This lecture covers the concepts of statistical tests, focusing on the Wald test and p-values. The instructor explains the calculation and interpretation of p-values, the Wald test based on likelihood, and the relationship between Neyman-Pearson and p-values. Examples and practical considerations are provided to understand the significance of test results.