Correct option is A
Given:
The options are Standard Deviation, Median, Mean, and Skewness.
Formula Used:
Standard Deviation is always non-negative.
Solution:
Standard deviation is a measure of the amount of variation or dispersion of a set of values.
It is always non-negative because it is derived from the square root of the variance,
which itself is a sum of squared deviations from the mean. Squared values cannot be negative,
so the standard deviation cannot be negative.
Thus, the correct answer is A: Standard Deviation.



