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Determinants of Subscription Renewal Behavior in Sport Spectatorship Services: A CHAID Decision Tree Modeling Approach 体育观众服务续订行为的决定因素:CHAID决策树建模方法
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-06-01 DOI: 10.32731/smq.322.062023.03
Yonghwan Chang, C. Warren, Matthew S Katz
Attempts were made to identify the prioritized determinants of season ticket holders’ (STHs) renewal behavior. Also, grounded in the lens of luxury fever, we explored how the determinants are differently weighed and processed across two types of STHs, including regular (R-STHs) vs. premium seat holders (P-STHs). Through a partnership with a Big Ten athletic department, the attendance data were obtained and analyzed. This study adapted a decision tree modeling approach to predict renewal/churning behavior by setting learning decision rules in the CHAID algorithm, a supervised learning algorithm family. Results of this study indicate that discounted tickets, affordability, and entertainment were important determinants for R-STHs. By contrast, tenure as a ticket holder, game outcomes, and business use were significantly weighed for P-STHs. Recent attendance and exclusive benefits were important branches for both decision trees. Th is research expands the understanding of the subscription-based services industry by applying a fresh data mining approach.
试图确定季票持有者续订行为的优先决定因素。此外,基于奢侈品热的视角,我们探讨了如何在两种类型的STH中对决定因素进行不同的权衡和处理,包括常规座椅持有者(R-STH)和高级座椅持有者(P-STH)。通过与十大体育部门的合作,获得并分析了上座率数据。本研究采用决策树建模方法,通过在CHAID算法(一种监督学习算法家族)中设置学习决策规则来预测更新/搅动行为。这项研究的结果表明,折扣票、可负担性和娱乐是R-STH的重要决定因素。相比之下,持票人的任期、游戏结果和商业用途对P-STH有显著影响。最近的出席和独家福利是这两个决策树的重要分支。这项研究通过应用一种新的数据挖掘方法,扩展了对订阅服务行业的理解。
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引用次数: 0
Which Fantasy Sports Players Will Bet on Sports? A Trait-Based Predictive Model of Fantasy Sport Players Engaging in Sports Betting 哪些梦幻体育玩家会在体育上下注?基于特征的幻想体育玩家参与体育博彩的预测模型
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-06-01 DOI: 10.32731/smq.322.062023.02
D. Houghton, Edward L. Nowlin, Doug Walker, Bryan T. McLeod
Fantasy sports is a favorite form of sports consumption, and sports betting is becoming increasingly more popular and accessible. Following the recent Supreme Court decision concerning legalization, many fantasy sports operators are now incorporating sports betting into their platforms to capitalize on this opportunity. However, little research examines the motivations behind why some fantasy players bet on sports while others do not. Using a trait-based model, we investigate the likelihood that fantasy sports players would also engage in sports betting, revealing that traits are predictive of sports betting behavior. Given that traits are not readily observable or easily accessible, a proxy model incorporating commonly available demographic variables is also specified and estimated. Support for our proxy model is found in the widely used proxy means test devised to identify and target those eligible for social programs. As a result, this research is both theoretically driven and actionable.
梦幻体育是一种受欢迎的体育消费形式,体育博彩正变得越来越受欢迎和普及。在最近最高法院关于合法化的裁决之后,许多梦幻体育运营商现在正在将体育博彩纳入他们的平台,以利用这一机会。然而,很少有研究调查为什么一些幻想玩家在体育比赛中下注,而另一些人却没有。使用基于特质的模型,我们调查了幻想体育运动员也参与体育博彩的可能性,揭示了特质对体育博彩行为的预测。考虑到这些特征不容易观察到或容易获得,还指定和估计了包含常用人口统计变量的代理模型。我们的代理模型在广泛使用的代理经济状况调查中得到了支持,该调查旨在确定和定位那些有资格参加社会计划的人。因此,本研究具有理论驱动和可操作性。
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引用次数: 0
Aggressive Motives and Fan Passion Across Different Types of Sports 不同运动类型的攻击性动机和球迷热情
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-06-01 DOI: 10.32731/smq.322.062023.06
C. Greenwell, Sin-Wook Yoo
On-field aggression can attract and entertain sport consumers. However, the promotion of aggression in sport has been controversial, as societal shift s raise questions about how much aggression in sport is appropriate. Therefore, this study seeks to better understand the relationship between on-fi eld aggression and fandom by examining how two motives (physical aggression and violence) predict sport fan passion for three categories of sports (limited-contact, full-contact, and combat). An online questionnaire was utilized to solicit responses from 540 adult sports fans. Overall, results of this study showed consumers’ physical aggression motive influenced sport fan passion for low-contact and full-contact sports except for ice-hockey. However, consumers’ violence motive influenced combat sport passion (i.e., boxing, MMA). Results inform marketers how aggression motivates consumers and how to market this type of content across different sports.
赛场上的侵略性可以吸引和娱乐体育消费者。然而,在体育运动中提倡侵略性一直存在争议,因为社会的转变引发了人们对体育运动中侵略性的程度合适的问题。因此,本研究试图通过考察两种动机(身体攻击和暴力)如何预测体育迷对三类运动(有限接触、完全接触和战斗)的热情,来更好地理解场上攻击和球迷群体之间的关系。一份在线问卷被用来征求540名成年体育迷的回复。总体而言,这项研究的结果表明,消费者的身体攻击动机影响了体育迷对除冰球外的低接触和全接触运动的热情。然而,消费者的暴力动机影响了格斗运动(如拳击、MMA)的热情。研究结果告诉营销人员攻击性是如何激励消费者的,以及如何在不同的体育项目中营销这类内容。
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引用次数: 0
Assessing Returns from New Sport Marketing Opportunities: The Case of NBA Jersey Sponsorships 评估新体育营销机会的回报:以NBA球衣赞助为例
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-03-01 DOI: 10.32731/smq.321.032023.04
J. Jensen, Brian R. Walkup, Adrien Bouchet
One of the newest opportunities available to sport marketing decision-makers is branding on the game-worn jerseys of teams competing in the National Basketball Association (NBA). Given the novelty of this opportunity, research on the returns marketers may receive from such investments is scarce. This study applies the event study methodology to measure shareholder reaction to the announcements of NBA jersey sponsorships utilizing multiple financial models and event windows, with results indicating abnormal and positive return on investment (ROI). Reflective of signaling theory, the market’s reaction to announcements involving tech firms was more positive, and as expected based on the theoretical lens of agency theory, the reaction for firms with regional proximity was muted. Given that the NBA is one of several leagues that will be providing brand integration on game-worn jerseys, this study’s findings have important managerial implications for brand marketers planning investments in such opportunities.
体育营销决策者可以获得的最新机会之一是在国家篮球协会(NBA)参赛球队的比赛服上打上品牌。鉴于这一机会的新颖性,对营销人员可能从此类投资中获得的回报的研究很少。本研究应用事件研究方法,利用多个财务模型和事件窗口来衡量股东对NBA球衣赞助公告的反应,结果表明投资回报率异常且为正。反映出信号理论,市场对涉及科技公司的公告的反应更为积极,正如预期的那样,基于代理理论的理论视角,对区域邻近公司的反应较弱。考虑到NBA是将为比赛服提供品牌整合的几个联盟之一,这项研究的发现对品牌营销人员计划投资此类机会具有重要的管理意义。
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引用次数: 0
Predicting Ticket Holder No-Shows: Examining Differences Between Reported and Actual Attendance at College Football Games 预测持票者未到场:调查大学橄榄球赛报告和实际出席人数之间的差异
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-03-01 DOI: 10.32731/smq.321.032023.01
N. Popp, Jason M. Simmons, S. Shapiro, Nick Watanabe
Reported attendance for most sport events is based on tickets disseminated, not actual number of spectators who physically enter the venue. Yet nearly all live sport event demand studies are based on reported attendance rather than the actual attendance. The current study examines multiple measures of home game attendance for NCAA Division I college football programs as reported from both game box scores and post-event scanned ticket audits provided to The Wall Street Journal. Regression models are utilized to examine factors that have a statistically significant relationship with three different measures of attendance: (a) reported attendance, (b) actual attendance, and (c) total number of ticket holder no-shows. Several independent variables, included demographic factors, measures of game attractiveness, and residual preferences, demonstrated such relationships with each measure of attendance when examining ticket usage data from 595 game dates during the 2017 season.
大多数体育赛事的报告上座率是基于分发的门票,而不是实际进入场馆的观众人数。然而,几乎所有的现场体育赛事需求研究都是基于报道的上座率,而不是实际上座率。目前的研究调查了NCAA一级大学橄榄球项目的主场比赛出勤率的多种指标,这些指标来自比赛比分和提供给《华尔街日报》的赛后扫描票审计。回归模型被用来检验与三种不同的出勤率指标有统计显著关系的因素:(a)报告出勤率,(b)实际出勤率,和(c)总持票人缺席人数。在检查2017赛季595场比赛的门票使用数据时,包括人口统计因素、比赛吸引力指标和剩余偏好在内的几个独立变量显示了与每个出勤率指标之间的关系。
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引用次数: 1
Visual Congruity in Jersey Sponsorship: The Effect of Created Brand-Color Congruity on Attitude toward Sponsor 球衣赞助中的视觉一致性:创造品牌色彩一致性对赞助商态度的影响
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-03-01 DOI: 10.32731/smq.321.032023.02
Sung Wook (Sean) Son, Antonio S. Williams
Despite its rapid growth and the forecast for its ubiquity, an academic investigation into jersey sponsorship is still limited. More importantly, although jersey sponsors today create visual congruity by modifying their logo colors on the jerseys to match the team colors, its role and impact remain unexplored. Thus, the current research examined the effect of created brand-color congruity on attitude toward the sponsor, paying particular attention to perceived sponsor support and team identification. Three experiments across two different league settings showed that created brand-color congruity was a significant predictor for both favorable sponsor attitudes and perceived sponsor support at all levels of team identification. Perceived sponsor support also positively influenced attitudes, confirming the indirect effect of created brand-color congruity. The findings provide theoretical and practical contributions to the marketing and sponsorship literature by signifying the importance of created visual congruity using brand colors.
尽管它的快速增长和无处不在的预测,但对球衣赞助的学术调查仍然有限。更重要的是,尽管如今球衣赞助商通过修改球衣上的标志颜色以匹配球队颜色来创造视觉一致性,但其作用和影响仍未被探索。因此,当前的研究考察了创建的品牌颜色一致性对赞助商态度的影响,特别关注感知到的赞助商支持和团队认同。在两个不同的联盟环境中进行的三项实验表明,在团队认同的各个层面上,创建的品牌颜色一致性是有利赞助商态度和感知赞助商支持的重要预测因素。赞助商的支持也对态度产生了积极影响,证实了品牌色彩一致性的间接影响。研究结果通过表明使用品牌色彩创造视觉一致性的重要性,为营销和赞助文献提供了理论和实践贡献。
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引用次数: 0
Using Experiments in Sport Consumer Behavior Research: A Review and Directions for Future Research 实验在体育消费行为研究中的应用:综述与未来研究方向
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-03-01 DOI: 10.32731/smq.321.032023.03
Y. Ko, D. Kwak, Eric Wonseok Jang, J. Lee, Akira Asada, Yonghwan Chang, Daehwan Kim, S. Pradhan, Semih Yilmaz
A growing number of sport consumer behavior scholars have been employing experimental methods, especially because experiments allow researchers to gain a better understanding of causal inferences by examining controlled conditions. The purpose of this paper is twofold: (1) to offer the current state of the adoption of experimental methods in sport consumer behavior research and (2) to discuss and highlight best practices that scholars can use when considering experimental designs. More specifically, we discuss methodological gaps existing in sport consumer behavior research by reviewing published sport consumer behavior articles in a content analysis. We also provide considerations to improve validity of empirical findings and outline the characteristics of well-designed experiments and how they can help advance theory development in the field. Ultimately, we offer practical recommendations and guidance to researchers wishing to use experiments in a wide array of research topics within sport consumer behavior.
越来越多的体育消费者行为学者一直在采用实验方法,特别是因为实验允许研究人员通过检查受控条件来更好地理解因果推论。本文的目的有两个:(1)提供在体育消费者行为研究中采用实验方法的现状;(2)讨论和突出学者在考虑实验设计时可以使用的最佳实践。更具体地说,我们在内容分析中通过回顾已发表的体育消费者行为文章来讨论体育消费者行为研究中存在的方法差距。我们还提供了提高实证结果有效性的考虑因素,并概述了精心设计的实验的特征,以及它们如何有助于促进该领域的理论发展。最后,我们为希望在体育消费者行为的广泛研究主题中使用实验的研究人员提供实用的建议和指导。
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引用次数: 2
The Effects of Self-Brand Connection and Self-Construal on Consumers’ Psychological and Behavioral Responses to Athlete Scandals 自我品牌连接和自我解释对消费者对运动员丑闻心理和行为反应的影响
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-03-01 DOI: 10.32731/smq.321.032023.05
Akiko Arai, Y. Ko, Akira Asada, D. Connaughton
Athlete scandals are of broad and current interest in the sport industry and literature. Based on brand relationship theory, the present research, consisting of Studies 1 and 2, concerns the effects of consumers’ self-brand connection to an athlete and their self-construal on their psychological and behavioral responses to an athlete scandal. The results of Study 1 (experiment) suggest that people with a strong self-connection to the athlete and interdependent self-construal experience a greater self-identity threat than people lacking these attributes. Study 2 (survey) reveals that people with a strong self-connection and interdependent self-construal are more likely to advocate for an athlete after a scandal. The results imply that some people maintain their support for an athlete involved in a scandal not necessarily because they are not influenced by scandal information but because they want to protect and restore their threatened self-worth.
运动员丑闻是体育界和文学界广泛关注的话题。基于品牌关系理论,本研究包括研究1和研究2,研究了消费者与运动员的自我品牌联系及其自我建构对运动员丑闻心理和行为反应的影响。研究1(实验)的结果表明,与运动员有较强的自我联系和相互依存的自我解释的人比缺乏这些属性的人经历更大的自我认同威胁。研究2(调查)显示,自我连接强、相互依赖的自我解释的人更有可能为丑闻后的运动员辩护。结果表明,一些人继续支持卷入丑闻的运动员并不一定是因为他们没有受到丑闻信息的影响,而是因为他们想要保护和恢复受到威胁的自我价值。
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引用次数: 1
An Analysis of Research Methods in Leading Sport Marketing Journals: A Call for Historical Research 主要体育营销期刊的研究方法分析:对历史研究的呼唤
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2023-03-01 DOI: 10.32731/smq.321.032023.06
Dylan Williams, Patrick Tutka, C. Seifried
General marketing scholars have advocated for historical research since the 1980s, leading to a substantial increase in history-based marketing articles. With general marketing embracing historical research, the present content analysis assesses leading sport marketing journals, their article methodologies, and the presence of any studies that utilize the historical method and/or incorporate historical or archival data for analysis. Comparatively, the present study shows sport marketing scholars primarily analyze the field through pure monomethod (i.e., quantitative or qualitative) approaches, but many researchers also use historical or archival data. With recent calls to improve sport-study through diversifying methodological choices, we suggest the historical method should be an attractive interdisciplinary alternative because it offers a distinct data collection and analytical approach capable of studying important questions. Further, historical research can advance theory, predict future patterns or trends, inform decision-making processes, and identify future research activity. Overall, we see an opportunity for more history-based scholarship in sport marketing journals.
自20世纪80年代以来,一般营销学者一直主张进行历史研究,导致基于历史的营销文章大幅增加。随着一般市场营销接受历史研究,目前的内容分析评估了领先的体育营销期刊,他们的文章方法,以及利用历史方法和/或结合历史或档案数据进行分析的任何研究的存在。相比之下,目前的研究表明,体育营销学者主要通过纯粹的单一方法(即定量或定性)来分析该领域,但许多研究者也使用历史或档案数据。随着最近呼吁通过多样化的方法选择来改善体育研究,我们建议历史方法应该是一个有吸引力的跨学科选择,因为它提供了一种独特的数据收集和分析方法,能够研究重要问题。此外,历史研究可以推进理论,预测未来的模式或趋势,为决策过程提供信息,并确定未来的研究活动。总的来说,我们看到了在体育营销期刊中开展更多基于历史的学术研究的机会。
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引用次数: 1
Assessment of the Service Quality Measurement Model for Youth Football Academies 青少年足球院校服务质量评价模型研究
IF 1.5 4区 管理学 Q3 Business, Management and Accounting Pub Date : 2022-12-01 DOI: 10.32731/smq.314.1222.05
Yuchen Shi, D. Pyun, A. E. Manoli
While football in China is experiencing great enthusiasm from the broad masses due to the unprecedented promotion from the government, to encourage more youth participations in this sport has become an essential for Chinese football revitalization. Under this circumstance, the youth football training industry has been highly capitalized as both foreign and domestic youth football academies have sprung up. Guided by service quality literature, it can be argued that understanding what aspects influence player’s perceived service quality evaluation are necessary to be competitive to gain and sustain youth players for youth football academies in the long-term. Presented herein is a multi-dimensional and hierarchical service quality conceptualization, including four primary dimensions: physical aspects, program, personnel, and personal development. A total of nine sub-dimensions were designed to support these four higher-order dimensions. Data were collected from youth players (n=543) at two youth football academies located in two cities in south-eastern China. In phase one of the study, an exploratory factor analysis was conducted to specify and confirm the factor structure of the proposed measurement scale. Phase two implemented the confirmatory factor analysis to further validate the revised model based on EFA results. Th e results provide support for internal reliability, convergent validity, and discriminant validity, with 46 items retained and two sub-dimensions (i.e., employee expertise and employee attitude) merged and relabeled as employee trustworthiness. This study made an initiative attempt to provide both theoretical and practical insights in terms of perceived service quality assessment in the context of youth football academies.
由于政府前所未有的推动,中国足球正受到广大群众的热烈欢迎,鼓励更多的年轻人参与这项运动已成为中国足球振兴的必要条件。在这种情况下,随着国内外青少年足球院校的兴起,青少年足球训练产业得到了高度资本化。在服务质量文献的指导下,可以认为,了解哪些方面影响球员的感知服务质量评估,对于长期获得和维持青年足球学院的青年球员具有竞争力是必要的。本文提出了一个多维度、分层的服务质量概念,包括四个主要维度:身体方面、计划、人员和个人发展。总共设计了九个子维度来支持这四个高阶维度。数据来自中国东南部两个城市的两所青年足球学院的青年球员(n=543)。在研究的第一阶段,进行了探索性因素分析,以明确和确认所提出的测量量表的因素结构。第二阶段实施了验证性因素分析,以进一步验证基于全民教育结果的修订模型。这些结果为内部可靠性、收敛有效性和判别有效性提供了支持,保留了46个项目,并将两个子维度(即员工专业知识和员工态度)合并并重新标记为员工可信度。本研究试图在青年足球学院的背景下,就感知服务质量评估提供理论和实践见解。
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引用次数: 1
期刊
Sport Marketing Quarterly
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