In: Statistics and Probability
The assets (in billions of dollars) of the four wealthiest people in a particular country are 37, 35, 31, 18. Assume that samples of size n=2 are randomly selected with replacement from this population of four values. a. After identifying the 16 different possible samples and finding the mean of each sample, construct a table representing the sampling distribution of the sample mean. In the table, values of the sample mean that are the same have been combined.
_
x probability
37
36
35
34
33
31
27.5
26.5
24.5
18
b. Compare the mean of the population to the mean of the sampling distribution of the sample mean.
Mean of population is? Sample mean is?
c. Do the sample means target the value of the population mean? In general, do sample means make good estimates of population means? Why or why not?
The sample means target/do not target the population mean. In general, sample means do/do not make good estimates of population means because the mean is an unbiased/ a biased estimator.
Since all 16 samples are equally likely so probability of selecting each sample is 1/16 = 0.25
Following table shows the all possible 16 samples, there mean and corresponding probabilities;
Samples | xbar | P(xbar) | |
37 | 37 | 37 | 0.0625 |
37 | 35 | 36 | 0.0625 |
37 | 31 | 34 | 0.0625 |
37 | 18 | 27.5 | 0.0625 |
35 | 37 | 36 | 0.0625 |
35 | 35 | 35 | 0.0625 |
35 | 31 | 33 | 0.0625 |
35 | 18 | 26.5 | 0.0625 |
31 | 37 | 34 | 0.0625 |
31 | 35 | 33 | 0.0625 |
31 | 31 | 31 | 0.0625 |
31 | 18 | 24.5 | 0.0625 |
18 | 37 | 27.5 | 0.0625 |
18 | 35 | 26.5 | 0.0625 |
18 | 31 | 24.5 | 0.0625 |
18 | 18 | 18 | 0.0625 |
Following table shows the probability distribution of sample means;
xbar | P(xbar) |
18 | 0.0625 |
24.5 | 0.125 |
26.5 | 0.125 |
27.5 | 0.125 |
31 | 0.0625 |
33 | 0.125 |
34 | 0.125 |
35 | 0.0625 |
36 | 0.125 |
37 | 0.0625 |
Total | 1 |
(b)
Following table shows the calculations:
xbar | P(xbar) | xbar*P(xbar) |
18 | 0.0625 | 1.125 |
24.5 | 0.125 | 3.0625 |
26.5 | 0.125 | 3.3125 |
27.5 | 0.125 | 3.4375 |
31 | 0.0625 | 1.9375 |
33 | 0.125 | 4.125 |
34 | 0.125 | 4.25 |
35 | 0.0625 | 2.1875 |
36 | 0.125 | 4.5 |
37 | 0.0625 | 2.3125 |
Total | 1 | 30.25 |
So,
The population mean is
The mean of the population 30.25 is equal to the mean of the sample means 30.25.
(C)
The sample means target population mean.
In general, sample means do make good estimates of population means because the mean is an unbiased estimator.