Question 12 Marks
The mean and standard deviation of $20$ observation are found to be $10$ and $2$ respectively. On rechecking, it was found that an observation $8$ was incorrect. Calculate the correct mean and standard deviation in cases of it is replaced by $12 .$
Answer
View full question & answer→Here we are given that, $n = 20, \bar x = 10$ and $\sigma = 2$
$\therefore \;\bar x = \frac{1}{n}\Sigma {x_i} \Rightarrow n \times \bar x = \Sigma {x_i }$
$\Rightarrow\Sigma {x_i}=20\times10=200$
Therefore Incorrect $ \Sigma {x_i} = 200$
Now $\frac{1}{n}\Sigma x_i^2 - {(\bar x)^2} =\sigma^2$
$\Rightarrow \frac{1}{{20}}\Sigma x_i^2 - {(10)^2} = 4 \Rightarrow \Sigma x_i^2 = 2080$
If it is replaced by $12,$
When wrong item $8$ is replaced by $12$
Therefore, Correct $\mathrm{\Sigma {x_i} = Incorrect \Sigma {x_i} - 8 + 12}$
$= 200 - 8 + 12 = 204$
$\therefore$ Correct mean $= \frac{{204}}{{20}} = 10.2$
Also correct $\mathrm{\Sigma x_i^2 = Incorrect \Sigma x_i^2 - (8)^2 + (12)^2}$
$= 2080 - 64 + 144 = 2160$
$\therefore$ Correct variance $\mathrm{= \frac{1}{{20}}(correct\;\Sigma x_1^2) - (correct\ mean)^2}$
$ = \frac{{2160}}{{20}} - {\left( {\frac{{204}}{{20}}} \right)^2}$
$= \frac{{2160}}{{20}} - \frac{{41616}}{{400}} = \frac{{43200 - 41616}}{{400}} = \frac{{1584}}{{400}}$
Correct S.D. $= \sqrt {\frac{{1584}}{{400}}} = \sqrt {3.96} = 1.989$
$\therefore \;\bar x = \frac{1}{n}\Sigma {x_i} \Rightarrow n \times \bar x = \Sigma {x_i }$
$\Rightarrow\Sigma {x_i}=20\times10=200$
Therefore Incorrect $ \Sigma {x_i} = 200$
Now $\frac{1}{n}\Sigma x_i^2 - {(\bar x)^2} =\sigma^2$
$\Rightarrow \frac{1}{{20}}\Sigma x_i^2 - {(10)^2} = 4 \Rightarrow \Sigma x_i^2 = 2080$
If it is replaced by $12,$
When wrong item $8$ is replaced by $12$
Therefore, Correct $\mathrm{\Sigma {x_i} = Incorrect \Sigma {x_i} - 8 + 12}$
$= 200 - 8 + 12 = 204$
$\therefore$ Correct mean $= \frac{{204}}{{20}} = 10.2$
Also correct $\mathrm{\Sigma x_i^2 = Incorrect \Sigma x_i^2 - (8)^2 + (12)^2}$
$= 2080 - 64 + 144 = 2160$
$\therefore$ Correct variance $\mathrm{= \frac{1}{{20}}(correct\;\Sigma x_1^2) - (correct\ mean)^2}$
$ = \frac{{2160}}{{20}} - {\left( {\frac{{204}}{{20}}} \right)^2}$
$= \frac{{2160}}{{20}} - \frac{{41616}}{{400}} = \frac{{43200 - 41616}}{{400}} = \frac{{1584}}{{400}}$
Correct S.D. $= \sqrt {\frac{{1584}}{{400}}} = \sqrt {3.96} = 1.989$