Question: what are the mathematical properties of standard deviation?
Answer: Standard deviation is only used to measure spread or dispersion around the mean of a data set. Standard deviation is never negative. Standard deviation is sensitive to outliers. ...  For data with approximately the same mean, the greater the spread, the greater the standard deviation.