Let x denote the time (in minutes) that it takes a fifth-grade student to read a certain passage. Suppose that the mean value and standard deviation of x are μ = 4 minutes and σ = 0.7 minutes, respectively.
(a)
If
x
is the sample mean time for a random sample of n = 9 students, where is the
x
distribution centered, and how much does it spread out around the center (as described by its standard deviation)? (Round your answers to three decimal places.)
μ x
= minutes
σ x
= minutes
(b)
Repeat part (a) for a sample of size of n = 20 and again for a sample of size n = 100. (Round your answers to three decimal places.)
n = 20
μ x
= minutes
σ x
= minutesn = 100
μ x
= minutes
σ x
= minutesHow do the centers and spreads of the three
x
distributions compare to one another?
The centers of the distributions of the sample mean are ---Select--- larger for larger sample sizes smaller for larger sample sizes all the same as the population mean , and the standard deviations (and therefore spreads) of these distributions are ---Select--- larger for larger sample sizes smaller for larger sample sizes all the same as the population standard deviation .
(c)
Which of the sample sizes in part (b) would be most likely to result in an
x
value close to μ, and why?A sample size of n = ---Select--- 9 20 100 is most likely to result in a sample mean close to μ, since this is the sample size that results in the ---Select--- smallest standard deviation largest standard deviation smallest mean largest mean of the distribution of
x.
a)
μ x=µ=4.000 minutes
σ x=σ/√n=0.7/√9 = 0.233 minutes
b)
n = 20
μ x=4.000 minutes
σ x=0.7/√20=0.157minutes
n = 100
μ x=4.000 minutes
σ x=0.7/√100=0.07 minutes
The centers of the distributions of the sample mean are all the same as the population mean , and the standard deviations (and therefore spreads) of these distributions are smaller for larger sample size
c)
A sample size of n=100 is most likely to result in a sample mean close to μ, since this is the sample size that results in the smallest standard deviation of the distribution of x.
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