Sports Analytics from A to Z: Methods, Definitions and Real-Life Applications

Sports Analytics from A to Z: Methods, Definitions and Real-Life Applications
Author: Victor Holman
Publisher:
Total Pages: 310
Release: 2019-03-14
Genre: Sports & Recreation
ISBN: 9781090457790
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Sports Analytics From A to Z is written for non-mathematicians who love sports, are interested in sports analytics, but do not have the time, or desire to learn complex algorithms or processes within the various statistical methods. Sports Analytics Expert and Consultant Victor Holman provides a range of sports analytics methods in a manner that the average reader can understand their concepts and more importantly, how the concepts have been applied and leveraged in the sports world by some of today's leading innovators in sports analytics. While the reader won't walk away from this book understanding how to execute or program these sports analytics methods, they will walk away with countless new ideas for how analytics can be leveraged to gather new insight into data. This sports analytics book is unique in that it identifies numerous sports analytics methods, it's alphabetically arranged, it outlines primary and secondary sports analytics methods applied in various research papers. Reading each of the research articles, and the sports analytics methods applied when performing the research will help the reader understand which statistical tool to use to approach their analytic challenges.About Victor HolmanVictor Holman is a sports analytics and performance expert, management consultant and author. His thought leadership in business performance, sports performance and process improvement has been demonstrated in several books, frameworks and products he has published over the last 15 years. Victor has served as a performance expert, data and enterprise systems project manager and management consultant to over 100 organizations, including Fortune 500 companies and Federal Agencies. He's been featured in major television, radio and print media outlets for his ability to help small businesses outperform their competition by applying strategies, frameworks and management tools. And Victor is applying these same concepts to sports management and sports analytics. Victor believes that like small businesses, less talented sports programs can level the playing field by applying sports analytics methods that transcends their analytics programs beyond management decision making and into quantitative results delivered by the players. He also believes that to make a team function at optimal performance, it's critical that game data is gathered, analyzed and translated into value that can be easily measured and delivered by its players. Victor helps teams figure out how to apply their data and existing analytics systems to help players measure value, increase IQ and create synergy using his Agile Sports Analytics Framework. Victor authored the Agile Sports Analytics Book, which outlines the step by step process for getting players to execute the coach's strategy through an award system that measures player's ability to adapt their games to the team strategy and measures their contribution to wins.Victor developed the Agile Sports Analytics application, which provides the tools and drives the processes of the Sports Analytics Framework.Victor was recently recognized by Feedspot as the #2 sports analytics blog. His blog provides the latest strategies to help coaches, analysts and management improve the IQ, team dynamics & execution of their players. His blog also provides insight into all of the various statistical methods applied in sports analytics along with the key innovators and researchers who continue to push the sports analytics envelope. His blog posts are the foundation of this book. Victor developed the Sports Analytics Maturity Model, which outlines five phases, seven key success areas, 26 best practices and 130 key processes for sports programs looking to gain a competitive edge across all aspects of the program. To learn more about how Victor Holman can help your team leverage analytics to gain a competitive advantage, contact him at [email protected] or (888) 861-8733.

Analytic Methods in Sports

Analytic Methods in Sports
Author: Thomas A. Severini
Publisher: CRC Press
Total Pages: 327
Release: 2020-04-15
Genre: Mathematics
ISBN: 1000050947
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One of the greatest changes in the sports world in the past 20 years has been the use of mathematical methods to analyze performances, recognize trends and patterns, and predict results. Analytic Methods in Sports: Using Mathematics and Statistics to Understand Data from Baseball, Football, Basketball, and Other Sports, Second Edition provides a concise yet thorough introduction to the analytic and statistical methods that are useful in studying sports. The book gives you all the tools necessary to answer key questions in sports analysis. It explains how to apply the methods to sports data and interpret the results, demonstrating that the analysis of sports data is often different from standard statistical analyses. The book integrates a large number of motivating sports examples throughout and offers guidance on computation and suggestions for further reading in each chapter. Features Covers numerous statistical procedures for analyzing data based on sports results Presents fundamental methods for describing and summarizing data Describes aspects of probability theory and basic statistical concepts that are necessary to understand and deal with the randomness inherent in sports data Explains the statistical reasoning underlying the methods Illustrates the methods using real data drawn from a wide variety of sports Offers many of the datasets on the author’s website, enabling you to replicate the analyses or conduct related analyses New to the Second Edition R code included for all calculations A new chapter discussing several more advanced methods, such as binary response models, random effects, multilevel models, spline methods, and principal components analysis, and more Exercises added to the end of each chapter, to enable use for courses and self-study

Analytic Methods in Sports

Analytic Methods in Sports
Author: Thomas A Severini
Publisher: CRC Press
Total Pages: 373
Release: 2020-04-14
Genre: Mathematics
ISBN: 1000050904
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One of the greatest changes in the sports world in the past 20 years has been the use of mathematical methods to analyze performances, recognize trends and patterns, and predict results. Analytic Methods in Sports: Using Mathematics and Statistics to Understand Data from Baseball, Football, Basketball, and Other Sports, Second Edition provides a concise yet thorough introduction to the analytic and statistical methods that are useful in studying sports. The book gives you all the tools necessary to answer key questions in sports analysis. It explains how to apply the methods to sports data and interpret the results, demonstrating that the analysis of sports data is often different from standard statistical analyses. The book integrates a large number of motivating sports examples throughout and offers guidance on computation and suggestions for further reading in each chapter. Features Covers numerous statistical procedures for analyzing data based on sports results Presents fundamental methods for describing and summarizing data Describes aspects of probability theory and basic statistical concepts that are necessary to understand and deal with the randomness inherent in sports data Explains the statistical reasoning underlying the methods Illustrates the methods using real data drawn from a wide variety of sports Offers many of the datasets on the author’s website, enabling you to replicate the analyses or conduct related analyses New to the Second Edition R code included for all calculations A new chapter discussing several more advanced methods, such as binary response models, random effects, multilevel models, spline methods, and principal components analysis, and more Exercises added to the end of each chapter, to enable use for courses and self-study Full solutions manual available to course instructors.

Sports Analytics

Sports Analytics
Author: Leonard C Maclean
Publisher: World Scientific
Total Pages: 587
Release: 2021-12-22
Genre: Business & Economics
ISBN: 9811250227
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This book is a collection of applications of analytic techniques to a number of popular sports including baseball, basketball, hockey, Jai Alai, NFL football and horseracing. We focus on both the statistics of the sporting events and betting strategies on the events. The subject is fascinating as there are many twists and subtle complicated decisions.Sports analytics applies mathematical and statistical methods to important questions in the structure and performance of sporting activities using the same basic methods and approaches as data analysts in other disciplines.Sports games and events are a fruitful area for study and to evaluate betting strategies as there is extensive data and mean reversion. With prices changing continuously, risk arbitrage bets can be made. Moreover, little errors, like a penalty to a player or an error in a call by a referee, can change the score of a game and corresponding betting prices. The collection and analysis of in-game data can inform players, coaches and staff on effective decision making during sporting events.Novel features of the book include: an analysis of who were the greatest baseball batters; analyses of the players most important to team success (and they are not necessarily the best players) in basketball, NFL football and hockey; a tutorial on risk arbitrage and its applications to NFL football and NBA basketball; a discussion of many ad hoc decision rules by coaches and players and what was really optimal; in the racing section we discuss breeding, the analysis of various bets like the Rainbow and ordinary Pick 6, a discussion and betting on the most important races and a visit to the Breeders' Cup with Ed Thorp to demonstrate the place and show system in action.

Performance Analysis in Game Sports: Concepts and Methods

Performance Analysis in Game Sports: Concepts and Methods
Author: Martin Lames
Publisher: Springer Nature
Total Pages: 272
Release: 2023-10-29
Genre: Sports & Recreation
ISBN: 3031072502
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This book offers a comprehensive overview on the methods and concepts of theoretical and practical performance analysis. Observational systems for action detection and tracking systems for position detection are introduced, starting from basic methodological principles. The issue of reliability testing is addressed for both methods, and examples of successful applications are provided. The distinction between theoretical and practical performance as essential conceptual achievement is explained in two separate chapters. Most recent theoretical models of game sports are presented, including the dynamical systems perspective, stochastic modelling, and contingency or chance as part of the game. The practical chapter introduces the concept of comprehensive performance analysis as appropriate background. It deals with qualitative methods used for assessing player and team performances, strategy development, and methods and principles of video tactic training for successful transfer of the results of analyses. The book will be of value to all with an interest in the dramatically increasing impact of performance analysis in game sports.

The Application of Formal Methods

The Application of Formal Methods
Author: Simon Foster
Publisher: Springer Nature
Total Pages: 388
Release:
Genre:
ISBN: 3031671147
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Statistical Reasoning in Sports

Statistical Reasoning in Sports
Author: Josh Tabor
Publisher: Macmillan
Total Pages: 709
Release: 2011-12-23
Genre: Juvenile Nonfiction
ISBN: 1429274379
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Offering a unique and powerful way to introduce the principles of statistical reasoning, Statistical Reasoning in Sports features engaging examples and a student-friendly approach. Starting from the very first chapter, students are able to ask questions, collect and analyze data, and draw conclusions using randomization tests. Is it harder to shoot free throws with distractions? We explore this question by designing an experiment, collecting the data, and using a hands-on simulation to analyze results. Completely covering the Common Core Standards for Probability and Statistics, Statistical Reasoning in Sports is an accessible and fun way to learn about statistics!

Sports Data Mining

Sports Data Mining
Author: Robert P. Schumaker
Publisher: Springer Science & Business Media
Total Pages: 144
Release: 2010-09-10
Genre: Computers
ISBN: 1441967303
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Data mining is the process of extracting hidden patterns from data, and it’s commonly used in business, bioinformatics, counter-terrorism, and, increasingly, in professional sports. First popularized in Michael Lewis’ best-selling Moneyball: The Art of Winning An Unfair Game, it is has become an intrinsic part of all professional sports the world over, from baseball to cricket to soccer. While an industry has developed based on statistical analysis services for any given sport, or even for betting behavior analysis on these sports, no research-level book has considered the subject in any detail until now. Sports Data Mining brings together in one place the state of the art as it concerns an international array of sports: baseball, football, basketball, soccer, greyhound racing are all covered, and the authors (including Hsinchun Chen, one of the most esteemed and well-known experts in data mining in the world) present the latest research, developments, software available, and applications for each sport. They even examine the hidden patterns in gaming and wagering, along with the most common systems for wager analysis.

Application of Intelligent Systems in Multi-modal Information Analytics

Application of Intelligent Systems in Multi-modal Information Analytics
Author: Vijayan Sugumaran
Publisher: Springer Nature
Total Pages: 1132
Release: 2022-06-13
Genre: Technology & Engineering
ISBN: 3031054849
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This book provides comprehensive coverage of the latest advances and trends in information technology, science and engineering. Specifically, it addresses a number of broad themes, including multi-modal informatics, data mining, agent-based and multi-agent systems for health and education informatics, which inspire the development of intelligent information technologies. The book covers a wide range of topics such as AI applications and innovations in health and education informatics; data and knowledge management; multi-modal application management; and web/social media mining for multi-modal informatics. Outlining promising future research directions, the book is a valuable resource for students, researchers and professionals and a useful reference guide for newcomers to the field. This book is a compilation of the papers presented in the 4th International Conference on Multi-modal Information Analytics, held online, on April 23, 2022.

Sports Analytics and Data Science

Sports Analytics and Data Science
Author: Thomas W. Miller
Publisher: FT Press
Total Pages: 576
Release: 2015-11-18
Genre: Business & Economics
ISBN: 0133887413
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This is the eBook of the printed book and may not include any media, website access codes, or print supplements that may come packaged with the bound book. This up-to-the-minute reference will help you master all three facets of sports analytics — and use it to win! Sports Analytics and Data Science is the most accessible and practical guide to sports analytics for everyone who cares about winning and everyone who is interested in data science. You’ll discover how successful sports analytics blends business and sports savvy, modern information technology, and sophisticated modeling techniques. You’ll master the discipline through realistic sports vignettes and intuitive data visualizations–not complex math. Every chapter focuses on one key sports analytics application. Miller guides you through assessing players and teams, predicting scores and making game-day decisions, crafting brands and marketing messages, increasing revenue and profitability, and much more. Step by step, you’ll learn how analysts transform raw data and analytical models into wins: both on the field and in any sports business.