Question #31041

Find the standard deviation of the distribution 12,6,7,3,15,10,18,5

a. 4.87
b. 4.97
c. 2.21
d. 5.81

Expert's answer

Find the standard deviation of the distribution 12,6,7,3,15,10,18,5

a. 4.87 b. 4.97 c. 2.21 d. 5.81

Solution

The standard deviation of the discrete distribution is


σ=1Ni=1N(xixˉ)2,\sigma = \sqrt {\frac {1}{N} \sum_ {i = 1} ^ {N} (x _ {i} - \bar {x}) ^ {2}},


where xˉ=i=1NxiN\bar{x} = \frac{\sum_{i=1}^{N} x_i}{N} - the mean of distribution.

For our distribution:


xˉ=12+6+7+3+15+10+18+58=9.5,\bar {x} = \frac {1 2 + 6 + 7 + 3 + 1 5 + 1 0 + 1 8 + 5}{8} = 9. 5,


Variance


Var=1Ni=1N(xixˉ)2=18((129.5)2+(69.5)2+(79.5)2+(39.5)2+(159.5)2+(109.5)2+(189.5)2+(59.5)2)\begin{array}{l} V a r = \frac {1}{N} \sum_ {i = 1} ^ {N} (x _ {i} - \bar {x}) ^ {2} = \frac {1}{8} ((1 2 - 9. 5) ^ {2} + (6 - 9. 5) ^ {2} + (7 - 9. 5) ^ {2} + (3 - 9. 5) ^ {2} \\ + (1 5 - 9. 5) ^ {2} + (1 0 - 9. 5) ^ {2} + (1 8 - 9. 5) ^ {2} + (5 - 9. 5) ^ {2}) \\ \end{array}Var=18(2.52+3.52+2.52+6.52+5.52+0.52+8.52+4.52)=23.75.V a r = \frac {1}{8} (2. 5 ^ {2} + 3. 5 ^ {2} + 2. 5 ^ {2} + 6. 5 ^ {2} + 5. 5 ^ {2} + 0. 5 ^ {2} + 8. 5 ^ {2} + 4. 5 ^ {2}) = 2 3. 7 5.


The standard deviation of the distribution


σ=Var=23.75=4.87.\sigma = \sqrt {V a r} = \sqrt {2 3 . 7 5} = 4. 8 7.


Answer: a. 4.87.

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