Question #85578

The mean and the standard deviation of 20 items is found to be 10 and 2
respectively. At the time of checking it was found that one items with value 8 was
incorrect. Calculate the mean and standard deviation if the wrong item is
omitted

Expert's answer

Answer to Question #85578 - Math - Statistics and Probability

Question: The mean and the standard deviation of 20 items is found to be 10 and 2 respectively. At the time of checking it was found that one item with value 8 was incorrect. Calculate the mean and standard deviation if the wrong item is omitted.

Solution: Given that the mean is 10, standard deviation is 2, and there are 20 items. If the values are x1,x2,…,x20x_{1}, x_{2}, \ldots, x_{20}, then we have,


mean=xˉ=120∑i=120xi=10mean = \bar{x} = \frac{1}{20} \sum_{i=1}^{20} x_i = 10and standard deviation=120∑i=120(xi−xˉ)2=2\text{and standard deviation} = \sqrt{\frac{1}{20} \sum_{i=1}^{20} (x_i - \bar{x})^2} = 2


From equation (1), we have, ∑i=120xi=200\sum_{i=1}^{20} x_i = 200

and from equation (2),


120∑i=120(xi−xˉ)2=4⇒120∑i=120xi2−xˉ2=4⇒120∑i=120xi2=4+102=104⇒∑i=120xi2=104×20=2080\begin{aligned} &\frac{1}{20} \sum_{i=1}^{20} (x_i - \bar{x})^2 = 4 \\ &\Rightarrow \frac{1}{20} \sum_{i=1}^{20} x_i^2 - \bar{x}^2 = 4 \\ &\Rightarrow \frac{1}{20} \sum_{i=1}^{20} x_i^2 = 4 + 10^2 = 104 \\ &\Rightarrow \sum_{i=1}^{20} x_i^2 = 104 \times 20 = 2080 \end{aligned}


Let xkx_k denote the wrong entry for some k∈{1,2,…,20}k \in \{1, 2, \ldots, 20\}. So, xk=8x_k = 8.

If we omit xkx_k, then there are 19 entries. So the new mean is,


mean=119(∑i=120xi)−xk=200−819=19219≈10.105mean = \frac{1}{19} \left( \sum_{i=1}^{20} x_i \right) - x_k = \frac{200 - 8}{19} = \frac{192}{19} \approx 10.105


Let's call this new mean xˉ′=19219\bar{x}' = \frac{192}{19}

Variance=119((∑i=120xi2)−xk2)−xˉ′2=119(2080−82)−(19219)2≈3.9889\begin{aligned} Variance &= \frac{1}{19} \left( \left( \sum_{i=1}^{20} x_i^2 \right) - x_k^2 \right) - \bar{x}'^2 \\ &= \frac{1}{19} (2080 - 8^2) - \left( \frac{192}{19} \right)^2 \\ &\approx 3.9889 \end{aligned}


Therefore, standard deviation ≈3.9889≈1.997\approx \sqrt{3.9889} \approx 1.997

Answer:

- Mean = 10.105

- Standard deviation = 1.997

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