It is estimated that 9% of those taking the quantitative methods portion of the certified public accountant (CPA) examination fail that section. Sixty four students are taking the examination this Saturday.
a-1. How many would you expect to fail? (Round the final answer to 2 decimal places.)
Number of students
a-2. What is the standard deviation? (Round the final answer to 2 decimal places.)
Standard deviation
b. What is the probability that exactly two students will fail? (Round the final answer to 4 decimal places.)
Probability
c. What is the probability at least two students will fail? (Round the final answer to 4 decimal places.)
Probability
Solution:
We are given n = 64, p = 0.09
a-1. How many would you expect to fail?
Expected number of students = n*p = 64*0.09 = 5.76
Expected number of students = 5.76
a-2. What is the standard deviation?
Standard deviation = sqrt(np(1 – p)) = sqrt(64*0.09*(1 - 0.09)) = 2.289454
Standard deviation = 2.29
b. What is the probability that exactly two students will fail?
We have to find P(X=2)
Here, we have to use normal approximation to binomial distribution.
np = 5.76 and nq = 64*0.91 = 58.24
np and nq > 5
So, we can use normal approximation.
P(X=2) = P(1.5<X<2.5)
(by using continuity correction)
P(1.5<X<2.5) = P(X<2.5) – P(X<1.5)
Find P(X<2.5)
Z = (X – mean) / SD
Mean = np = 5.76
SD = 2.29
Z = (2.5 - 5.76) /2.29
Z = -1.42358
P(Z<-1.42358) = P(X<2.5) = 0.077284
(by using z-table)
Now, find P(X<1.5)
Z = (1.5 - 5.76) /2.29
Z = -1.86026
P(Z<-1.86026) = P(X<1.5) = 0.031424
(by using z-table)
P(1.5<X<2.5) = P(X<2.5) – P(X<1.5)
P(1.5<X<2.5) = 0.077284 - 0.031424
P(1.5<X<2.5) = 0.04586
Required probability = 0.0459
c. What is the probability at least two students will fail?
Here, we have to find P(X≥2)
P(X≥2) = P(X>1.5)
(by using continuity correction)
P(X>1.5) = 1 – P(X<1.5)
Z = (1.5 - 5.76) /2.29
Z = -1.86026
P(Z<-1.86026) = P(X<1.5) = 0.031424
(by using z-table)
P(X>1.5) = 1 – P(X<1.5)
P(X>1.5) = 1 - 0.031424
P(X>1.5) = 0.968576
Required probability = 0.9686
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