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.