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Let X be a random variable with mean, E(X) = 4 & the standard deviation, SD(X) = 5. Let Z= aX +b. find a so that Z has a standard deviation of 1
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\[\ Var(Z)= Var(a x) +0= a^2 Var(X)= a^2 5^2=1\\ a=\frac 1 5 \]
@eliassaab I don't quit understand what this all means, can you please explain?
\[ \text{SD}(X) = \sqrt{\text{Var}(X)} \]
And \(\text{Var}(X)\) has the property: \[ \text{Var}(aX+b) = \text{Var}(aX)+\text{Var}(b) = a^2\text{Var}(X)+0 = a^2\text{Var}(X) \]
We want \(\sqrt{\text{Var}(aX+b)} = 1\) which means \(\text{Var}(aX+b) = 1^2\)
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This simplifies to \(a^2Var(X) = 1\)
Since \[ 5 = \sqrt{\text{Var}(X)} \implies 25 = \text{Var}(X) \]we say \[ 25a^2=1\implies a^2=\frac{1}{25} \implies |a| = \frac{1}{5} \]
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