Question #45194

In a normal distribution 31% of the items are under 45 and 8% are over 64. Find the mean and standard deviation of the distribution

Expert's answer

Answer on Question #45194 – Math - Statistics and Probability

In a normal distribution 31% of the items are under 45 and 8% are over 64. Find the mean and standard deviation of the distribution



Solution


Z=XXˉσZ = \frac {X - \bar {X}}{\sigma}


Value of ZZ, corresponding to 0.500.31=0.190.50 - 0.31 = 0.19 area, is equal to 0.5-0.5 (from table).


0.5=45Xˉσ0.5σ=45XˉXˉ0.5σ=45- 0.5 = \frac {45 - \bar {X}}{\sigma} \rightarrow - 0.5\sigma = 45 - \bar {X} \rightarrow \bar {X} - 0.5\sigma = 45


Value of ZZ, corresponding to 0.50.08=0.420.5 - 0.08 = 0.42 area, is equal to +1.41+1.41 (from table).


1.41=64Xˉσ1.41σ=64XˉXˉ+1.41σ=641.41 = \frac {64 - \bar {X}}{\sigma} \rightarrow 1.41\sigma = 64 - \bar {X} \rightarrow \bar {X} + 1.41\sigma = 64


Solving the system of equations


{Xˉ0.5σ=45Xˉ+1.41σ=641.91σ=19σ=10 approx.\left\{\begin{array}{l}\bar {X} - 0.5\sigma = 45\\\bar {X} + 1.41\sigma = 64\end{array}\right. \rightarrow - 1.91\sigma = - 19 \rightarrow \sigma = 10 \text{ approx.}


Substituting the value of σ\sigma in the first equation


Xˉ0.510=45Xˉ=50\bar {X} - 0.5 \cdot 10 = 45 \rightarrow \bar {X} = 50


Answer: Xˉ=50\bar{X} = 50, σ=10\sigma = 10.

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