This document provides an overview of common summary statistics used to describe distributions, including measures of central tendency (mean, median, mode), spread (variance, standard deviation, range, interquartile range), and shape (skewness and kurtosis). Formulas are given for calculating the sample mean, standard deviation, and variance. Examples are provided to demonstrate calculating and interpreting these statistics.