Data Mining in Elite Sports: A Review and a Framework

Sophisticated data analytical methods such as data mining, where the focus is upon exploration and developing new insights, are becoming increasingly useful tools in analysing elite sports performance data and supporting decision making that is crucial to gaining success. In this article, we investigate the different data mining demands of elite sports with respect to a number of features that describe sport competitions. The aim is to more structurally connect the sports and data mining domains through: (a) describing a framework for categorizing elite sports, and (b) understanding the analytical demands of different performance analysis problems. Therefore, we review different aspects such as sport categories and performance analysis requirements that influence each stage in sports data mining. We also present a model bringing together performance analysis requirements, data mining methods, data mining techniques, and technique characteristics. This will assist both data scientists and sport professionals to more effectively collaborate and contribute to success in elite sport events.     

Setting the scientific stage for esports psychology: a systematic review

ABSTRACT

Competitive gaming, better known as electronic sports (esports), is rapidly growing in popularity. We systematically reviewed the available literature regarding the psychological aspects of esports using the Preferred Reporting Items for Systematic Review and Meta-Analysis Protocols (PRISMA-P) evidence-based reporting checklist and a Population, Intervention, Comparator, and Outcomes (PICO) framework with the following inclusion criteria: (i) published between 1994 and 2018; (ii) empirical investigation (as the current state of research is dense with positions and opinions but has few empirical investigations); and (iii) focussed on esports games that are associated with either cognitive performance or game performance. The goal of our research was twofold: to present a summary of the empirical evidence addressing the psychological characteristics of both cognitive and game performance in esports, and to integrate esports in the field of sport psychology. More specifically, our goals were to highlight the interplay of psychological aspects of performance and esports and to clearly define the theoretical foundations of the psychological aspects of esports performance. Underlining the differences from video gaming will inform future research directions and stimulate the development of high-quality practice in the applied field of sports and exercise psychology.     

From the ACRL 13th National Conference: Collaborative Solutions to Digitization for College Library Special Collections

ABSTRACT

While much has been written on individual digital project planning, little has been discussed in the area of collaborative digital projects, especially at the college library level. The aim of this article is to examine a variety of collaborative solutions that have been implemented by Franklin and Marshall College at the institutional, local, regional, and national levels. With the assistance of an analytical questionnaire, readers will learn to evaluate their college library collections for successful digitization and identify collaborative opportunities at various levels.     

Tuition Assistance for the Jewish Day School

While the Age of Prophecy is long over, I think that we can dare to make some general forecasts about the future development of the Conservative supplemental school based upon current trends.     

Participation in Higher Education in Scotland: A Geographic and Social Analysis

In this paper we relate participation in full-time Higher Education in Scotland to the geographic and social characteristics of the areas where people reside. National data on students at Higher Education institutions in all parts of the UK are used to calculate the rates, with areas of residence defined by their addresses at the times of applying to the institutions. Population data and the social characteristics of the areas were derived from the 1991 Census. The smallest geographic area considered was the Post-Code Sector, consisting of around 5000 households. Economic factors, social class, unemployment and housing tenure were strongly related to participation in the expected direction. However, different strengths of effect were found in different parts of the country. The analyses also suggest that cultural factors may be important, especially away from the major cities, and that aspects of accessibility to the institutions may also be of relevance in some areas.     

Individual differences of action orientation for risktaking in sports

The goal of this article is to explain empirical risk-taking behavior in sports from an individual cognitive modeling perspective. A basketball task was used in which participants viewed four video options that varied in the degree of associated risk. The participants were independently classified by scores on the Questionnaire for Assessing Prospective Action Orientation and State Orientation in Success, Failure, and Planning Situations as action-oriented or state-oriented decision makers. The results of the experiment show that action-oriented players shoot faster and more often to the basket and that state-oriented players prefer to pass to a playmaker more often. Four versions of a computational model of decision making, Decision Field Theory, were compared to evaluate whether behavioral differences depend on the focus of attention, the initial preferences, threshold values, or an approach-avoidance interpretation of the task. Different starting preferences explained individual choices and decision times most accurately. Risk taking in basketball shooting behavior can be best explained by different preferences for starting values for risky and safe options caused by different levels of action orientation.     

When to blink and when to think: preference for intuitive decisions results in faster and better tactical choices

Intuition is often considered an effective manner of decision making in sports. In this study we investigated whether a preference for intuition over deliberation results in faster and better lab-based choices in team handball attack situations with 54 male and female handball players of different expertise levels. We assumed that intuitive choices-due to their affective nature--are faster when multiple options are to be considered. The results show that athletes who had a preference for intuitive decisions made faster and better choices than athletes classified as deliberative decision makers. It is important that experts were more intuitive than near-expert and nonexpert players. The results support a take-the-first heuristic defining how options are searched for, how option generation is stopped, and how an option is chosen. Implications for the training of intuitive decision making are presented.