Chapter 3 Statistical Experiments and Significance Testing

Main point: resampling is the best way to test the significance of a statistical experiment.

Learning objectives:

  • Design A/B tests.
  • Use hypothesis tests to understand the results of a statistical experiment.
  • Perform resampling procedures to test the significance of statistical experiments.
  • Explain the proper uses (and abuses!) of p-values.
  • Compare and contrast the various traditional tests of significance.
  • Explain the advantages of multi-armed bandit tests over traditional A/B tests.
  • Calculate the statistical power for a statistical experiment.