
Mathletics
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Content
- Cover
- Contents
- Preface
- Acknowledgments
- Abbreviations
- PART I. BASEBALL
- 1. Baseball's Pythagorean Theorem
- 2. Who Had a Better Year: Mike Trout or Kris Bryant?
- 3. Evaluating Hitters by Linear Weights
- 4. Evaluating Hitters by Monte Carlo Simulation
- 5. Evaluating Baseball Pitchers, Forecasting Future Pitcher Performance, and an Introduction to Statcast
- 6. Baseball Decision Making
- 7. Evaluating Fielders
- 8. Win Probability Added (WPA)
- 9. Wins Above Replacement (WAR) and Player Salaries
- 10. Park Factors
- 11. Streakiness in Sports
- 12. The Platoon Effect
- 13. Was Tony Perez a Great Clutch Hitter?
- 14. Pitch Count, Pitcher Effectiveness, and PITCHf/x Data
- 15. Would Ted Williams Hit .406 today?
- 16. Was Joe DiMaggio's 56-Game Hitting Streak the Greatest Sports Record of All Time?
- 17. Projecting Major League Performance
- PART II. FOOTBALL
- 18. What Makes NFL Teams Win?
- 19. Who's Better: Brady or Rodgers?
- 20. Football States and Values
- 21. Football Decision Making 101
- 22. If Passing Is Better than Running, Why Don't Teams Always Pass?
- 23. Should We Go for a One-Point or a Two-Point Conversion?
- 24. To Give Up the Ball Is Better than to Receive: The Case of College Football Overtime
- 25. Has the NFL Finally Gotten the OT Rules Right?
- 26. How Valuable Are NFL Draft Picks?
- 27. Player Tracking Data in the NFL
- PART. III. BASKET BALL
- 28. Basketball Statistics 101: The Four Factor Model
- 29. Linear Weights for Evaluating NBA Players
- 30. Adjusted +/- Player Ratings
- 31. ESPN RPM and FiveThirtyEight RAPTOR Ratings
- 32. NBA Lineup Analysis
- 33. Analyzing Team and Individual Matchups
- 34. NBA Salaries and the Value of a Draft Pick
- 35. Are NBA Officials Prejudiced?
- 36. Pick-n-Rolling to Win, the Death of Post Ups and Isos
- 37. SportVU, Second Spectrum, and the Spatial Basketball Data Revolution
- 38. In-Game Basketball Decision Making
- PART IV. OTHER SPORTS
- 39. Soccer Analytics
- 40. Hockey Analytics
- 41. Volleyball Analytics
- 42. Golf Analytics
- 43. Analytics and Cyber Athletes: The Era of e-Sports
- PART V. SPORTS GAMBLING
- 44. Sports Gambling 101
- 45. Freakonomics Meets the Bookmaker
- 46. Rating Sports Teams
- 47. From Point Ratings to Probabilities
- 48. The NCAA Evaluation Tool (NET)
- 49. Optimal Money Management: The Kelley Growth Criterion
- 50. Calcuttas
- PART VI. METHODS AND MISCELLANEOUS
- 51. How to Work with Data Sources: Collecting and Visualizing Data
- 52. Assessing Players with Limited Data: The Bayesian Approach
- 53. Finding Latent Patterns through Matrix Factorization
- 54. Network Analysis in Sports
- 55. Elo Ratings
- 56. Comparing Players from Different Eras
- 57. Does Fatigue Make Cowards of Us All? The Case of NBA Back-to-Back Games and NFL Bye Weeks
- 58. The College Football Playoff
- 59. Quantifying Sports Collapses
- 60. Daily Fantasy Sports
- Bibliography
- Index
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