Football Analytics with Python & R PDF Download

Author: Eric A. Eager
Publisher: "O'Reilly Media, Inc."
ISBN: 1492099589
Category : Mathematics
Languages : en
Pages : 361

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Book Description
Baseball is not the only sport to use "moneyball." American football fans, teams, and gamblers are increasingly using data to gain an edge against the competition. Professional and college teams use data to help select players and identify team needs. Fans use data to guide fantasy team picks and strategies. Sports bettors and fantasy football players are using data to help inform decision making. This concise book provides a clear introduction to using statistical models to analyze football data. Whether your goal is to produce a winning team, dominate your fantasy football league, qualify for an entry-level football analyst position, or simply learn R and Python using fun example cases, this book is your starting place. You'll learn how to: Apply basic statistical concepts to football datasets Describe football data with quantitative methods Create efficient workflows that offer reproducible results Use data science skills such as web scraping, manipulating data, and plotting data Implement statistical models for football data Link data summaries and model outputs to create reports or presentations using tools such as R Markdown and R Shiny And more

Author: Bradley J. Congelio
Publisher: CRC Press
ISBN: 1003813267
Category : Sports & Recreation
Languages : en
Pages : 383

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Book Description
It has become difficult to ignore the analytics movement within the NFL. An increasing number of coaches openly integrate advanced numbers into their game plans, and commentators, throughout broadcasts, regularly use terms such as air yards, CPOE, and EPA on a casual basis. This rapid growth, combined with an increasing accessibility to NFL data, has helped create a burgeoning amateur analytics movement, highlighted by the NFL’s annual Big Data Bowl. Because learning a coding language can be a difficult enough endeavor, Introduction to NFL Analytics with R is purposefully written in a more informal format than readers of similar books may be accustomed to, opting to provide step-by-step instructions in a structured, jargon-free manner. Key Coverage: Installing R, RStudio, and necessary packages Working and becoming fluent in the tidyverse Finding meaning in NFL data with examples from all the functions in the nflverse family of packages Using NFL data to create eye-catching data visualizations Building statistical models starting with simple regressions and progressing to advanced machine learning models using tidymodels and eXtreme Gradient Boosting The book is written for novices of R programming all the way to more experienced coders, as well as audiences with differing expected outcomes. Professors can use Introduction to NFL Analytics with R to provide data science lessons through the lens of the NFL, while students can use it as an educational tool to create robust visualizations and machine learning models for assignments. Journalists, bloggers, and arm-chair quarterbacks alike will find the book helpful to underpin their arguments by providing hard data and visualizations to back up their claims.

Author: W. Casan Scott
Publisher:
ISBN: 9781549848629
Category :
Languages : en
Pages : 118

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Book Description
Each off-season, the National Football League (NFL) holds an event now known as the NFL Scouting Combine, which showcases the best 300 NFL prospects in the country. The NFL Combine includes medical tests, interviews, and a multitude of athletic tests, drills, and evaluations. The Combine participants include mostly college juniors and seniors who are selected based on how their college careers translate to the NFL. And while on-field game evaluations are probably the most important component of a prospect's NFL Draft evaluation, the NFL Combine offers a venue for standardized tests of athleticism under controlled conditions which allow for unbiased and consistent comparisons of athleticism between prospects. This book will describe the NFL Combine and the athletic tests conducted there. I will discuss some of the most memorable NFL Combine performances of all time, and offer some physiological theory behind NFL Combine drills. I will also begin introducing some statistical terminology, that will get progressively more advanced. If some of the terminology doesn't make sense, or seems difficult to understand, don't get discouraged. This book does is not meant to be a standalone textbook, and I do not aim to convince you of any of the conclusions I present. I only hope that this book helps you look at football a little bit differently.

Author: Thomas A Severini
Publisher: CRC Press
ISBN: 1000050904
Category : Mathematics
Languages : en
Pages : 373

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Book Description
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.

Author: Lorena Martin
Publisher: FT Press
ISBN: 0134193881
Category : Business & Economics
Languages : en
Pages : 561

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Book Description
A PRACTICAL, REAL-WORLD GUIDE TO ANALYTICS FOR THE 5 MAJOR SPORTS: FOOTBALL, BASKETBALL, BASEBALL, SOCCER, AND TENNIS GAIN A COMPETITIVE EDGE! This is the first real-world guide to building and using analytical models for measuring and assessing performance in the five major sports: football, basketball, baseball, soccer, and tennis. Unlike books that focus strictly on theory, this book brings together sports measurement and statistical analyses, demonstrating how to examine differences across sports as well as between player positions. This book will provide you with the tools for cutting-edge approaches you can extend to the sport of your choice. Expert Northwestern University data scientist, UC San Diego researcher, and competitive athlete, Lorena Martin shows how to use measures and apply statistical models to evaluate players, reduce injuries, and improve sports performance. You’ll learn how to leverage a deep understanding of each sport’s principles, rules, attributes, measures, and performance outcomes. Sports Performance Measurement and Analytics will be an indispensable resource for anyone who wants to bring analytical rigor to athletic competition: students, professors, analysts, fans, physiologists, coaches, managers, and sports executives alike. All data sets, extensive code, and additional examples are available for download at http://www.ftpress.com/martin/ What are the qualities a person must have to become a world-class athlete? This question and many more can be answered through research, measurement, statistics, and analytics. This book gives athletes, trainers, coaches, and managers a better understanding of measurement and analytics as they relate to sports performance. To develop accurate measures, we need to know what we want to measure and why. There is great power in accurate measures and statistics. Research findings can show us how to prevent injuries, evaluate strengths and weaknesses, improve team cohesion, and optimize sports performance. This book serves many readers. People involved with sports will gain an appreciation for performance measures and analytics. People involved with analytics will gain new insights into quantified values representing physical, physiological, and psychological components of sports performance. And students eager to learn about sports analytics will have a practical introduction to the field. This is a thorough introduction to performance measurement and analytics for five of the world’s leading sports. The only book of its kind, it offers a complete overview of the most important concepts, rules, measurements, and statistics for each sport, while demonstrating applications of real-world analytics. You’ll find practical, state-of-the-art guidance on predicting future outcomes, evaluating an athlete’s market value, and more.

Author: Wayne L. Winston
Publisher: John Wiley & Sons
ISBN: 1119646049
Category : Business & Economics
Languages : en
Pages : 535

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Book Description
Inform your own analyses by seeing how one of the best data analysts in the world approaches analytics problems Analytics Stories: How to Make Good Things Happen is a thoughtful, incisive, and entertaining exploration of the application of analytics to real-world problems and situations. Covering fields as diverse as sports, finance, politics, healthcare, and business, Analytics Stories bridges the gap between the oft inscrutable world of data analytics and the concrete problems it solves. Distinguished professor and author Wayne L. Winston answers questions like: Was Liverpool over Barcelona the greatest upset in sports history? Was Derek Jeter a great infielder What's wrong with the NFL QB rating? How did Madoff keep his fund going? Does a mutual fund’s past performance predict future performance? What caused the Crash of 2008? Can we predict where crimes are likely to occur? Is the lot of the American worker improving? How can analytics save the US Republic? The birth of evidence-based medicine: How did James Lind know citrus fruits cured scurvy? How can I objectively compare hospitals? How can we predict heart attacks in real time? How does a retail store know if you're pregnant? How can I use A/B testing to improve sales from my website? How can analytics help me write a hit song? Perfect for anyone with the word “analyst” in their job title, Analytics Stories illuminates the process of applying analytic principles to practical problems and highlights the potential pitfalls that await careless analysts.

Author: Will Carroll
Publisher: Simon and Schuster
ISBN: 1683584600
Category : Sports & Recreation
Languages : en
Pages : 227

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Book Description
In The Science of Football, sportswriter and injury expert Will Carroll teams up with writer and podcast host Tyler Brooke to show how understanding the science behind American football helps fans appreciate the sport even more. The authors cover topics like injuries, equipment, and analytics from all sides of the game, including offense, defense, and special teams. After reading this fascinating addition to the successful Science of series, football enthusiasts at the professional, college, and high school levels and science geeks alike will better appreciate the game--no matter which teams are playing!

Author: Ronald R. Sims
Publisher: IAP
ISBN: 1641135379
Category : Business & Economics
Languages : en
Pages : 260

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Book Description
Human Resources Management Issues, Challenges and Trends: “Now and Around the Corner” explores and provides an updated look at some of the challenges, trends and issues HRM professionals will need to focus on now and around the corner. Like other departments in the broader organization HRM professionals will need to increasingly demonstrate how they add value and contribute to the organization’s success. While the trends, challenges and issues impacting organizations and HRM professionals will continue to change over the years, the bottom-line of organization success is the clear reality that employees are their best assets and the need for effective HRM. The book is intended to help to better understand the ongoing transformation of HRM given the issues, challenges and opportunities offered by the contributors to this book. This means the book discusses the ever evolving role of HRM professionals to include discussion of how the profession must continue to become more adaptive, resilient, quick to change direction and customer-centered in its efforts to help meet the human resource needs of contemporary organizations and their employees. The book contributes to the ongoing dialogue and insights offered by HRM experts on what HRM professionals and their organizations can do in the face of such challenges, trends and issues in their efforts to win the talent wars.

Author: Jacquelyn Cuneen
Publisher: Routledge
ISBN: 1000029700
Category : Social Science
Languages : en
Pages : 283

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Book Description
Sport Industry Research and Analysis offers a straightforward, no nonsense approach to research design and statistical analyses in sport organizations. This fully revised and updated new edition describes the research process, from identifying a research question to analyzing data, and uses real world scenarios to help students and industry professionals understand how to conduct research and apply the results in their wider work. The book includes clear, step-by-step instructions for the analysis and interpretation of data. It explains how to use Excel and SPSS for every key statistic and statistical technique, with screenshots illustrating every step and additional scenarios providing further context. "In Practice" contributions from sport industry professionals demonstrate how these practitioners use statistical analyses in their everyday tasks, and this new edition includes expanded sections on conducting a literature review and research ethics, as well as ancillary materials for instructors including slides, test questions, data files, answer sheets, and videos. This is the clearest and most easy-to-use guide to research and analysis techniques in sport, helping the reader to build essential skills and confidence in using statistics, vital to support decision-making in any sport enterprise. It is an essential text for any sport business research methods course, and an invaluable reference for all sport industry professionals.

Author: Fergus Connolly
Publisher: Simon and Schuster
ISBN: 1628601183
Category : Education
Languages : en
Pages : 464

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Book Description
In Game Changer Fergus Connolly shows how to improve performance with evidence-based analysis and athlete-focused training. Through his unprecedented experience with teams in professional football, basketball, rugby, soccer, Aussie Rules, and Gaelic football, as well as with elite military units, Connolly has discovered how to break down the common elements in all sports to their basic components so that each moment of any game can be better analysed, whether you're a player or coach. The lessons of game day can then be used to create valuable leaning experience in training.