7. The time taken to assemble a car in a certain plant is a normal random variable having a mean of 20 hours. If 6.3% of the cars assembled take longer than 25 hours to assemble, what is the standard deviation of assembly time?
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TIme taken to assemble follows normal distribution.
Given mean i.e. μ =20 hours
Given standard deviation i.e. σ =2 hours
The normal random variable of a standard normal distribution is called a standard score or a z-score. Every normal random variable X can be transformed into a z score via the following equation:
z=(X−μ)/σ
where X is a normal random variable, μ is the mean of X, and σ is the standard deviation of X.
For X=22
Z=(22−20)/2=1
For X=20
Z=(20−20)/2=0
P(a<X<b)=P(X<b)–P(X<a) as understood from diagram
P(20<X<22)=P(X<22)−P(X<20)
=P(Z<1)−P(Z<0)
=0.3413
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