Analytics stories Using data to make good things happen

Wayne L. Winston

Book - 2021

Inform your own analyses by seeing how one of the best data analysts in the world approaches analytics problems in this 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 as well as illuminates the process of applying analytic principles to practical problems and highlights the potential pitfalls that await careless analysts.

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Subjects
Published
Hoboken : John Wiley & Sons, Inc 2021.
Language
English
Main Author
Wayne L. Winston (author)
Physical Description
xxix, 494 pages : illustrations ; 24 cm
Bibliography
Includes index.
ISBN
9781119646037
  • Part I. What Happened? Ch. 1. Preliminaries
  • Ch. 2. Was the 1969 Draft Lottery Fair?
  • Ch. 3. Who Won the 2000 Election: Bush or Gore?
  • Ch. 4. Was Liverpool Over Barcelona the Greatest Upset in Sports History?
  • Ch. 5. How Did Bernie Madoff Keep His Fund Going?
  • Ch. 6. Is the Lot of the American Worker Improving?
  • Ch. 7. Measuring Income Inequality with the Gini, Palm, and Atkinson Indices
  • Ch. 8. Modeling Relationships Between Two Variables
  • Ch. 9. Intergenerational Mobility
  • Ch. 10. Is Anderson Elementary School a Bad School?
  • Ch. 11. Value-Added Assessments of Teacher Effectiveness
  • Ch. 12. Berkeley, Buses, Cars, and Planes
  • Ch. 13. Is Carmelo Anthony a Hall of Famer?
  • Ch. 14. Was Derek Jeter a great fielder?
  • Ch. 15. "Drive for show and putt for dough?"
  • Ch. 16. What's wrong with the NFL QB rating?
  • Ch. 17. Some sports have all the luck
  • Ch. 18. Gerrymandering
  • Ch. 19. Evidence-based medicine
  • Ch. 20. How do we compare hospitals?
  • Ch. 21. What is the worst health care problem in my country?
  • Part II. What will happen?
  • Ch. 22. Does a mutual fund's past performance predict future performance?
  • Ch. 23. Is Vegas good a picking NFL games?
  • Ch. 24. Will my new hires be good employees?
  • Ch. 25. Should I go to State U or Princeton?
  • Ch. 26. Will my favorite sports team be great next year?
  • Ch. 27. How did central bankers fail to predict the 2008 recession?
  • Ch. 28. How does Target know if you're pregnant?
  • Ch. 29. How does Netflix recommend movies and TV shows?
  • Ch. 30. Can we predict heart attacks in real time?
  • Ch. 31. Is proactive policing effective?
  • Ch. 32. Guess how many are coming to dinner?
  • Ch. 33. Can prediction markets predict the future?
  • Ch. 34. The ABCs of polling
  • Ch. 35. How did Buzzfeed make the dress go viral?
  • Ch. 36. Predicting Game of Thrones TV ratings
  • Part III. Why did it happened? Ch. 37. Does smoking cause lung cancer?
  • Ch. 38. Why are the Houston rockets a good basketball team?
  • Ch. 39. Why have sacrifice bunts and intentional walks nearly disappeared?
  • Ch. 40. Do NFL teams pass too much and go for it often enough on fourth down
  • Ch. 41. What caused the 1854 London cholera outbreak?
  • Ch. 42. What affects the sales of a retail product?
  • Ch. 43. Why does the Pareto Principle explain so many things?
  • Ch. 44. Does where you grow up matter?
  • Ch. 45. The waiting is the hardest part
  • Ch. 46. Are roundabouts a good idea?
  • Ch. 47. Red light, green light, or no light?
  • Part IV. How do I make good things happen?
  • Ch. 48. How can we improve K-12 education?
  • Ch. 49. Can A/B testing improve my website's performance?
  • Ch. 50. How should I allocate my retirement portfolio?
  • Ch. 51. How do hedge funds work?
  • Ch. 52. How much should we order and when should we order?
  • Ch. 53. How does the UPS driver know the order to deliver packages?
  • Ch. 54. Can data win a Presidential election?
  • Ch. 55. Can analytics save our republic? Ch. 56. Why do I pay too much on eBay?
  • Ch. 57. Can analytics recognize, predict, or write a hit song?
  • Ch. 58. Can an algorithm improve parole decisions?
  • Ch. 59. How do baseball teams decide where to shift fielders?
  • Ch. 60. Did analytics help the Mavericks win the 2011 NBA title?
  • Ch. 61. Who gets the house in the Hampton's?