What is standard deviation?
The typical distance of a value from the mean, in the data's own units. It is just the square root of the variance, which undoes the squaring so the figure is interpretable again.
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How far values typically sit from the mean — the square root of the variance, in the data's own units.
σ = √(Σ(x − mean)² / N) ; sample s divides by N − 1
The typical distance of a value from the mean, in the data's own units. It is just the square root of the variance, which undoes the squaring so the figure is interpretable again.
Because it is in the same units as your data. If you measure heights in centimetres, the standard deviation is in centimetres too, whereas variance would be in centimetres squared, which means little to most people.
Use population when your numbers are the entire group. Use sample, which divides by N minus 1, when they are a subset you are using to estimate a bigger population.
That the values huddle close to the mean, so the average is a reliable summary. A large one warns that individual values can sit far from the average.
Test-score reports, the spread of returns on an investment (its risk), measurement error in science, and the famous bell curve where about 68% of values fall within one standard deviation of the mean.