Standard deviation is a measure of how dispersed data points are from the average. It quantifies the variation or dispersion from the mean. There are two types of standard deviations: frequency series and simple series. Standard deviation is useful in various fields like test scores, marketing, human resources, and weather forecasting. It has advantages like showing how clustered data is around the mean, giving a more accurate distribution picture, and being less affected by outliers.