Sports Analytics and Data Science: Winning the Game with Methods and Models (FT Press Analytics)

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9780133886436: Sports Analytics and Data Science: Winning the Game with Methods and Models (FT Press Analytics)

This is a complete, practical guide to sports data science and modeling, with examples from sports industry economics, marketing, management, performance measurement, and competitive analysis. Thomas W. Miller, faculty director of Northwestern University’s pioneering Predictive Analytics program, shows how to use advanced measures of individual and team performance to judge the competitive position of both individual athletes and teams, and to make more accurate predictions about their future performance.

 

Miller’s modeling techniques draw on methods from economics, accounting, finance, classical and Bayesian statistics, machine learning, simulation, and mathematical programming. Miller illustrates them through realistic case studies, with fully worked examples in both Python and R.

 

Sports Analytics and Data Science
will be an invaluable resource for everyone who wants to seriously investigate and more accurately predict athletic performance, including students, teachers, sports analysts, sports fans, physiologists, coaches, and managers of sports teams. It will also be valuable to all students of analytics who want to build their skills through familiar and accessible sports applications.

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About the Author:

THOMAS W. MILLER (Evanston, IL), faculty director of Northwestern University’s Predictive Analytics program, has designed and taught courses in predictive analytics, predictive modeling, marketing analytics, and advanced modeling. Also owner of Research Publishers LLC, he has worked with predictive models for 30+ years, and consults on retail site selection, product positioning, segmentation, and pricing. He holds a Ph.D. in psychology (psychometrics); and M.S. degrees in statistics, business, and economics. His books include Modeling Techniques in Predictive Analytics: Business Problems and Solutions with R, Revised and Expanded Edition; Data and Text Mining: A Business Applications Approach; Research and Information Services: An Integrated Approach for Business, and Without a Tout: How to Pick a Winning Team. He previously directed the A.C. Nielsen Center for Marketing Research in the School of Business, University of Wisconsin-Madison.

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Miller, Thomas W.
Published by Pearson Education (US), United States (2015)
ISBN 10: 0133886433 ISBN 13: 9780133886436
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Book Description Pearson Education (US), United States, 2015. Hardback. Book Condition: New. 238 x 190 mm. Language: English . Brand New Book. TO BUILD WINNING TEAMS AND SUCCESSFUL SPORTS BUSINESSES, GUIDE YOUR DECISIONS WITH DATA 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. Thomas W. Miller, leader of Northwestern University s pioneering program in predictive analytics, guides you through defining problems, identifying data, crafting and optimizing models, writing effective R and Python code, interpreting your results, and more. 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. Whether you re a team executive, coach, fan, fantasy player, or data scientist, this guide will be a powerful source of competitive advantage.in any sport, by any measure. All data sets, extensive R and Python code, and additional examples available for download at This exceptionally complete and practical guide to sports data science and modeling teaches through realistic examples from sports industry economics, marketing, management, performance measurement, and competitive analysis. Thomas W. Miller, faculty director of Northwestern University s pioneering Predictive Analytics program, shows how to use advanced measures of individual and team performance to judge the competitive position of both individual athletes and teams, and to make more accurate predictions about their future performance. Miller s modeling techniques draw on methods from economics, accounting, finance, classical and Bayesian statistics, machine learning, simulation, and mathematical programming. Miller illustrates them through realistic case studies, with fully worked examples in both R and Python. Sports Analytics and Data Science will be an invaluable resource for everyone who wants to seriously investigate and more accurately predict player, team, and sports business performance, including students, teachers, sports analysts, sports fans, trainers, coaches, and team and sports business managers. It will also be valuable to all students of analytics and data science who want to build their skills through familiar and accessible sports applications Gain powerful, actionable insights for: * Understanding sports markets * Assessing players * Ranking teams * Predicting scores * Making game day decisions * Crafting marketing messages * Promoting brands and products * Growing revenues * Managing finances * Playing what-if games * And much more. Bookseller Inventory # AAZ9780133886436

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Book Description Pearson Education (US), United States, 2015. Hardback. Book Condition: New. 238 x 190 mm. Language: English . Brand New Book. TO BUILD WINNING TEAMS AND SUCCESSFUL SPORTS BUSINESSES, GUIDE YOUR DECISIONS WITH DATA 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. Thomas W. Miller, leader of Northwestern University s pioneering program in predictive analytics, guides you through defining problems, identifying data, crafting and optimizing models, writing effective R and Python code, interpreting your results, and more. 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. Whether you re a team executive, coach, fan, fantasy player, or data scientist, this guide will be a powerful source of competitive advantage.in any sport, by any measure. All data sets, extensive R and Python code, and additional examples available for download at This exceptionally complete and practical guide to sports data science and modeling teaches through realistic examples from sports industry economics, marketing, management, performance measurement, and competitive analysis. Thomas W. Miller, faculty director of Northwestern University s pioneering Predictive Analytics program, shows how to use advanced measures of individual and team performance to judge the competitive position of both individual athletes and teams, and to make more accurate predictions about their future performance. Miller s modeling techniques draw on methods from economics, accounting, finance, classical and Bayesian statistics, machine learning, simulation, and mathematical programming. Miller illustrates them through realistic case studies, with fully worked examples in both R and Python. Sports Analytics and Data Science will be an invaluable resource for everyone who wants to seriously investigate and more accurately predict player, team, and sports business performance, including students, teachers, sports analysts, sports fans, trainers, coaches, and team and sports business managers. It will also be valuable to all students of analytics and data science who want to build their skills through familiar and accessible sports applications Gain powerful, actionable insights for: * Understanding sports markets * Assessing players * Ranking teams * Predicting scores * Making game day decisions * Crafting marketing messages * Promoting brands and products * Growing revenues * Managing finances * Playing what-if games * And much more. Bookseller Inventory # AAZ9780133886436

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Book Description Pearson Education (US). Hardback. Book Condition: new. BRAND NEW, Sports Analytics and Data Science: Winning the Game with Methods and Models, Thomas W. Miller, This is a complete, practical guide to sports data science and modeling, with examples from sports industry economics, marketing, management, performance measurement, and competitive analysis. Thomas W. Miller, faculty director of Northwestern University's pioneering Predictive Analytics program, shows how to use advanced measures of individual and team performance to judge the competitive position of both individual athletes and teams, and to make more accurate predictions about their future performance. Miller's modeling techniques draw on methods from economics, accounting, finance, classical and Bayesian statistics, machine learning, simulation, and mathematical programming. Miller illustrates them through realistic case studies, with fully worked examples in both Python and R. Sports Analytics and Data Science will be an invaluable resource for everyone who wants to seriously investigate and more accurately predict athletic performance, including students, teachers, sports analysts, sports fans, physiologists, coaches, and managers of sports teams. It will also be valuable to all students of analytics who want to build their skills through familiar and accessible sports applications. Bookseller Inventory # B9780133886436

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