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7.56 Heights of Starting Players. In Example 7.5, we used the definition of the standard deviation of a variable (Definition 3.12on page 142) to obtain the standard deviation of the heights of the five starting players on a men's basketball team and also the standard deviation of x¯for samples of sizes 1,2,3,4,and 5. The results are summarized in Table 7.6on page 298. Because the sampling is without replacement from a finite population, Equation (7.1)can also be used to obtain role="math" localid="1651069065157" σx.
a. Apply Equation (7.1)to compute role="math" localid="1651069501306" σx¯for samples of sizes 1,2,3,4,and 5. Compare your answers with those in Table 7.6.
b. Use the simpler formula, Equation (7.2), to compute role="math" localid="1651069072557" σxfor samples of sizes 1,2,3,4,and 5. Compare your answers with those in Table7.6.Why does Equation (7.2) generally yield such poor approximations to the true values?
c. What percentages of the population size are samples of sizes 1,2,3.4,and 5?

Short Answer

Expert verified

(a) The values of σx obtained by applying the definition of standard deviation of a variable are almost equal to the values obtained by using Equation (7.1).

(b) The smallest sample size, n=1,corresponds to 20%of the population size, N=5. That is why the equation 7.2in this problem gives such poor approximations to the true values of σx.

(c) The percentage of the population size are samples of sizes 1,2,3,4and 5are 20%,40%,60%,80% and 100%.

Step by step solution

01

Part (a) Step 1: Given information

To compute σx¯for samples of sizes 1,2,3,4,and 5and compare the answers with Table 7.6.

02

Part (a) Step 2: Explanation

Let, Population standard deviation is σ=3.41. And the Population size is N=5

Sample size
Value ofσx¯ obtained by using Equation 7.1.
σx¯=σn×N-nN-1
Value ofσx¯ using definition of standard deviation (As in table 7.6)
1
3.41
3.41
2
2.0881
2.09
3
1.3921
1.39
4
0.8525
0.85
5
0.00
0.00
03

Part (b) Step 1: Given information

To compute σx¯for samples of sizes1,2,3,4, and 5 and compare the answers with Table 7.6 and explain why the equation (7.2) generally yields such poor approximations to the true values.

04

Part (b) Step 2: Explanation

Let, the population standard deviation is σ=3.41.

The appropriate formula for determining the value of σxis equation 7.1, i.e.,σx¯=σn×N−nN−1, when using the basic random sampling without replacement technique to pick the samples from the population.
Equation 7.2is, σx¯=σn
Because the sample size is small in comparison to the population size, there is little difference between sampling without and with replacement. In other words equations 7.1and 7.2produce roughly the same value of σX for small sample sizes.
As a rule of thumb, if the sample size does not exceed 5%of the population size (i.e. n≤0.05N), the sample size is small relative to the population size. However, in this case, the smallest sample size, n=1,is equal to 20%of the population size, N=5.

This is why the equation 7.2in this problem approximates the true values of σx so poorly.

05

Part (c) Step 1: Given information

To find the percentages of the population size of samples of sizes 1,2,3,4, and 5.

06

Part (c) Step 2: Explanation

The population size is N=5.

Sample size
Percentage of population size nN×100%
1
20%
2
40%
3
60%
4
80%
5
100%

Hence, the percentages of the population size of samples of sizes 1,2,3,4,and 5are obtained.

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Most popular questions from this chapter

A variable of a population has mean μ and standard deviationσ. that For a large sample size n, answer the following questions.

a. Identify the distribution ofx.

b. Does your answer to part (a) depend on n being large? Explain your answer.

c. Identify the mean and the standard deviation ofx.

d. Does your answer to part (c) depend on the sample size being large? Why or why not?

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Repeat parts (b)-(e) of Exercise 7.11 for samples of size3.

Repeat parts (b)-(e) of Exercise 7.11 for samples of size 1.

7.51 Earthquakes. According to The Earth: Structure, Composition and Evolution (The Open University, S237), for earthquakes with a magnitude of 7.5or greater on the Richter scale, the time between successive earthquakes has a mean of 437days and a standard deviation of 399days. Suppose that you observe a sample of four times between successive earthquakes that have a magnitude of 7.5 or greater on the Richter scale.
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