Journal of Quantitative Analysis in Sports最新文献

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‘Form is temporary, class is permanent’: identifying a longer-term hot hand in golf “状态是暂时的,水平是永久的”:识别高尔夫球的长期热手
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-12-01 DOI: 10.1515/jqas-2022-0051
R. Baker, Ian G. McHale
{"title":"‘Form is temporary, class is permanent’: identifying a longer-term hot hand in golf","authors":"R. Baker, Ian G. McHale","doi":"10.1515/jqas-2022-0051","DOIUrl":"https://doi.org/10.1515/jqas-2022-0051","url":null,"abstract":"Abstract The existence (or not) of the hot hand in sport continues to attract the attention of economists and psychologists. The paper presents analysis to test the belief prevalent in golfing circles that golfers go in and out of form quickly, while ‘class’ remains relatively constant. By going in and out of form, the golfer is effectively experiencing a longer-run hot hand: one can speculate that periods of confidence breed good performance. To test for the existence of ‘form’, we present a new application of the Ornstein–Uhlenbeck model and use it to identify both a golfer’s class and form when modelling golf scores. The findings suggest that short-term form does exist in golf and that this hot hand lasts for about four weeks.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"15 1","pages":"241 - 251"},"PeriodicalIF":0.8,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86453532","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}
引用次数: 0
Modelling Australian Rules Football as spatial systems with pairwise comparisons 模拟澳式足球规则的空间系统与两两比较
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-12-01 DOI: 10.1515/jqas-2021-0035
Anton Andreacchio, N. Bean, Lewis Mitchell
{"title":"Modelling Australian Rules Football as spatial systems with pairwise comparisons","authors":"Anton Andreacchio, N. Bean, Lewis Mitchell","doi":"10.1515/jqas-2021-0035","DOIUrl":"https://doi.org/10.1515/jqas-2021-0035","url":null,"abstract":"Abstract Statistical analysis in competitive sport is an important tool for developing strategy and seeking competitive advantages. However, for complex team sports such as Australian Rules Football, major limitations occur when using possession event data for game analysis. First, focusing on counting possession events does not capture the impact of off-the-ball actions such as ground positioning of other players. Second, it is difficult to determine the extent that an event is due to either team’s relative proficiency or skill. Third, there is limited possession event data available from each match and modelling efforts often have low statistical power. Here we reinterpret event data into positional systems and utilise pairwise performance metrics to understand the relative team proficiency in each of these states. These metrics can then be used to construct transition probabilities between states for future games, and ultimately, absorbing probabilities of goal states. Our approach effectively predicts match outcomes using team ratings for forward, midfield and defensive systems and is sufficiently interpretable to support strategic decision-making by coaching departments in the Australian Football League (AFL).","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"32 1","pages":"215 - 226"},"PeriodicalIF":0.8,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72969644","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}
引用次数: 0
Bayesian modelling of elite sporting performance with large databases 基于大型数据库的精英运动表现贝叶斯模型
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-12-01 DOI: 10.1515/jqas-2021-0112
J. Griffin, Laurentiu C. Hinoveanu, J. Hopker
{"title":"Bayesian modelling of elite sporting performance with large databases","authors":"J. Griffin, Laurentiu C. Hinoveanu, J. Hopker","doi":"10.1515/jqas-2021-0112","DOIUrl":"https://doi.org/10.1515/jqas-2021-0112","url":null,"abstract":"Abstract The availability of large databases of athletic performances offers the opportunity to understand age-related performance progression and to benchmark individual performance against the World’s best. We build a flexible Bayesian model of individual performance progression whilst allowing for confounders, such as atmospheric conditions, and can be fitted using Markov chain Monte Carlo. We show how the model can be used to understand performance progression and the age of peak performance in both individuals and the population. We apply the model to both women and men in 100 m sprinting and weightlifting. In both disciplines, we find that age-related performance is skewed, that the average population performance trajectories of women and men are quite different, and that age of peak performance is substantially different between women and men. We also find that there is substantial variability in individual performance trajectories and the age of peak performance.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"1 1","pages":"253 - 268"},"PeriodicalIF":0.8,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72628696","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}
引用次数: 1
Jumping on the bandwagon? Attendance response to recent victories in the NBA 赶时髦?上座率对最近NBA胜利的反应
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-10-28 DOI: 10.1515/jqas-2020-0092
Ercio Munoz, Jiadi Chen, Milan Thomas
{"title":"Jumping on the bandwagon? Attendance response to recent victories in the NBA","authors":"Ercio Munoz, Jiadi Chen, Milan Thomas","doi":"10.1515/jqas-2020-0092","DOIUrl":"https://doi.org/10.1515/jqas-2020-0092","url":null,"abstract":"This article studies whether a recent victory impacts attendance at sports events. We apply a regression discontinuity design to estimate the local average treatment effect of a win on the attendance of subsequent games in professional basketball. Using National Basketball Association data from seasons 1980–81 to 2017–18, we find that home team fan bases react to recent outcomes, with an increase in attendance of approximately 425 attendants (a 3% boost) following a close win relative to a close loss. The increment is approximately one-eighth of a recent estimate of the superstar effect. We do not find an attendance effect when the visiting team has a recent victory, which provides evidence against the existence of externalities. The positive fan base response to narrow home wins relative to narrow losses suggests that recent luck is rewarded in sporting attendance. We discuss possible mechanisms and document a gradual decline in the attendance response that coincides with the rise of alternative means for viewing games and secondary markets for tickets.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"23 2","pages":""},"PeriodicalIF":0.8,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138518606","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}
引用次数: 0
A Bayesian analysis of the time through the order penalty in baseball 棒球比赛中顺序罚球时间的贝叶斯分析
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-10-13 DOI: 10.1515/jqas-2022-0116
Ryan S. Brill, Sameer K. Deshpande, A. Wyner
{"title":"A Bayesian analysis of the time through the order penalty in baseball","authors":"Ryan S. Brill, Sameer K. Deshpande, A. Wyner","doi":"10.1515/jqas-2022-0116","DOIUrl":"https://doi.org/10.1515/jqas-2022-0116","url":null,"abstract":"Abstract As a baseball game progresses, batters appear to perform better the more times they face a particular pitcher. The apparent drop-off in pitcher performance from one time through the order to the next, known as the Time Through the Order Penalty (TTOP), is often attributed to within-game batter learning. Although the TTOP has largely been accepted within baseball and influences many managers’ in-game decision making, we argue that existing approaches of estimating the size of the TTOP cannot disentangle continuous evolution in pitcher performance over the course of the game from discontinuities between successive times through the order. Using a Bayesian multinomial regression model, we find that, after adjusting for confounders like batter and pitcher quality, handedness, and home field advantage, there is little evidence of strong discontinuity in pitcher performance between times through the order. Our analysis suggests that the start of the third time through the order should not be viewed as a special cutoff point in deciding whether to pull a starting pitcher.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"10 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2022-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81663623","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}
引用次数: 2
Quantifying the impact of imbalanced groups in FIFA Women’s World Cup tournaments 1991–2019 量化1991-2019年国际足联女足世界杯比赛中不平衡小组的影响
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-09-01 DOI: 10.1515/jqas-2021-0052
Michael A. Lapré, Elizabeth M. Palazzolo
{"title":"Quantifying the impact of imbalanced groups in FIFA Women’s World Cup tournaments 1991–2019","authors":"Michael A. Lapré, Elizabeth M. Palazzolo","doi":"10.1515/jqas-2021-0052","DOIUrl":"https://doi.org/10.1515/jqas-2021-0052","url":null,"abstract":"Abstract The FIFA Women’s World Cup tournament consists of a group stage and a knockout stage. We identify several issues that create competitive imbalance in the group stage. We use match data from all Women’s World Cup tournaments from 1991 through 2019 to empirically assess competitive imbalance across groups in each World Cup. Using least squares, we determine ratings for all teams. For each team, we average the ratings of the opponents in the group to calculate group opponents rating. We find that the range in group opponents rating varies between 2.5 and 4.5 goals indicating substantial competitive imbalance. We use logistic regression to quantify the impact of imbalance on the probability of success in the Women’s World Cup. Specifically, our estimates show that one goal less in group opponents rating can increase the probability of reaching the quarterfinal by 33%. We discuss several policy recommendations to reduce competitive imbalance at the Women’s World Cup.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"19 1","pages":"187 - 199"},"PeriodicalIF":0.8,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88487746","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}
引用次数: 2
A goal based index to analyze the competitive balance of a football league 一个基于进球的指标来分析足球联赛的竞争平衡
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-09-01 DOI: 10.1515/jqas-2021-0015
S. Deb
{"title":"A goal based index to analyze the competitive balance of a football league","authors":"S. Deb","doi":"10.1515/jqas-2021-0015","DOIUrl":"https://doi.org/10.1515/jqas-2021-0015","url":null,"abstract":"Abstract Competitive balance in a football league is extremely important from the perspective of economic growth of the industry. Many researchers have earlier proposed different measures of competitive balance, which are primarily adapted from standard economic theory. However, these measures fail to capture the finer nuances of the game. In this work, we discuss a new framework which is more suitable for a football league. First, we present a mathematical proof of a theoretically optimal situation where a football league becomes perfectly balanced. Next, a goal based index for competitive balance is developed. We present relevant theoretical results and show how the proposed index can be used to formally test for the presence of imbalance. The methods are implemented on the data from the top five European leagues, and it shows that the new approach can be helpful in explaining the changes in the seasonal competitive balance of the leagues. Further, using panel data models, we show that the proposed index is more suitable to analyze the variability in total revenues of the football leagues. We also discuss how the methods can be easily extended to develop other goal-based indices under different modeling assumptions.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"60 7 1","pages":"171 - 186"},"PeriodicalIF":0.8,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86799945","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}
引用次数: 0
Pitching strategy evaluation via stratified analysis using propensity score 用倾向得分分层分析评价投球策略
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-08-06 DOI: 10.1515/jqas-2021-0060
Hiroshi Nakahara, K. Takeda, Keisuke Fujii
{"title":"Pitching strategy evaluation via stratified analysis using propensity score","authors":"Hiroshi Nakahara, K. Takeda, Keisuke Fujii","doi":"10.1515/jqas-2021-0060","DOIUrl":"https://doi.org/10.1515/jqas-2021-0060","url":null,"abstract":"Abstract Recent measurement technologies enable us to analyze baseball at higher levels of complexity. There are, however, still many unclear points around pitching strategy. There are two elements that make it difficult to measure the effect of a pitching strategy. First, most public datasets do not include location data where the catcher demands a ball, which is essential information to obtain the battery’s intent. Second, there are many confounders associated with pitching/batting results when evaluating pitching strategy. We here clarify the effect of pitching attempts to a specific location, e.g., inside or outside. We employ a causal inference framework called stratified analysis using a propensity score to evaluate the effects while removing the effect of confounding factors. We use a pitch-by-pitch dataset of Japanese professional baseball games held in 2014–2019, which includes location data where the catcher demands a ball. The results reveal that an outside pitching attempt is more effective than an inside one to minimize allowed run average. In addition, the stratified analysis shows that the outside pitching attempt is effective regardless of the magnitude of the estimated batter’s ability, and the proportion of pitched inside for pitcher/batter. Our analysis provides practical insights into selecting a pitching strategy to minimize allowed runs.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"17 1","pages":"91 - 102"},"PeriodicalIF":0.8,"publicationDate":"2022-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83392430","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}
引用次数: 0
Does the ball lie? Testing the Rasheed Wallace hypothesis 球是躺着的吗?验证拉希德·华莱士的假设
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-06-01 DOI: 10.1515/jqas-2020-0020
B. Meehan, Javier E. Portillo, Corey Jenkins
{"title":"Does the ball lie? Testing the Rasheed Wallace hypothesis","authors":"B. Meehan, Javier E. Portillo, Corey Jenkins","doi":"10.1515/jqas-2020-0020","DOIUrl":"https://doi.org/10.1515/jqas-2020-0020","url":null,"abstract":"Abstract Former NBA all-star forward Rasheed Wallace popularized the catchphrase “Ball Don’t Lie.” Rasheed would often shout this after an opponent missed a free throw. It was used by Rasheed to illustrate the mental impact on a free throw shooter from knowing the foul was questionable and its impact on likelihood of converting the ensuing free throw. The tendency to miss free throws associated with questionable foul calls—or the propensity for the ball to miss—would be followed by Rasheed’s “Ball Don’t Lie!” exclamation. This paper aims to test whether the ball was less likely to go through the hoop during free throws following questionable foul calls. We use a proxy to identify the questionableness of a foul call, one that Rasheed Wallace was very familiar with—whenever the original shooting foul was immediately followed by a technical foul. This proxy is meant to capture player and coach reactions to a shooting foul call. If the call was bad, or questionable, we expect more outrage from the team the foul was called on, which tends to draw technical fouls. Our findings do not support Rasheed’s prediction; the propensity to make a shooting foul free throw does not appear to change after a technical. In fact, using a subset of our data period under which the NBA changed technical foul rules to target complaining about foul calls, we find a small increase in free throw percentage after a technical foul call.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"77 1","pages":"87 - 95"},"PeriodicalIF":0.8,"publicationDate":"2022-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90925597","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}
引用次数: 0
Clustering algorithms to increase fairness in collegiate wrestling 提高大学摔跤公平性的聚类算法
IF 0.8
Journal of Quantitative Analysis in Sports Pub Date : 2022-06-01 DOI: 10.1515/jqas-2020-0101
N. Carter, A. Harrison, Amar Iyengar, M. Lanham, Scott T. Nestler, Dave Schrader, Amir Zadeh
{"title":"Clustering algorithms to increase fairness in collegiate wrestling","authors":"N. Carter, A. Harrison, Amar Iyengar, M. Lanham, Scott T. Nestler, Dave Schrader, Amir Zadeh","doi":"10.1515/jqas-2020-0101","DOIUrl":"https://doi.org/10.1515/jqas-2020-0101","url":null,"abstract":"Abstract In NCAA Division III Wrestling, the question arose how to assign schools to regions in a way that optimizes fairness for individual wrestlers aspiring to the national tournament. The problem fell within cluster analysis but no known clustering algorithms supported its complex and interrelated set of needs. We created several bespoke clustering algorithms based on various heuristics (balanced optimization, weighted spatial clustering, and weighted optimization rectangles) for finding an optimal assignment, and tested each against the generic technique of genetic algorithms. While each of our algorithms had different strengths, the genetic algorithm achieved the highest value on our objective function, including when comparing it to the region assignments that preceded our work. This paper therefore demonstrates a technique that can be used to solve a broad category of clustering problems that arise in athletics, particularly any sport in which athletes compete individually but are assigned to regions as a team.","PeriodicalId":16925,"journal":{"name":"Journal of Quantitative Analysis in Sports","volume":"57 1","pages":"113 - 125"},"PeriodicalIF":0.8,"publicationDate":"2022-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74351693","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}
引用次数: 0
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