Removing an outlier from a list of numbers will generally result in:
a smaller SD |
a larger SD |
an unchanged SD |
Standard deviation is never negative. Standard deviation is sensitive to outliers. Standard deviation is nothing but the spread of the data. A single outlier can raise the standard deviation.
Thus we remove the outliers it results the decrease the standard deviation.
Therefore, if we remove outliers standard deviation decrease
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