541231156904","DOIUrl":"https://doi.org/10.1177/17479541231156904","url":null,"abstract":"The Indian Premier League is the most prestigious cricket league globally. There are significant finances in terms of both team ownership and player salaries. It is, therefore, essential to understanding if a team’s record is due to luck (good or bad) or if a team’s record is due to the team’s overall performance. The research presented here is motivated by how to accurately predict a team’s winning percentage in the Indian Premier League based on underlying statistics. A similar analysis has been done in other sports, mainly based on the concept of the Pythagorean expectation. This research derives a similar model for the IPL based on historical data. However, the structure of a match in the Indian Premier League is fundamentally different than the structure of games in other sports. As a result of this structural difference, this study creates additional models using both least absolute shrinkage and selection operator and stepwise regression to identify variables that are good predictors for calculating the expected winning percentage. These models compare favorably to the Pythagorean expectation model. This article presents a model combining both the determined variables and Pythagorean expectation.","PeriodicalId":182483,"journal":{"name":"International Journal of Sports Science & Coaching","volume":"2262 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130236259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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