Using a sample mean to make decisions

Decisions about the value of a population mean are usually based on the mean of a random sample. The probabilities of Type I and Type II errors are therefore probabilities about the distribution of the sample mean.

Illustration

The probabilities of Type I and Type II errors are illustrated below for different decision rules.