The numerical value of the standard deviation can never be negative; it is always zero or a positive value. This is because standard deviation is calculated as the square root of the variance, which is based on squared differences from the mean, ensuring that all contributions are non-negative. A standard deviation of zero indicates that all data points are identical, while a positive value reflects variability in the data.
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