Q4. A simple random sample of size n=180 is obtained from a population whose size=20,000 and whose population proportion with a specified characteristic is p=0.45. Determine whether the sampling distribution has an approximately normal distribution. Show your work that supports your conclusions.
Q5. Using the values in Q4, calculate the probability of obtaining x=72 or more individuals with a specified characteristic.
To determine whether the sampling distribution has an approximately normal distribution, it should satisfied the condition
nP and nQ >= 5
np = 180 * 0.45 = 81
nQ = 180 * ( 1 - 0.45 ) = 99
Since both satisfied the condition, we can say that sampling distribution has an approximately normal distribution.
Question 5
Mean = n * P = ( 180 * 0.45 ) = 81
Variance = n * P * Q = ( 180 * 0.45 * 0.55 ) = 44.55
Standard deviation =
= 6.6746
P ( X >= 72 )
Using continuity correction
P ( X > n - 0.5 ) = P ( X > 72 - 0.5 ) =P ( X > 71.5
)
P ( X > 71.5 ) = 1 - P ( X < 71.5 )
Standardizing the value
Z = ( 71.5 - 81 ) / 6.6746
Z = -1.42
P ( Z > -1.42 )
P ( X > 71.5 ) = 1 - P ( Z < -1.42 )
P ( X > 71.5 ) = 1 - 0.0778
P ( X > 71.5 ) = 0.9222
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