Family-wise Error Rate (FWER) is the probability of making one or more Type I errors among a set of multiple hypotheses tests. Controlling the FWER is crucial in multiple comparisons to ensure that the likelihood of incorrectly rejecting at least one true null hypothesis remains below a specified significance level.