Question
Find the standard deviation of the first $n$ natural numbers.

Answer

$x_i$
$1$ $2$ $3$ $4$ $5$ $-$ $-$ $n$
$x_i^2$
$1$ $4$ $9$ $16$ $25$ $-$ $-$ $n^2$
$\sum\text{x}_\text{i}=1+2+3+4+5+\ ....\ +\text{n}=\frac{\text{n}(\text{n}+1)}{2}$
$\sum\text{x}_\text{i}^2=1^2+2^2+3^2+\ ....\ +\text{n}^2=\frac{\text{n}(\text{n}+1)(2\text{n}+1)}{6}$
$\therefore\ \text{S.D.}(\sigma)=\sqrt{\frac{\sum\text{x}_\text{i}^2}{\text{n}}-\Big(\frac{\sum\text{x}_\text{i}}{\text{n}}\Big)^2}$
$=\sqrt{\frac{\text{n}(\text{n}+1)(2\text{n}+1)}{6\text{n}}-\frac{\text{n}^2(\text{n}+1)}{4\text{n}^2}}$
$=\sqrt{\frac{(\text{n}+1)(2\text{n}+1)}{6}-\frac{(\text{n+1}^2)}{4}}$
$=\sqrt{\frac{2\text{n}^2+3\text{n}+1}{6}-\frac{\text{n}^2+2\text{n}+1}{4}}$
$=\sqrt{\frac{4\text{n}^2+6\text{n}+2-3\text{n}^2-6\text{n}-3}{12}}$
$=\sqrt{\frac{\text{n}^2-1}{12}}$
Hence$,$ the required $\text{SD} =\sqrt{\frac{\text{n}^2-1}{12}}$

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