In: Statistics and Probability
Suppose x has a distribution with a mean of 70 and a standard deviation of 52. Random samples of size n = 64 are drawn. (a) Describe the x distribution and compute the mean and standard deviation of the distribution. x has distribution with mean μx = and standard deviation σx = .
(b) Find the z value corresponding to x = 83. z =
(c) Find P(x < 83). (Round your answer to four decimal places.) P(x < 83) =
(d) Would it be unusual for a random sample of size 64 from the x distribution to have a sample mean less than 83? Explain.
a. Yes, it would be unusual because less than 5% of all such samples have means less than 83.
b. No, it would not be unusual because more than 5% of all such samples have means less than 83.
c.Yes, it would be unusual because more than 5% of all such samples have means less than 83.
d. No, it would not be unusual because less than 5% of all such samples have means less than 83.
Solution :
Given that ,
mean = = 70
standard deviation = = 52
n = 64
The sampling distribution of mean and standard deviation is ,
= 70 and
= / n = 52 / 64 = 52 / 8 = 6.5
(b)
x = 83
z = (83 - 70) / 52 = 13 / 52 = 0.25
P(z < 0.25) = 0.5987
Probability = 0.5987
P( < 83) = P(( - ) / < (83 - 70) / 6.5)
= P(z < 2)
= 0.0228
a. Yes, it would be unusual because less than 5% of all such samples have means less than 83.