In inferential statistics, the probability of detecting a population difference or association of a specified magnitude in a study of a representative sample from that population made up of a given number of participants. More specifically, it is the probability that a statistical test can reject the null hypothesis when it is false. It increases with increasing sample size and forms the basis for estimating the sample size needed to detect an effect of a particular magnitude.