๐Variance vs Standard deviation๐
Both quantities measure how spread out data is, and they are directly related โ the standard deviation is simply the square root of the variance.
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๐Variance
- โThe average of the squared deviations from the mean
- โAlways non-negative
- โExpressed in squared units of the original data
- โAdds neatly when combining independent variables
- โA core building block of statistical theory
๐Standard deviation
- โThe square root of the variance
- โExpressed in the same units as the original data
- โEasier to interpret in real-world terms
- โUsed to describe the width of a normal distribution
- โMore common in reports and everyday statistics
Verdict
Variance is mathematically convenient but its squared units are hard to interpret. Standard deviation undoes the squaring, so it is easier to read. Use variance in proofs, standard deviation in reports.
Frequently asked
How are variance and standard deviation related?+
The standard deviation is the square root of the variance, bringing it back to the original units.
Why is standard deviation easier to interpret?+
It is in the same units as the data, so a deviation in meters or dollars makes intuitive sense.
Can variance be negative?+
No. Because it averages squared values, variance is always zero or positive.
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