Statistical methods for analysing discrete and categorical data recorded in performance analysis

In this paper, we identify appropriate statistical methods for analysing categorical differences in discrete variables or 'performance indicators' resulting from performance analysis. The random mechanisms associated with discrete events do not follow a normal distribution; that is, the normal distribution is a continuous not a discrete probability distribution. We propose appropriate statistical methods based on two key discrete probability distributions, the Poisson and binomial distributions. Two approaches are proposed and compared using examples from notational analysis. The first approach is based on the classic chi-square test of significance (both the goodness-of-fit test and the test of independence). The second approach adopts a more contemporary method based on log-linear and logit models fitted using the statistical software GLIM. Provided relatively simple one-way and two-way comparisons in categorical data are required, both of these approaches result in very similar conclusions. However, as soon as more complex models or higher-order comparisons are required, the approach based on log-linear and logit models is shown to be more effective. Indeed, when investigating those factors and categorical differences associated with binomial or binary response variables, such as the proportion of winners when attempting decisive shots in squash or the proportion of goals scored from all shots in association football, logit models become the only realistic method available. By applying log-linear and logit models to discrete events resulting from notational analysis, greater insight into the underlying mechanisms associated with sport performance can be achieved.     

Not Quite Free? Irish Postcoloniality and the Career of Pat O'Callaghan

This paper explores the career of the Irish Olympian Pat O'Callaghan. He won successive hammer-throwing titles in the 1924 and 1928 Olympics as a representative of the independent Irish state. The paper argues that in these Olympics, O'Callaghan can be considered as representing a postcolonial state, in line with much scholarship on other aspects of Irish culture. However, the Irish later fell into a dispute with the International Amateur Athletics Federation and the International Olympic Committee, which were largely steered by the British in dealing with contentious issues over the Irish border, and the Irish were thus effectively banned from the 1936 games. The paper concludes with a discussion over the nature of postcolonial identities in sport, and the complexities around the issue in relation to the constant mediation over what national identities mean within the context of rule-making by international sporting bodies.     

The Visual in Sport History: Approaches,Methodologies and Sources

Historians of sport now increasingly accept that visual inquiry offers another dimension to social and cultural research into sport and its history. It is complex and its boundaries are rapidly evolving. This overview offers a justification for placing more emphasis on visual approaches and an introduction to the study and interpretation of visual culture in relation to the history of sport. It stresses the importance of adopting a critical approach and the need to be reflective about that critique. An ever-widening range of visual data are now being explored; so, this paper begins with a brief survey of sources that potentially offer rich returns, from film and photographs to posters and paintings or standards and statues. It next provides a critical assessment at an introductory level of some of the more important methodologies now emerging to help interpret these. This can be no more than a personal choice, given their sheer variety and interdisciplinary nature, and the reality that many historians of sport adopt a mixture of methods and approaches. Approaches covered include content analysis, iconography and iconology, semiology, psychoanalysis, discourse analysis, and reception and audience studies. Examples of recent studies of visual studies are used to illustrate the discussion.     

Framing Refuge: Media,Framing, and Sanctuary Cities

The refugee sanctuary movement in the United States has shifted to include undocumented immigrants fleeing violence and economic strife. Given the negative tenor of coverage of undocumented immigration, and ties between framing and policy views on immigration, how the media frames sanctuary cities is likely to impact public perceptions of these cities and their policies. To assess media coverage of sanctuary policies, we analyzed articles from five national newspapers from 1980 to 2017 with both human content analysis and dictionary-based computational analysis. We find that framing around religion/morality and conflict has decreased, while stories focusing on crime and partisanship have increased. We discuss implications for public opinion and the likelihood that the American public will take their cues from media framing and elite discourse when it comes to sanctuary policies.