Interpretation of p-values

P-values have the same meaning for all kinds of hypothesis test. They are used to describe the strength of evidence against a null hypothesis.

To illustrate these properties, we will test whether a population mean is zero.

Although it is possible to obtain a low p-value when H0 holds and a high p-value when HA holds, low p-values are more likely under HA than under H0.