In: Statistics and Probability
Suppose an x distribution has mean μ = 3. Consider two corresponding
x
distributions, the first based on samples of size n = 49 and the second based on samples of size n = 81.
(a) What is the value of the mean of each of the two
x
distributions?
For n = 49, μ
x = |
For n = 81, μ
x = |
(b) For which
x
distribution is P(
x
> 3.75) smaller? Explain your answer.
The distribution with n = 49 because the standard deviation will be smaller.The distribution with n = 81 because the standard deviation will be smaller. The distribution with n = 49 because the standard deviation will be larger.The distribution with n = 81 because the standard deviation will be larger.
(c) For which
x
distribution is P(2.25 <
x
< 3.75) greater? Explain your answer.
The distribution with n = 49 because the standard deviation will be smaller.The distribution with n = 49 because the standard deviation will be larger. The distribution with n = 81 because the standard deviation will be smaller.The distribution with n = 81 because the standard deviation will be larger.
(a) , which is the best point estimate of the mean is = for any sample size.
Therefore for n = 49, = 3
and for n = 81, = 3
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(b) P(X > 3.75) = 1 - P(X < 3.75)
and Z = (X - ) [ /Srt(n)]
As n, the sample size increases, P(X < x) also increases. Therefore P(X > x) = 1 - P(X < x) will be greater for the smaller sample size. This is because of the larger standard deviation.
Therefore The distribution with n = 49, because the standard deviation is larger.
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(c) In this case P(2.25 < X < 3.75) = P(X < 3.75) - P(X < 2.25)
Here when n = 81, the Standard deviations will be smaller and hence we get larger values of Z and therefore the probability is greater.
Therefore The distribution with n = 81, because the standard deviation is smaller.
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