Sports Analytics and Statistics
In this 13-week course, we will explore the principles of statistical reasoning with exciting, interesting, and relevant examples in sports showing how statistics is a part of everyday life.
What's included
13 live meetings
11 hrs 55 mins in-class hoursClass Experience
US Grade 6 - 9
Beginner - Advanced Level
COURSE DESCRIPTION Our class will examine and explore statistical concepts with the lens of sports. During our class meetings, I will introduce the concepts and we will complete exercises together. With group work, students will have a better understanding and gain practice. In addition, students will have opportunities to continue their exploration with investigative projects and practice independently outside of class. TOPICS BY WEEK Week #1: December 10, 2023 - December 16, 2023 Chapter 1: Testing Claims in Sports Is Steph Curry a Streaky Shooter? Section 1: Modeling Athletic Performance Section 2: Simulating Athletic Performance Section 3: Other Applications (It's not just sports) Chapter 1 Summary Chapter Review Exercises Chapter 1 Investigative Project Week #2: December 17, 2023 - December 23, 2023 Chapter 2: Analyzing Categorical Variables Did Cam Newton Choke in the Super Bowl? Section 1: Displaying Categorical Data Section 2: Tests for a Single Percentage Section 3: Simulating with Technology and the State-Simulate-Conclude Process Section 4: Other Applications (It's not just sports) Chapter 2 Summary Chapter 2 Investigative Project Week #3: December 24, 2023 - December 30, 2023 Chapter 3: Comparing Two Percentages Do NFL Teams have a Home-Field Advantage? Section 1: Summarizing Relationships between Two Categorical Variables Section 2: Tests for a Difference in Percentages Section 3: Simulating with Technology and the State-Simulate-Conclude Process Section 4: Other Applications (It's not just sports) Chapter 3 Summary Chapter Review Exercises Chapter 3 Investigative Project Week #4: December 31, 2023 - January 6, 2024 Chapter 4: Experiments Can You Visualize Success? Section 1: Experiments and Observational Studies Section 2: Designing Experiments Section 3: Analyzing Experiments with Two Categorical Variables Section 4: Type I and Type II Errors Section 5: Other Applications (It's not just sports) Chapter 4 Summary Chapter Review Exercises Chapter 4 Investigative Project Week #5: January 7, 2024 - January 13, 2024 Chapter 5: Conditional Probability and Strategy in Sports Should You Go for It on Fourth Down? Section 1: Probability and Two-Way Tables Section 2: Conditional Probability and Independence Section 3: Tree Diagrams and Multiplication Rules Section 4: Win Probability and Strategy in Sports Section 5: Other Applications (It's not just sports) Section 5 Exercises Chapter 5 Summary Chapter Review Exercises Chapter 5 Investigative Project Week #6: January 14, 2024 - January 20, 2024 Chapter 6: Analyzing Quantitative Variables Do Rested Teams Play Better Defense? Section 1: Displaying Quantitative Data Section 2: Measuring Center and Variability Section 3: Outliers and Boxplots Section 4: Other Applications (It's not just sports) Chapter 6 Summary Chapter Review Exercises Chapter 6 Investigative Project Week #7: January 21, 2024 - January 27, 2024 Chapter 7: Comparing Two Means or Medians Do Sports Drinks Keep You Hydrated? Section 1: Tests for a Difference Between Two Means Section 2: Technology and the State-Simulate-Conclude Process Section 3: Tests for a Difference Between Two Medians Section 4: Other Applications (It's not just sports) Chapter 7 Summary Chapter Review Exercises Chapter 7 Investigative Project Week #8: January 28, 2024 - February 3, 2024 Chapter 8: Exploring Paired Data Can a swimsuit make you faster? Section 1: Analyzing Paired Data Section 2: Tests for a Mean Difference Section 3: Technology and the State-Simulate-Conclude Process Section 4: Other Applications (It's not just sports) Chapter 8 Summary Chapter Review Exercises Chapter 8 Investigative Project Week #9: February 4, 2024 - February 10, 2024 Chapter 9: More Measures of Variability Which 7-Iron is More Consistent? Section 1: Measuring Variability with the Mean Absolute Deviation Section 2: Measuring Variability with the Standard Deviation Section 3: Tests for a for a Difference in Two Standard Deviations Section 4: Other Applications (It's not just sports) Chapter 9 Summary Chapter Review Exercises Chapter 9 Investigative Project Week #10: February 11, 2024 - February 17, 2024 Chapter 10: Standardized Scores and Normal Distributions Who Should I Draft for my Fantasy Baseball Team? Section 1: Standardized Scores (z-scores) Section 2: Normal Distributions and the 68-95-99.7 Rule Section 3: Normal Distribution Calculations Section 4: Other Applications (It's not just sports) Chapter 10 Summary Chapter Review Exercises Chapter 10 Investigative Project Week #11: February 18, 2024 - February 24, 2024 Chapter 11: Sampling with Confidence What is America's Favorite Sport to Watch? Section 1: Sampling and Bias Section 2: Sampling Variability and Confidence Intervals Section 3: Estimating ABILITY with Confidence Intervals Section 4: Other Applications (It's not just sports) Chapter 11 Summary Chapter Review Exercises Chapter 11 Investigative Project Week #12: February 25, 2024 - March 2, 2024 Chapter 12: Relationships between Two Quantitative Variables Teeing Off: Hit it Long or Hit it Straight? Section 1: Displaying Relationships Section 2: Correlation Section 3: Testing the Correlation Section 4: Other Applications (It's not just sports) Chapter 12 Summary Chapter Review Exercises Chapter 12 Investigative Project Week #13: March 3, 2024 - March 9, 2024 Chapter 13: Using Relationships to Make Predictions How Can We Build a Better Baseball Team? Section 1: Predictions and Residuals Section 2: Least-Squares Regression Lines Section 3: Assessing a Least-Squares Regression Line Section 4: Regression to the Mean Section 5: Other Applications (It's not just sports) Chapter 13 Summary Chapter Review Exercises Chapter 13 Investigative Project
Other Details
External Resources
Learners will not need to use any apps or websites beyond the standard Outschool tools.
Sources
Statistical Reasoning in Sports by Josh Tabor; Chris Franklin
Reviews
Live Group Class
$24
weekly or $300 for 13 classes1x per week, 13 weeks
55 min
Live video meetings
Ages: 13-18
3-18 learners per class