In: Statistics and Probability
When circuit boards used in the manufacture of CD players are tested, the long-run percentage of defectives is 3%. A random sample of size n=23 of boards have been selected and checked.
The chance that the number of defective boards will exceed the mean by 2 standard deviation is: ?
Solution:
Given,
p = 3% = 0.03
q = 1 - p = 1 - 0.03 = 0.97
n = 23
X follows the Binomial(23 , 0.03)
The PMF of the binomial is
P(X = x) = (n C x) * px * (1 - p)n - x ; x = 0 ,1 , 2 , ....., n
Mean = = n * p = 23 * 0.03 = 0.69
Standard deviation = = [n * p * q] = [23 * 0.03 * 0.97] = 0.81810757238
Now ,
+ 2 = 0.69 + (2 * 0.81810757238) = 2.32621514478
P(number of defective boards will exceed the mean by 2 standard deviation)
= P[X > ( + 2)]
= P[X > 2.32621514478]
= 1 - { P(X 2.32621514478) }
Since , x = 0 ,1 , 2 , ....., n
= 1 - { P(X = 0) + P(X = 1) + P(X =2) }
= 1 - {(23 C 0) * 0.030 * (0.97)23-0 + (23 C 1) * 0.031 * (0.97)23-1 + (23 C 2) * 0.032 * (0.97)23-2 }
= 1 - {0.49630641434 + 0.35304270711 + 0.12010731273 }
= 1 - {0.96945643418}
= 0.03054356582
Required probability = 0.03054356582