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Testing a variant of match-level outcome uncertainty using historical data from the European Champion Clubs’ Cup 使用欧洲冠军俱乐部杯的历史数据测试比赛水平结果不确定性的变体
Pub Date : 2023-11-17 DOI: 10.1016/j.serev.2023.100022
Barry Reilly

This study empirically tests a version of the match-level uncertainty of outcome hypothesis (UOH) using data from second leg games in the now defunct European Champion Clubs' Cup. The data used cover the playing seasons from its inception in 1955/56 to 1991/92. The context within which the analysis is conducted is deliberately selected to reflect an era when the organization of European soccer was more austere in nature and less affected by the influence of commercialization. The motivation for the focus on second leg games is that these are interpretable as ‘one-off’ sporting contests. This enables the goal difference from the first leg to provide a measure of outcome uncertainty for the second leg match. The empirical analysis yields strong and compelling support for this variant of the UOH.

本研究利用现已停赛的欧洲冠军俱乐部杯次回合比赛的数据,实证检验了一种版本的比赛水平结果不确定性假设(UOH)。所使用的数据涵盖了从1955/56年开始到1991/92年的比赛季节。进行分析的背景是刻意选择的,以反映一个时代,当时欧洲足球的组织性质更严格,受商业化影响的影响更小。关注次回合比赛的动机是,这些比赛可以被解释为“一次性”的体育比赛。这使得第一回合的净胜球差可以作为第二回合比赛结果不确定性的衡量标准。实证分析为UOH的这种变体提供了强有力的有力支持。
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引用次数: 0
Football finance and Covid-19 足球财经与Covid-19
Pub Date : 2023-11-08 DOI: 10.1016/j.serev.2023.100021
Mobolaji Alabi, Andrew Urquhart

This study looks at the financial performance of top English football clubs to understand the impact of the Covid-19 pandemic. Our analysis focuses on English Premier League (EPL) and English Football League (EFL) clubs that have participated at least once in England’s highest league, the EPL. Using panel data methodology from 36 clubs between 2005 – 2021, we quantify the impact and severity of Covid-19 on top English football clubs’ financial performance. We find statistically significant evidence that profitability deteriorated during the pandemic with EPL clubs more reliant on matchday revenue the most impacted. Both financial stability and indebtedness deteriorated during the pandemic but the deterioration was not statistically significant. EFL clubs were the most impacted by reduced financial stability and increased indebtedness. These findings are vital for football’s regulators as it provides empirical evidence on the stability of the industry and also provides insights football club owners on strategies they can adopt to survive during external shocks to the industry

本研究着眼于英国顶级足球俱乐部的财务表现,以了解Covid-19大流行的影响。我们的分析重点是英超联赛(EPL)和英格兰足球联赛(EFL)中至少参加过一次英格兰最高联赛的俱乐部。利用2005年至2021年间36家俱乐部的面板数据方法,我们量化了Covid-19对英国顶级足球俱乐部财务业绩的影响和严重程度。我们发现有统计学意义的证据表明,在疫情期间,英超俱乐部的盈利能力恶化,更依赖比赛日收入的影响最大。金融稳定性和债务状况在大流行期间都有所恶化,但这种恶化在统计上并不显著。受财务稳定性下降和债务增加影响最大的是EFL俱乐部。这些发现对足球监管机构至关重要,因为它提供了行业稳定性的经验证据,也为足球俱乐部老板提供了在行业外部冲击中生存的策略
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引用次数: 0
The minimum concentration of points in sports leagues without ties 没有平局的体育联赛中的最低积分集中度
Pub Date : 2023-09-16 DOI: 10.1016/j.serev.2023.100019
Francisco Triguero-Ruiz , P. Dorian Owen , Antonio Avila-Cano

We analyse the distribution of results that leads to the lowest level of concentration of within-season points, as measured by the Herfindahl-Hirschman index, in sports leagues where individual matches cannot result in ties. Typically, the minimum concentration level is considered to be when teams have equal shares of points, but this may not always be feasible. We develop appropriate expressions for the minimum concentration measure in such scenarios and evaluate the accuracy of using the equal distribution assumption. The error involved in using this assumption is a decreasing function of the number of teams in the league and increases the closer the level of competition is to perfect balance. Use of the incorrect minimum concentration can lead to substantial overestimation of the normalized concentration index.

我们分析了在个人比赛无法导致平局的体育联赛中,通过赫芬达尔-赫希曼指数衡量,导致赛季内积分集中度最低的结果分布。通常,当团队得分相等时,会认为是最低集中度,但这可能并不总是可行的。我们为这种情况下的最小浓度测量开发了适当的表达式,并评估了使用等分布假设的准确性。使用这一假设所涉及的误差是联盟中球队数量的递减函数,竞争水平越接近完美平衡,误差就越大。使用不正确的最小浓度可能导致对标准化浓度指数的严重高估。
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引用次数: 0
Economic analysis of the 12th man: Should the fans be paid? 第12人的经济分析:球迷应该得到报酬吗?
Pub Date : 2023-09-01 DOI: 10.1016/j.serev.2023.100017
Luc Arrondel , Jean-Pascal Gayant , Jean-François Laslier

The paper provides a theoretical sports league model to study the pricing of tickets. It considers the trade-off between maximizing match day revenues, through high prices, and maximizing the support of the most demonstrative fans, through low prices. These spectators, the “ultras” contribute to the competitive level of the club along with team-level talent, and therefore indirectly increase the number of victories, hence the revenue from TV rights. We model the role of effusive spectators and show that, in a non-cooperative Nash equilibrium, it may be optimal for the club to subsidize their presence in order to take full advantage of the 12th man effect.

本文提供了一个体育联盟门票定价的理论模型。它考虑了通过高价格最大化比赛日收入和通过低价格最大化最具示范性球迷的支持之间的权衡。这些观众,即“超级观众”,与球队级别的人才一起,为俱乐部的竞争水平做出了贡献,因此间接增加了胜利的次数,从而增加了电视转播权的收入。我们对热情观众的角色进行了建模,并表明,在非合作纳什均衡中,俱乐部为充分利用第12人效应而补贴他们的存在可能是最优的。
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引用次数: 0
Do sporting events amplify airborne virus transmission? Causal evidence from US professional team sports 体育赛事会放大空气传播病毒吗?美国职业团队运动的因果证据
Pub Date : 2023-09-01 DOI: 10.1016/j.serev.2023.100013
Alexander Cardazzi , Brad R. Humphreys , Jane E. Ruseski , Brian P. Soebbing , Nicholas Watanabe

We analyze the impact of professional sporting events on local seasonal influenza mortality to develop evidence on the role played by spectator attendance at sporting events in airborne virus transmission. Results from a difference-in-differences model applied to data from a sample of US cities that gained new professional sports teams over the period 1962–2016 show that the presence of games in these cities increased local influenza mortality by between 4% and 24%, depending on the sport, relative to cities with no professional sports teams and relative to mortality in those cities before a new team arrived. Influenza mortality fell in cities with teams in some years when work stoppages occurred in sports leagues. Health policy decisions, and decisions about the subsidization of professional sports, should take into account the role played by sporting events in increasing airborne virus transmission and local influenza and coronavirus mortality.

我们分析了职业体育赛事对当地季节性流感死亡率的影响,以证明观众参加体育赛事在空气传播病毒中所起的作用。将差异中的差异模型应用于1962年至2016年期间获得新职业运动队的美国城市样本的数据,结果显示,根据运动的不同,这些城市的比赛使当地流感死亡率增加了4%至24%,相对于没有专业运动队的城市,以及相对于新球队到来之前这些城市的死亡率。有些年份,当体育联盟出现停工时,有球队的城市的流感死亡率有所下降。卫生政策决定以及关于职业体育补贴的决定,应考虑到体育赛事在增加空气传播病毒以及当地流感和冠状病毒死亡率方面所起的作用。
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引用次数: 0
Impacts of rule changes on the MLS SuperDraft 规则变更对MLS超级选秀的影响
Pub Date : 2023-09-01 DOI: 10.1016/j.serev.2023.100016
Sean Hellingman , Zilin Wang , Mary Thompson

During the period of 2006–2008 Major League Soccer made a series of rule changes regarding roster structures and how clubs obtained players. These changes include: creating Designated Player roster spots, increasing the number of international roster spots, and allowing clubs to sign players from their academies. This work examines the impact of those rule changes on the MLS careers of players selected in the MLS SuperDraft. Statistical methods to compare two groups and regression models are used to examine possible impacts. There is a significant decrease in the probability of players selected after the rule changes going on to play competitive games in MLS. These results may impact how clubs choose to allocate resources for player recruitment.

在2006年至2008年期间,美国职业足球大联盟(Major League Soccer)对球员名册结构和俱乐部获得球员的方式进行了一系列规则更改。这些变化包括:创建指定球员名单名额,增加国际球员名单名额的数量,并允许俱乐部从他们的学院签下球员。这项工作考察了这些规则的变化对美国职业足球大联盟超级选秀球员职业生涯的影响。使用统计方法比较两组,并使用回归模型来检查可能的影响。规则改变后,被选中参加美国职业足球大联盟竞技比赛的球员的概率显著降低。这些结果可能会影响俱乐部如何选择为球员招募分配资源。
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引用次数: 0
Has financial fair play changed European football? 金融公平竞争改变了欧洲足球吗?
Pub Date : 2023-09-01 DOI: 10.1016/j.serev.2023.100018
Ariela Caglio , Sébastien Laffitte , Donato Masciandaro , Gianmarco Ottaviano

In 2011 UEFA, the governing body of European football, introduced the Financial Fair Play Regulation (FFPR), consisting of a set of financial restraints to be met by clubs as a prerequisite for participation to its competitions. The aim of the FFPR was to introduce financial discipline into the clubs’ decision-making processes, and ultimately protect the long-term viability of the European football industry. The reform was criticized because of possible unintended detrimental consequences. In particular, Peeters and Szymanski (2014) provided a model-based ex-ante simulation analysis showing that the reform would increase the profitability of clubs, but also tilt the competitive balance in favor of the top teams, thus reducing the interest of fans and investors as one of the main attractions in sports is precisely that the best team does not always win. Exploiting an original dataset between the seasons 2007–2008 and 2019–2020, we provide an ex-post econometric evaluation of the effects of the introduction of the FFPR revealing causal evidence that largely vindicates those ex-ante predictions.

2011年,欧洲足球管理机构欧足联推出了《金融公平竞争条例》(FFPR),其中包括俱乐部必须满足的一系列金融限制,作为参加其比赛的先决条件。FFPR的目的是将财务纪律引入俱乐部的决策过程,并最终保护欧洲足球行业的长期生存能力。改革受到了批评,因为可能会产生意想不到的有害后果。特别是,Peeters和Szymanski(2014)提供了一个基于模型的事前模拟分析,表明改革将提高俱乐部的盈利能力,但也会使竞争平衡向顶级球队倾斜,从而降低球迷和投资者的兴趣,因为体育运动的主要吸引力之一正是最好的球队并不总是获胜。利用2007-2008年和2019-2020年季节之间的原始数据集,我们对引入FFPR的影响进行了事后经济计量评估,揭示了在很大程度上证明这些事前预测正确的因果证据。
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引用次数: 1
Willingness to pay for hosting the Tour de France 愿意为举办环法自行车赛付费
Pub Date : 2023-09-01 DOI: 10.1016/j.serev.2023.100014
Christian Gjersing Nielsen , Arne Feddersen

This paper uses the contingent valuation method to estimate the willingness to pay for hosting the Tour de France start 2022 in Denmark. Using a dichotomous choice format with a one-off tax payment, we estimate a total economic value between €12.8–26.0 million for the 2.788 million Danish households, with €14.7 as our preferred estimate. Spike models reveal that the likelihood of voting in favor of an earmarked tax to retain the Tour de France in Denmark decreases with the physical distance from the route. Moreover, we find a negative effect of living in one of the host municipalities (start or finish of a stage), ceteris paribus. This indicates that if non-use values are higher for residents living in a host municipality, they are offset by the negative externalities associated with hosting.

本文使用或有估值方法来估计2022年在丹麦举办环法自行车赛的支付意愿。使用一次性纳税的二分法选择格式,我们估计278.8万丹麦家庭的总经济价值在1280万至2600万欧元之间,14.7欧元是我们的首选估计。Spike模型显示,投票支持保留丹麦环法自行车赛专用税的可能性随着距离路线的物理距离而降低。此外,我们发现居住在主办城市之一(一个阶段的开始或结束)会产生负面影响。这表明,如果居住在东道市的居民的非使用价值较高,则会被与东道相关的负外部性所抵消。
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引用次数: 0
The age-performance relationship for a cognitive-intensive task: Empirical evidence from chess grandmasters 认知密集型任务的年龄-表现关系:国际象棋特级大师的经验证据
Pub Date : 2023-06-01 DOI: 10.1016/j.serev.2023.100010
Adriaan Kalwij , Kris De Jaegher

To gain insight into the age-performance relationship (APR) for cognitively demanding tasks, we analyse the APR for the task of playing chess from a theoretical and empirical perspective. We set up a game-theoretic model showing that for risk-neutral players who are homogeneous in their linear payoffs, the APR can be estimated with either players' game outcomes or their Elo ratings. This result is empirically substantiated with data on outcomes of games played at an annual international chess tournament (1970–2021), and with players' Elo ratings. Further, the findings support the estimation of the APR with Elo ratings using a model that controls for player fixed effects and period random effects, which is also in accordance with the theoretical model. Next, we show that on average chess performance peaks in grandmasters’ early-thirties and declines thereafter. Implications of the findings for a labour market characterised by an increase in cognitively demanding jobs and individuals working longer are discussed.

为了深入了解认知要求任务的年龄-表现关系(APR),我们从理论和实证的角度分析了下棋任务的APR。我们建立了一个博弈论模型,表明对于线性收益同质的风险中性玩家,APR可以用玩家的游戏结果或他们的Elo评级来估计。这一结果得到了年度国际象棋锦标赛(1970-2021)比赛结果数据和棋手Elo评分的实证证实。此外,研究结果支持使用一个控制球员固定效应和周期随机效应的模型来估计具有Elo评级的APR,这也与理论模型一致。接下来,我们发现,平均而言,国际象棋的表现在大师们30岁出头达到峰值,之后有所下降。讨论了这些发现对劳动力市场的影响,劳动力市场的特点是认知要求高的工作增加,个人工作时间更长。
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引用次数: 0
Fair travel distances in tournament schedules: A cooperative game theory approach 比赛日程中的公平旅行距离:一种合作博弈论方法
Pub Date : 2023-06-01 DOI: 10.1016/j.serev.2023.100011
Ondrej Osicka , Mario Guajardo

The most studied problem in sports scheduling, so-called traveling tournament problem (TTP), aims at finding schedules minimizing the total distance traveled by the teams. While minimizing all the traveling between games is efficient from the overall perspective, it overlooks the distribution of the travel among the teams. Consequently, some teams may end up better than others with respect to their individual goals, an imbalance which may affect teams’ often-limited resources or preparedness for the games. This article adopts a cooperative game theory framework to obtain tournament schedules where the distances traveled by the teams are allocated according to fairness criteria. The approach consists of three steps. First, the scheduling problem is reformulated as a transferable utility game. Second, by means of well-established allocation methods, an ideal distance distribution among the teams is determined. Third, we introduce fairness measures to produce a schedule which approximately resembles the ideal distribution. We also discuss the case of not pursuing fairness, but rather a compromise between fairness and minimum total distance. We illustrate the approach by a numerical example in one of the classic TTP data instances.

运动日程安排中研究最多的问题,即所谓的巡回赛问题(TTP),旨在找到使团队总行程最小化的日程安排。虽然从整体角度来看,尽量减少比赛之间的所有旅行是有效的,但它忽略了旅行在球队之间的分布。因此,一些球队在个人目标方面可能会比其他球队更好,这种不平衡可能会影响球队通常有限的资源或比赛准备。本文采用合作博弈论框架来获得比赛时间表,其中团队行进的距离是根据公平标准分配的。该方法包括三个步骤。首先,将调度问题重新表述为可转移效用博弈。其次,通过完善的分配方法,确定了团队之间的理想距离分布。第三,我们引入了公平措施来产生一个近似于理想分布的时间表。我们还讨论了不追求公平,而是在公平和最小总距离之间达成妥协的情况。我们通过一个经典TTP数据实例中的数值例子来说明该方法。
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引用次数: 0
期刊
Sports Economics Review
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