In: Statistics and Probability
Consider the probability that no less than 88 out of 158 computers will not crash in a day. Assume the probability that a given computer will not crash in a day is 57%.
Approximate the probability using the normal distribution. Round your answer to four decimal places.
Solution:
Given that,
p = 57% = 0.57 ..probability of success of " will not crash"
1 - p = 1 - 0.57 = 0.43
n = 158
Let X be the number of computers in 158 that will not crash.
Here,
BIN ( n , p ) that is , BIN (158 , 0.57)
Find P(X not less than 88) i.e. P(X 88)
n*p = 90.06
n(1- p) = 67.94
Since both are greater than 5 , we can use normal approximation to binomial.
According to normal approximation binomial,
X
Normal
Mean =
= n * p = 90.06
Standard deviation =
=
[n*p*(1-p)]
=
[158 * 0.57 * 0.43] = 6.2230057
* Solution using continuity correction:
P(X 88) = P(X >
87.5) ..continuity correction factor
= P((x -
) /
> (87.5 - 90.06) / 6.2230057)
= P(Z > -0.4114)
= 1 - P(Z < -0.4114)
= 1 - 0.3404
= 0.6596
* Solution without using continuity correction:
P(X 88) =
P((x -
) /
> (88 - 90.06) / 6.2230057)
= P(Z > -0.3310)
= 1 - P(Z < -0.3310)
= 1 - 0.3703
= 0.6297