In: Statistics and Probability
Normal distribution. We expect an LED light bulb to last nine years with a standard deviation of two years. It follows a normal distribution. Find the probability that a light bulb will last between five and seven years.
X :Life of a LED light bulb
X follows normal distribution with mean 9 years and standard deviation 2 years
probability that a light bulb will last between five and seven years = P(5<X<7) = P(X<7)-P(X<5)
Z-score for 7 = (7-Mean)/standard deviation = (7-9)/2 = -2/2=-1
From standard normal tables , P(Z<-1) = 0.1587
P(X<7) = P(Z<-1) = 0.1587
Z-score for 5 = (5-Mean)/standard deviation = (5-9)/2 = -4/2=-2
From standard normal tables , P(Z<-2) = 0.0228
P(X<5) = P(Z<-2) = 0.0228
P(5<X<7) = P(X<7)-P(X<5) = 0.1587- 0.0228=0.1359
probability that a light bulb will last between five and seven years = 0.1359
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Using Emperical rule
The empirical rule states that for a normal distribution, nearly all of the data will fall within three standard deviations of the mean. The empirical rule can be broken down into three parts:
i.e
5 : mean - 2 standard deviations
7 : mean - 1 standard deviation
9 : mean
P(5<x<7) = 13.5% =0.135