Analysis of Variance (ANOVA) is a statistical method developed by Ronald Fisher that compares the means of three or more independent groups to determine if at least one is significantly different. By analyzing variance (comparing between-group variance to within-group variance), it extends t-tests, which are limited to only two groups.