{"title":"Sports League Profit and Market Sizes","authors":"Jason Winfree, Connor Allen, Stefan Szymanski","doi":"10.32731/ijsf/191.022024.02","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.02","url":null,"abstract":"It is often assumed that sports leagues should have teams in the largest markets. However, a very basic model of a sports league shows that, depending on talent investment’s role in team revenue, this assumption is not necessarily true. Heterogeneity in markets sizes can not only decrease costs but also increase expected league revenue. Having a smaller market leads to more wins for the larger market team and less competition for playing talent. Therefore, leagues may prefer smaller markets for expansion teams or team relocation. Given that leagues typically want larger markets, the paper investigates how the basic model of a sports league may be lacking. If leagues want competitive balance or more absolute talent, it may cause leagues to pursue larger markets.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139879220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Long Run Look at FBS Football Attendance","authors":"Paul A. Natke, Gregory Falls, Linlan Xiao","doi":"10.32731/ijsf/191.022024.04","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.04","url":null,"abstract":"A balanced panel (99 teams over 40 years) is used to estimate three regression models: average attendance via fixed and random effects plus Tobit estimation of percent of capacity. Variables are either stationary or cointegrated. Estimation makes adjustments for serial correlation and endogeneity between several variables. Independent variables measure economic conditions, demographic characteristics, and team performance. Attendance is a normal good. Travel cost is insignificant in two models but positive in one. Weak evidence suggests undergraduate enrollment and county population exert a positive impact. Three team performance measures and power ranking scores exert consistent positive impacts. Stadium renovations that increase capacity also increase attendance while those that reduce capacity are insignificant except in the percent of capacity equation. Attendance responses vary, either in sign or significance, across Power Five and Group of Five teams for eight of 10 independent variables. Specification tests suggest that random effects estimation is preferred.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139875141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Long Run Look at FBS Football Attendance","authors":"Paul A. Natke, Gregory Falls, Linlan Xiao","doi":"10.32731/ijsf/191.022024.04","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.04","url":null,"abstract":"A balanced panel (99 teams over 40 years) is used to estimate three regression models: average attendance via fixed and random effects plus Tobit estimation of percent of capacity. Variables are either stationary or cointegrated. Estimation makes adjustments for serial correlation and endogeneity between several variables. Independent variables measure economic conditions, demographic characteristics, and team performance. Attendance is a normal good. Travel cost is insignificant in two models but positive in one. Weak evidence suggests undergraduate enrollment and county population exert a positive impact. Three team performance measures and power ranking scores exert consistent positive impacts. Stadium renovations that increase capacity also increase attendance while those that reduce capacity are insignificant except in the percent of capacity equation. Attendance responses vary, either in sign or significance, across Power Five and Group of Five teams for eight of 10 independent variables. Specification tests suggest that random effects estimation is preferred.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139815118","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Sports League Profit and Market Sizes","authors":"Jason Winfree, Connor Allen, Stefan Szymanski","doi":"10.32731/ijsf/191.022024.02","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.02","url":null,"abstract":"It is often assumed that sports leagues should have teams in the largest markets. However, a very basic model of a sports league shows that, depending on talent investment’s role in team revenue, this assumption is not necessarily true. Heterogeneity in markets sizes can not only decrease costs but also increase expected league revenue. Having a smaller market leads to more wins for the larger market team and less competition for playing talent. Therefore, leagues may prefer smaller markets for expansion teams or team relocation. Given that leagues typically want larger markets, the paper investigates how the basic model of a sports league may be lacking. If leagues want competitive balance or more absolute talent, it may cause leagues to pursue larger markets.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139819344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
J. Ehrlich, Joel Potter, Shane Sanders, Rodney Paul
{"title":"Spectators or Influencers? The Crowd Effect Upon Winning in the NFL: A Natural Experiment","authors":"J. Ehrlich, Joel Potter, Shane Sanders, Rodney Paul","doi":"10.32731/ijsf/191.022024.01","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.01","url":null,"abstract":"Previous research has determined that home field advantage (HFA) is positively related to crowd density. Isolating this effect is a substantial empirical challenge as crowd density is endogenous with home win-likelihood via fan interest. We consider a natural-experimental setting that introduces exogenous crowd-density variation into National Football League (NFL) games. COVID-19 safety protocols allow us to disentangle crowd-presence, crowd-density, and built-environment effects upon HFA. We find strong evidence that crowd presence is a significant, substantial source of HFA, but crowd density is not. No-crowd games in 2020 featured no measurable HFA conditional upon team strengths, whereas partially fan-restricted games featured no significant decline in HFA relative to games without crowd restrictions (2016‒2019 and 2021). Results suggest HFA is fully attributable to crowd presence, with no evidence of stadium familiarity or travel distance effects. Betting markets efficiently predicted the partial-crowd effect from season’s outset but adjusted incrementally (behaviorally) to incorporate the true no-crowd effect only by season’s end.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139832315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
J. Ehrlich, Joel Potter, Shane Sanders, Rodney Paul
{"title":"Spectators or Influencers? The Crowd Effect Upon Winning in the NFL: A Natural Experiment","authors":"J. Ehrlich, Joel Potter, Shane Sanders, Rodney Paul","doi":"10.32731/ijsf/191.022024.01","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.01","url":null,"abstract":"Previous research has determined that home field advantage (HFA) is positively related to crowd density. Isolating this effect is a substantial empirical challenge as crowd density is endogenous with home win-likelihood via fan interest. We consider a natural-experimental setting that introduces exogenous crowd-density variation into National Football League (NFL) games. COVID-19 safety protocols allow us to disentangle crowd-presence, crowd-density, and built-environment effects upon HFA. We find strong evidence that crowd presence is a significant, substantial source of HFA, but crowd density is not. No-crowd games in 2020 featured no measurable HFA conditional upon team strengths, whereas partially fan-restricted games featured no significant decline in HFA relative to games without crowd restrictions (2016‒2019 and 2021). Results suggest HFA is fully attributable to crowd presence, with no evidence of stadium familiarity or travel distance effects. Betting markets efficiently predicted the partial-crowd effect from season’s outset but adjusted incrementally (behaviorally) to incorporate the true no-crowd effect only by season’s end.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139892133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Appraisal of Players’ Transfer Market Values: Empirical Evidence From Italian Serie A","authors":"Marco Di Domizio, Raul Caruso, Bernd Frick","doi":"10.32731/ijsf/191.022024.03","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.03","url":null,"abstract":"This paper focuses on the determinants of transfer market valuations of Italian top division football players over the period 2007‒2017. We use data provided by transfermarkt.de to estimate the association between players’ characteristics and their transfer valuation. Additionally, by applying panel regression techniques, we separate team and season effects from individual attributes. We find an inverted U-shaped association with age and a positive association with goals, assists, and minutes played in national and international competitions. Moreover, the financial sustainability of the clubs appears to be a key factor since potential accountability turmoil may cause a reduction in the bargaining power of clubs and on the players’ market values consequently. Finally, season fixed effects show a statistically significant and strong negative trend of players’ market appraisals. That result should be taken seriously by representatives of Serie A League as well as the Italian Football Federation because the recently pursued strategy of adjusting the decrease of conventional revenues (e.g., ticket sales, TV rights and sponsorship) with the capital gains coming from player transfers proves to be rather risky.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139873470","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Appraisal of Players’ Transfer Market Values: Empirical Evidence From Italian Serie A","authors":"Marco Di Domizio, Raul Caruso, Bernd Frick","doi":"10.32731/ijsf/191.022024.03","DOIUrl":"https://doi.org/10.32731/ijsf/191.022024.03","url":null,"abstract":"This paper focuses on the determinants of transfer market valuations of Italian top division football players over the period 2007‒2017. We use data provided by transfermarkt.de to estimate the association between players’ characteristics and their transfer valuation. Additionally, by applying panel regression techniques, we separate team and season effects from individual attributes. We find an inverted U-shaped association with age and a positive association with goals, assists, and minutes played in national and international competitions. Moreover, the financial sustainability of the clubs appears to be a key factor since potential accountability turmoil may cause a reduction in the bargaining power of clubs and on the players’ market values consequently. Finally, season fixed effects show a statistically significant and strong negative trend of players’ market appraisals. That result should be taken seriously by representatives of Serie A League as well as the Italian Football Federation because the recently pursued strategy of adjusting the decrease of conventional revenues (e.g., ticket sales, TV rights and sponsorship) with the capital gains coming from player transfers proves to be rather risky.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139813363","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Peter Dawson, Paul Downward, Vincent Hogan, Patrick Massey
{"title":"Re-Evaluating the Role of Attendance on Home Advantage: Evidence From an International Rugby Tournament","authors":"Peter Dawson, Paul Downward, Vincent Hogan, Patrick Massey","doi":"10.32731/ijsf/184.112023.03","DOIUrl":"https://doi.org/10.32731/ijsf/184.112023.03","url":null,"abstract":"Home advantage has been documented in many sports. It is hypothesized that higher attendance, likely dominated by home-team supporters, can be a source of this advantage, either through influence on match officials or by spurring the home team to greater efforts relative to the away team. We examine this latter hypothesis using a dataset of 1,030 matches over eight seasons, 2012/2013 to 2019/2020, of the Pro14, one of the three major European rugby union leagues. Our results initially display strong evidence of home advantage. However, once we control for team quality, home advantage is significantly reduced. Further, our results also indicate that home advantage is not explained by the impact of attendances on team performance (effort).","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135515792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"College Football Television and Attendance: The Problem With Selection Bias","authors":"Jeremy Losak, Samuel Marteka, Mackenzie Mangos","doi":"10.32731/ijsf/184.112023.01","DOIUrl":"https://doi.org/10.32731/ijsf/184.112023.01","url":null,"abstract":"Television coverage’s impact on college football attendance is a topic of debate. Between 2005 and 2019, annual growth in athletic department revenues for Football Bowl Subdivision (FBS) schools from media rights, postseason football, and National Collegiate Athletic Association (NCAA) conference distributions far exceeded revenue growth in ticket sales revenue. This study re-evaluates the substitution or complementarity of television coverage and stadium attendance in college football with updated data while controlling for selection bias through endogenous treatment regression. Although initial results reveal a positive correlation between television coverage and attendance, national coverage and attendance appear to be substitutes after controlling for selection bias. That said, from an attendance maximizing perspective, national coverage is preferable to lower-tiered coverage if a game is to be televised.","PeriodicalId":45894,"journal":{"name":"International Journal of Sport Finance","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135515970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}