The sum of squares is a mathematical technique used to measure the variance or dispersion of a set of values from their mean, often employed in statistical analyses like regression and analysis of variance (ANOVA). It quantifies the total deviation of each data point from the mean, providing a foundation for calculating other statistical metrics such as variance and standard deviation.