In: Statistics and Probability
Suppose x has a distribution with a mean of 80 and a standard deviation of 20. 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 = 75. z = (c) Find P(x < 75). (Round your answer to four decimal places.) P(x < 75) = (d) Would it be unusual for a random sample of size 64 from the x distribution to have a sample mean less than 75? Explain. Yes, it would be unusual because more than 5% of all such samples have means less than 75. No, it would not be unusual because less than 5% of all such samples have means less than 75. No, it would not be unusual because more than 5% of all such samples have means less than 75. Yes, it would be unusual because less than 5% of all such samples have means less than 75.
Solution :
Given that ,
mean = = 80
standard deviation = = 20
n = 64
a) x distribution is an approximately normal with,
= = 80
= / n = 20 / 64 = 2.5
b) = 75
Using z-score formula,
z = - /
z = 75 - 80 / 2.5
z = -2.00
c) P( < 75) = P(( - ) / < (75 - 80) / 2.5)
= P(z < -2.00)
Using z table
= 0.0228
d) Yes, it would be unusual because less than 5% of all such samples have means less than 75.