Standard deviation measures how spread out values are from the mean. A small SD means data is clustered tightly; a large SD means it is widely scattered. Standard deviation is the foundation of statistics, used in finance (volatility), quality control, A/B testing, and grading on a curve. This guide explains both the population and sample formulas with worked examples.