Samuelson’s inequality (also attributed to K. R. Nair) gives a bound on the extremes in a sample in terms of the mean and variance:
|xi − ¯x| ≤ s √ n − 1.
Use this to bound the cancellation in (2.5.1) by giving a bound on the ratio
n(x1 − ¯x)2 (xi − x1) 2 .
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