In: Statistics and Probability
A certain flight arrives on time 83 percent of the time. Suppose 125 flights are randomly selected. Use the normal approximation to the binomial to approximate the probability that
(a) exactly 92 flights are on time.
(b) at least 92 flights are on time.
(c) fewer than 112 flights are on time.
(d) between 112 and 116 inclusive are on time.
x=A certain flight arrives on time
p=.83
n=155
Using normal approximation of binomial:
μ = n*p = 125 * .83 = 103.75
σ = sqrt(n * p * (1-p) ) = sqrt(17.6375) ≈ 4.199702
X~
a) exactly 92 flights are on time.
ie P(X=92)=0
if X is a continuous random variable hence the probability of getting exactly is zero
b)(b) at least 92 flights are on time.
ie
Standardize the value of X using z score formula
hence Z-score for 92 ie
P(X≥92)=P(z>-2.79)
The probability is calculated as follows using z tables:
P(z>-2.79)=1−P(z<-2.79)
P(z<-2.79)=0.0026
P(z>-2.79)=1−0.0026
P(X≥92)=0.9974
probability at least 92 flights are on time. is 0.9974
(c) fewer than 112 flights are on time.
P(x<112)
hence Z-score for 112 ie
=1.9644
=P(z<−1.9644)
P(z<1.9644)=0.9753
∴P(X<112)=0.9753
fewer than 112 flights are on time 0.9753
(d) between 112 and 116 inclusive are on time.
hence Z-score for 112 and 116
Z112=1.9644.
Z116=2.9169
P(112≤x≤116)=P(1.9644<z<2.9169)
P(1.9644<z<2.9169)=P(z<<2.9169)−P(z<1.9644)
P(1.9644<z<2.9169)=0.9982-0.9753=0.0230
P(112≤x≤116)=0.0230
between 112 and 116 inclusive are on time. is 0.0230