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Refer to Exercise 7.10 on page 295.

a. Use your answers from Exercise 7.10(b) to determine the mean, μs, of the variable x¯for each of the possible sample sizes.

b. For each of the possible sample sizes, determine the mean, μs, of the variable x¯, using only your answer from Exercise 7.10a).

Short Answer

Expert verified

Part a. The variable x¯has a mean value of μx¯=5for each of the possible sample sizes.

Part b. The population mean is μ=5.

Step by step solution

01

Part (a) Step 1. Given Information     

It is given that the population data is 2,3,5,5,7,8.

We need to determine the mean, μs, of the variablex¯ for each of the possible sample sizes.

02

Part (a) Step 2. When the sample size is 1   

For the population data: 2,3,5,5,7,8.

The sample and sample mean for a sample of size n=1are shown in the table below.

Samplex¯
22
33
55
55
77
88

The variable x¯has the following mean

μx¯=2+3+5+5+7+86μx¯=306μx¯=5

So when the sample size is 1, the variable x¯has a mean μx¯=5.

03

Part (a) Step 3. When the sample size is 2

For the population data: 2,3,5,5,7,8.

The sample and sample mean for a sample of size n=2are shown in the table below.

Samplex¯
2,32+32=2.5
2,52+52=3.5
2,52+52=3.5
2,72+72=4.5
2,82+82=5
3,53+52=4
3,53+52=4
3,73+72=5
3,83+82=5.5
5,55+52=5
5,75+72=6
5,85+82=6.5
5,75+72=6
5,85+82=6.5
7,87+82=7.5

The variable x¯has the following mean

μx¯=2.5+3.5+3.5+4.5+5+4+4+5+5.5+5+6+6.5+6+6.5+7.515μx¯=7515μx¯=5

So when the sample size is 2, the variable x¯has a mean μx¯=5.

04

Part (a) Step 4. When the sample size is 3

For the population data: 2,3,5,5,7,8.

The sample and sample mean for a sample of size n=3are shown in the table below.

Samplex¯
2,3,52+3+53=3.33
2,3,52+3+53=3.33
2,3,72+3+73=4
2,3,82+3+83=4.33
2,5,52+5+53=4
2,5,72+5+73=4.67
2,5,82+5+83=5
2,5,72+5+73=4.67
2,5,82+5+83=5
2,7,82+7+83=5.67
3,5,53+5+53=4.33
3,5,73+5+73=5
3,5,83+5+83=5.33
3,5,73+5+73=5
3,5,83+5+83=5.33
3,7,83+7+83=6
5,5,75+5+78=5.67
5,5,85+5+83=6
5,7,85+7+83=6.67
5,7,85+7+83=6.67

The variablex¯ has the following mean

μx¯=3.33+3.33+4+4.33+4+4.67+5+4.67+5+5.67+4.33+5+5.33+5+5.33+6+5.67+6+6.67+6.6720μx¯=10020μx¯=5

So when the sample size is 3, the variable x¯has a mean μx¯=5.

05

Part (a) Step 5. When the sample size is 4

For the population data: 2,3,5,5,7,8.

The sample and sample mean for a sample of size n=4are shown in the table below.

Samplex¯
2,3,5,52+3+5+54=3.75
2,3,5,72+3+5+74=4.25
2,3,5,82+3+5+84=4.5
2,3,5,72+3+5+74=4.25
2,3,5,82+3+5+84=4.5
2,3,7,8role="math" localid="1652599327540" 2+3+7+84=5
2,5,5,72+5+5+74=4.75
2,5,5,82+5+5+84=5
2,5,7,82+5+7+84=5.5
2,5,7,82+5+7+84=5.5
3,5,5,73+5+5+74=5
3,5,5,83+5+5+84=5.25
3,5,7,8" width="9" height="19" role="math">3+5+7+84=5.75
3,5,7,83+5+7+84=5.75
5,5,7,85+5+7+84=6.25

The variablex¯ has the following mean

μx¯=3.75+4.25+4.5+4.25+4.5+5+4.75+5+5.5+5.5+5+5.25+5.75+5.75+6.2515μx¯=7515μx¯=5

So when the sample size is 4, the variable x¯has a mean μx¯=5.

06

Part (a) Step 6. When the sample size is 5

For the population data: 2,3,5,5,7,8.

The sample and sample mean for a sample of size n=5are shown in the table below.

Samplex¯
2,3,5,5,72+3+5+5+75=4.4
2,3,5,5,82+3+5+5+85=4.6
2,3,5,7,82+3+5+7+85=5
2,3,5,7,82+3+5+7+85=5
2,5,5,7,82+5+5+7+85=5.4
3,5,5,7,83+5+5+7+85=5.6

The variable x¯has the following mean

μx¯=4.4+4.6+5+5+5.4+5.66μx¯=306μx¯=5

So when the sample size is 5, the variable x¯has a mean μx¯=5.

07

Part (a) Step 7. When the sample size is 6

For the population data: 2,3,5,5,7,8.

The sample and sample mean for a sample of size n=6are shown in the table below.

Sample
x¯
2,3,5,5,7,82+3+5+5+7+86=5

So when the sample size is 6, the variable x¯has a mean μx¯=5.

Thus it can be seen that the mean of all potential sample means is the same.

08

Part (b) Step 1. Find the population mean 

For the given population data: 2,3,5,5,7,8 the population mean can be given as

μ=2+3+5+5+7+86μ=306μ=5

So from the results, it can be observed that the population mean is equal to the mean of all potential sample means that is μx¯=μ.

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