The role of standard deviation as a parameter to characterize variance is precisely interpreted by means of the well known Chebchev’s inequality.
Theorem:
If X is a random variable with mean μ and variance σ2, then for any positive number k, we have
Or
Proof:
When X is a continuous random variable. By definition
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