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Math behind Moneyball
  • Level Foundation
  • المدة 65 ساعات hours
  • الطبع بواسطة University of Houston
  • Offered by

عن

Learn how probability, math, and statistics can be used to help baseball, football and basketball teams improve, player and lineup selection as well as in game strategy.

الوحدات

Course Overview

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  • All you will learn

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  • Suggested Textbooks (Not Required)

Part 1 Introduction

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1 Videos

  • 1.1 Introduction

1 Readings

  • Download Excel Files (Important!)

Part 2 Pythagorean Theorem

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    • 2 Readings
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1 Videos

  • 1.2 Pythagorean Theorem

2 Readings

  • Excel Files
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Part 3 Ten runs = One win

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1 Videos

  • 1.3 Ten runs = One win

2 Readings

  • Excel file
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Homework Problems 1 and 2

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1 Videos

  • Homework Problems 1 and 2

1 Readings

  • Excel file

Test Questions 1 and 2

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1 Assignment

  • Test Questions 1 and 2

Part 4 Runs Created

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1 Videos

  • 1.4 Runs created

2 Readings

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Part 5 Runs Created Per Game

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1 Videos

  • 1.5 Runs Created Per Game

2 Readings

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Homework Problems 3

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  • Homework Problem 3

Test Question 3

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1 Assignment

  • Test Question 3

Part 6 Multiple Regression 1

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1 Videos

  • 1.6 Multiple Regression 1

2 Readings

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Part 7 Multiple Regression 2

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1 Videos

  • 1.7 Multiple Regression 2

2 Readings

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Part 8 Linear Weights

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1 Videos

  • 1.8 Linear Weights

2 Readings

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Part 9 On Base Percentage + Slugging Percentage (OPS)

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1 Videos

  • 1.9 On Base Percentage + Slugging Percentage

2 Readings

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Part 10 Barry Bonds Runs per Game

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1 Videos

  • 1.10 Barry Bonds Runs per Game

2 Readings

  • Excel Files
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Homework Problems 4

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  • Homework Problems 4

Test Question 4

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Part 1 Excel Range Names

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1 Videos

  • 2.1 Excel Range Names

3 Readings

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Part 2 Excel Tables

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1 Videos

  • 2.2 Excel Tables

2 Readings

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Part 3 Conditional Formatting: Top Bottom Rules and Highlight Cells

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1 Videos

  • 2.3 Conditional Formatting: Top Bottom Rules

2 Readings

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Part 4 Conditional Formatting: Data Bars, Color Scales and Icon sets

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1 Videos

  • 2.4 Conditional Formatting: Data Bars

2 Readings

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Part 5 Conditional Formatting: The Formula Option

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1 Videos

  • 2.5 Conditional Formatting: The Formula Option

2 Readings

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Part 6 COUNTIF and COUNTIFS functions and Remove Duplicates

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1 Videos

  • 2.6 COUNTIF and COUNTIFS functions

2 Readings

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Part 7 SUMIF and SUMIFS Functions

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1 Videos

  • 2.7 SUMIF and SUMIFS Functions

2 Readings

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Part 8 AVERAGEIF and AVERAGEIFS Functions

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1 Videos

  • 2.8 AVERAGEIF and AVERAGEIFS Functions

2 Readings

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Homework Problem 5

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Test Question 5

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Part 9 Pivot Tables I

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  • 2.9 PivotTables I

2 Readings

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Part 10 Pivot Tables II

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1 Videos

  • 2.10 PivotTables II

2 Readings

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Homework Problem 6

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Test Question 6

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Part 1 Monte Carlo Simulation I

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1 Videos

  • 3.1 Monte Carlo Simulation I

3 Readings

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Part 2 Monte Carlo Simulation Part II

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1 Videos

  • 3.2 Monte Carlo Simulation Part II

1 Readings

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Part 3 Monte Carlo Simulation Part III

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1 Videos

  • 3.3 Monte Carlo Simulation Part III

1 Readings

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Test Question 7

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Part 4 Baseball Monte Carlo simulation

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1 Videos

  • 3.4 Baseball Monte Carlo simulation

1 Readings

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Part 5 Resampling

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1 Videos

  • 3.5 Resampling

2 Readings

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Part 6 Deflategate

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1 Videos

  • 3.6 Deflategate

1 Readings

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Homework Problem 8

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Test Question 8

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Part 1 Bunting and Expected Runs

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1 Videos

  • 4.1 Bunting and Expected Runs

3 Readings

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Part 2 Base Stealing

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1 Videos

  • 4.2 Base Stealing

2 Readings

  • Excel Files
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Homework Problem 9

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Test Question 9

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Part 3 Range Factor

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1 Videos

  • 4.3 Range Factor

2 Readings

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Part 4 UZR (Ultimate Zone Rating) and Fielding

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1 Videos

  • 4.4 UZR (Ultimate Zone Rating) and Fielding

1 Readings

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Homework Problem 10

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  • Homework Problem 10

Homework Problem 11

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  • Homework Problem 11

Test Question 10 and 11

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  • Test Questions 10&11

Part 5 Introduction to Fan Graphs

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1 Videos

  • 4.5 Introduction to Fan Graphs

Part 6 DIPS (Defense Independent Pitching Statistics)

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1 Videos

  • 4.6 DIPS (Defense Independent Pitching Statistics)

2 Readings

  • Excel Files
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Homework Problem 12

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1 Readings

  • Homework Problem 12

Part 7 Win Probability Added

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1 Videos

  • 4.7 Win Probability Added

2 Readings

  • Excel Files
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Part 8 Runs Above Average

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1 Videos

  • 4.8 Runs above Average

2 Readings

  • Excel Files
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Test Question 12

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1 Assignment

  • Test Question 12

Part 9 WAR (Wins Above Replacement)

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1 Videos

  • 4.9 WAR (Wins above Replacement)

2 Readings

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Homework Problem 13

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  • Homework Problem 13

Test Question 13

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Part 10 How to Make Your Team Win?

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1 Videos

  • 4.10 What Makes your Team Win?

1 Readings

  • Excel Files

Part 11 Defensive Shifts

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1 Videos

  • 4.11 Defensive Shifts

1 Readings

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Part 12 Catcher Framing

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1 Videos

  • 4.12 Catcher Framing

1 Readings

  • Excel Files

Part 13 Park Factors

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1 Videos

  • 4.13 Park Factors

2 Readings

  • Excel Files
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Homework Problem 14

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Test Question 14

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  • Test Question 14

Part 1 Random Variables

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1 Videos

  • 5.1 Random Variables

3 Readings

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Part 2 The Normal Random Variable

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1 Videos

  • 5.2 The Normal Random Variable

2 Readings

  • Excel Files
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Part 3 Streakiness

    • 1 Videos
    • 2 Readings
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1 Videos

  • 5.3 Streakiness

2 Readings

  • Excel Files
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Part 4 What makes NFL teams win?

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1 Videos

  • 5.4 What makes NFL teams win?

1 Readings

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Homework Problem 15

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Test Question 15

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  • Test Question 15

Part 5 Deconstructing the NFL QB rating

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1 Videos

  • 5.5 Deconstructing the NFL QB rating

1 Readings

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Homework Problem 16

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  • Homework Problem 16

Test Question 16

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  • Test Question 16

Part 6 Football States and Values

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1 Videos

  • 5.6 Football States and Values

2 Readings

  • Excel Files
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Part 7 Football Decision Making

    • 1 Videos
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1 Videos

  • 5.7 Football Decision Making

2 Readings

  • Excel Files
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Homework Problem 17

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Test Question 17

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  • Test Question 17

Part 8 The Belichick Decision

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1 Videos

  • 5.8 The Belichick Decision

1 Readings

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Homework Problem 18

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1 Readings

  • Homework Problem 18

Test Question 18

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  • Test Question 18

Part 9 Text Functions and Analyzing NFL plays

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1 Videos

  • 5.9 Text functions and Analyzing NFL plays

2 Readings

  • Excel Files
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Part 10 Texans 1st and 10 Play Selection

    • 1 Videos
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1 Videos

  • 5.10 Texans 1st and 10 Play Selection

1 Readings

  • Excel Files

Part 11 STDEVIF and Too Many Field Goal Attempts

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1 Videos

  • 5.11 STDEVIF and Too Many Field Goal Attempts

1 Readings

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Homework Problem 19

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1 Readings

  • Homework Problem 19

Test Question 19

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  • Test Question 19

Part 1 Game Theory Part I

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    • 3 Readings
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1 Videos

  • 6.1 Game Theory Part I

3 Readings

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Part 2 Game Theory Part II

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1 Videos

  • 6.2 Game Theory Part II

1 Readings

  • Excel Files

Homework Problem 20

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  • Homework Problem 20

Test Question 20

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1 Assignment

  • Test Question 20

Part 3 Basketball Shot Selection

    • 1 Videos
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1 Videos

  • 6.3 Basketball Shot Selection

1 Readings

  • Excel Files

Part 4 Effective Field Goal Percentage (EFG)

    • 1 Videos
    • 2 Readings
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1 Videos

  • 6.4 Effective Field Goal Percentage (EFG)

2 Readings

  • Excel Files
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Homework Problem 21

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Test Question 21

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1 Assignment

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Part 5 Hollinger Team Metrics

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1 Videos

  • 6.5 Hollinger Team Metrics

1 Readings

  • Excel Files

Part 6 Four Factors

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1 Videos

  • 6.6 Four Factors

2 Readings

  • Excel Files
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Homework Problem 22

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1 Readings

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Test Question 22

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Part 7 Basketball Box Score Models

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1 Videos

  • 6.7 Basketball Box Score Models

2 Readings

  • Excel Files
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Homework Problem 23

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1 Readings

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Test Question 23

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  • Test Question 23

Part 1 Extracting Lineup data and Computing raw + -

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1 Videos

  • 7.1 Extracting Lineup data and Computing raw + -

2 Readings

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  • Excel Files

Part 2 Computing Pairs Lineup Statistics

    • 1 Videos
    • 1 Readings
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1 Videos

  • 7.2 Computing Pairs Lineup Statistics

1 Readings

  • Excel Files

Part 3 Adjusted + -

    • 1 Videos
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1 Videos

  • 7.3 Adjusted + -

1 Readings

  • Excel Files

Homework Problem 24

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Test Question 24

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  • Test 24

Part 4 ESPM RPM (Real Plus Minus)

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1 Videos

  • 7.4 ESPM RPM (Real Plus Minus)

1 Readings

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Homework Problem 25

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Test Question 25

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  • Test 25

Part 5 How Analytics Helped the Mavs beat the Heat

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1 Videos

  • 7.5 How Analytics Helped the Mavs beat the Heat

1 Readings

  • Excel Files

Part 6 SportsVu data

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1 Videos

  • 7.6 SportsVu data

1 Readings

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Homework Problem 26

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  • Homework Problem 26

Test Question 26

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  • Test 26

Part 7 In Game Basketball Decision-Making

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1 Videos

  • 7.7 In Game Basketball Decision-Making

1 Readings

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Part 8 Hack a Jordan (or Dwight)

    • 1 Videos
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1 Videos

  • 7.8 Hack a Jordan (or Dwight)

1 Readings

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Homework Problem 27

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Test Question 27

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  • Test 27

Part 1 Rating NFL teams

    • 1 Videos
    • 3 Readings
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1 Videos

  • 8.1 Rating NFL teams

3 Readings

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  • Excel Files
  • Recommended Reading

Homework Problem 28

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Test Question 28

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  • Test 28

Part 2 Computing Strength of Schedule

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1 Videos

  • 8.2 Computing Strength of Schedule

2 Readings

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Homework Problem 29

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Test Question 29

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Part 3 Rating NFL Offenses and Defenses

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1 Videos

  • 8.3 Rating NFL Offenses and Defenses

2 Readings

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Homework Problem 30

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Test Question 30

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Part 4 Multiplicative Rating Models for Soccer

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1 Videos

  • 8.4 Multiplicative Rating Models for Soccer

2 Readings

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Homework Problem 31

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Test Question 31

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Part 5 Regularization

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1 Videos

  • 8.5 Regularization

1 Readings

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Part 6 Simulating the NCAA Tournament

    • 1 Videos
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1 Videos

  • 8.6 Simulating the NCAA Tournament

2 Readings

  • Excel Files
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Part 7 NCAA Props Bets

    • 1 Videos
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1 Videos

  • 8.7 NCAA Props Bets

1 Readings

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Homework Problem 32

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Test Question 32

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  • Test 32

Part 1 Method of Maximum Likelihood

    • 1 Videos
    • 3 Readings
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1 Videos

  • 9.1 Method of Maximum Likelihood

3 Readings

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Part 2 Rating Teams Based on Wins and Losses

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1 Videos

  • 9.2 Rating Teams Based on Wins and Losses

2 Readings

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Homework Problem 33

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Test Qustion 33

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  • Test 33

Part 3 Simulating the NFL Playoffs

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1 Videos

  • 9.3 Simulating the NFL Playoffs

1 Readings

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Part 4 Rating NASCAR Drivers

    • 1 Videos
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1 Videos

  • 9.4 Rating NASCAR Drivers

1 Readings

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Part 5 How Good are NFL Point Spreads?

    • 1 Videos
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1 Videos

  • 9.5 How Good are NFL Point Spreads

1 Readings

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Part 6 Relating the Money Line to Point Spreads

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1 Videos

  • 9.6 Relating the Money Line to Point Spreads

2 Readings

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Homework Problem 34

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Test Question 34

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Part 7 How Can you tell if a Betting System is Successful?

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  • 9.7 How Can you tell if a Betting System is Successful?

1 Readings

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Homework Problem 35

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Test Question 35

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Part 8 Props Bets I

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1 Videos

  • 9.8 Props Bets I

2 Readings

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Part 9 Props Bets II

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1 Videos

  • 9.9 Props Bet II

1 Readings

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Part 10 Props Bets III

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1 Videos

  • 9.10 Props Bet III

1 Readings

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Homework Problem 36

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Test Question 36

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  • Test 36

Part 1 Kelly Growth Part I

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    • 3 Readings
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1 Videos

  • 10.1 Kelly Growth Part I

3 Readings

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Part 2 Kelly Growth Part II

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1 Videos

  • 10.2 Kelly Growth Part II

1 Readings

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Part 3 Kelly Growth Part III

    • 1 Videos
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1 Videos

  • 10.3 Kelly Growth Part III

1 Readings

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Homework Problem 37

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Test Queston 37

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Part 4 Regression to the Mean

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  • 10.4 Regression to the Mean

2 Readings

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Homework Problem 38

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Test Question 38

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Part 5 Daily Fantasy Sports Part I

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1 Videos

  • 10.5 Daily Fantasy Sports Part I

1 Readings

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Part 6 Daily Fantasy Sports Part II

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1 Videos

  • 10.6 Daily Fantasy Sports Part II

1 Readings

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Homework Problem 39

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Test Question 39

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Part 7 Golf Analytics

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1 Videos

  • 10.7 Golf Analytics

1 Readings

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Homework Problem 40

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Test Question 40

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Final Exam Questions

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  • Final Exam

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"Math behind Moneyball" on Coursera delves into the use of probability, math, and statistics to enhance team performance and strategy in baseball, football, and basketball. A foundational Data Science & AI course, it spans approximately 3900 minutes and offers a starter subscription, making it ideal for sports enthusiasts and aspiring data scientists.

Professor Wayne Winston
Instructor

Professor Wayne Winston