The chapter discusses how hypothesis testing helps make decisions by weighing the risks of being wrong. The decision rule determines when to reject the null hypothesis based on the probabilities of errors. A two-sided test questions the null hypothesis with large or small test statistic values, while a one-sided test does so with values in one direction.