Code for Hypothesis Testing

Python notebooks for all the computational examples about Hypothesis Testing from Chapter 10 of the book. See here for the full code repository.

• Die rolls. Null hypothesis, test statistic, p value, parametric testing, power function
• Antetokounmpo’s free throws. Null hypothesis, test statistic, p value, two-sample test, z test, one-tailed test, two-tailed test, parametric testing, power function, permutation test, nonparametric testing
• Burger prices. Permutation test, nonparametric testing, p value
• Tom Brady and hurricanes. Permutation test, nonparametric testing
• Comparing school grades. Permutation test, nonparametric testing, median
• Clutch three-point shooting. Multiple testing, Bonferroni’s correction, p value
• Evaluating NBA players. Multiple testing, Bonferroni’s correction, p value, permutation test, average treatment effect
• Practical significance vs. statistical significance.
• P-hacking. p-hacking, publication bias