Finding Sample Size Instead of using Table 7-2 for determining the sample size required to estimate a population standard deviation s, the following formula can be used

n=12zα2d2

where corresponds to the confidence level and d is the decimal form of the percentage error. For example, to be 95% confident that s is within 15% of the value of s, use zα2=1.96 and d = 0.15 to get a sample size of n = 86. Find the sample size required to estimate s, assuming that we want 98% confidence that s is within 15% of σ.

Short Answer

Expert verified

For 98% confidence level, the required sample size is 121.

Step by step solution

01

Given information

The formula to find sample size is n=12zα2d2, where d is the percentage error.

02

Describe the formula to determine the sample size

The sample size n can be determined by using the following formula,

n=12(zα2d)2

Where is critical value and d is the percentage difference.

03

Find the critical value  zα2

For the given confidence level 98% corresponds to α=0.02andα2=0.01.

Mathematically,

Pz<zα2=1-α2=0.99

In the standard normal table for positive z score, find the value closest to 0.99, which is 0.9901, corresponding row value 2.3 and column values is 0.03; this corresponds to the z-score of 2.33, which is the critical value role="math" localid="1648122456490" z0.01.

Thus, the critical value is z0.01=2.33

04

Find the required sample size

For 15% percentage error, the sample size is calculated using the given formula,

n=12zα2d2=122.330.152=120.64=121

Therefore, with 121 sample values we are 98% confident that s is within 15% of σ .

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Most popular questions from this chapter

Celebrity Net Worth Listed below are the amounts of net worth (in millions of dollars) of these ten wealthiest celebrities: Tom Cruise, Will Smith, Robert De Niro, Drew Carey, George Clooney, John Travolta, Samuel L. Jackson, Larry King, Demi Moore, and Bruce Willis. Construct a 98% confidence interval. What does the result tell us about the population of all celebrities? Do the data appear to be from a normally distributed population as required?

250 200 185 165 160 160 150 150 150 150

Constructing and Interpreting Confidence Intervals. In Exercises 13–16, use the given sample data and confidence level. In each case, (a) find the best point estimate of the population proportion p; (b) identify the value of the margin of error E; (c) construct the confidence interval; (d) write a statement that correctly interprets the confidence interval.

Survey Return Rate In a study of cell phone use and brain hemispheric dominance, an Internet survey was e-mailed to 5000 subjects randomly selected from an online group involved with ears. 717 surveys were returned. Construct a 90% confidence interval for the proportion of returned surveys.

In Exercises 1–3, refer to the accompanying screen display that results from the Verizon airport data speeds (Mbps) from Data Set 32 “Airport Data Speeds” in Appendix B. The confidence level of 95% was used

Airport Data Speeds Refer to the accompanying screen display.

a. Express the confidence interval in the format that uses the “less than” symbol. Given that the original listed data use one decimal place, round the confidence interval limits accordingly.

b. Identify the best point estimate of and the margin of error.

c. In constructing the confidence interval estimate of , why is it not necessary to confirm that the sample data appear to be from a population with a normal distribution?

Finite Population Correction Factor If a simple random sample of size n is selected without replacement from a finite population of size N, and the sample size is more than 5% of the population size ,better results can be obtained by using the finite population correction factor, which involves multiplying the margin of error E by N-nN-1For the sample of 100 weights of M&M candies in Data Set 27 “M&M Weights” in Appendix B, we get x¯=0.8656gands=0.0518g First construct a 95% confidence interval estimate of , assuming that the population is large; then construct a 95% confidence interval estimate of the mean weight of M&Ms in the full bag from which the sample was taken. The full bag has 465 M&Ms. Compare the results.

Determining Sample Size. In Exercises 31–38, use the given data to find the minimum sample size required to estimate a population proportion or percentage.

Bachelor’s Degree in Four Years

In a study of government financial aid for college students, it becomes necessary to estimate the percentage of full-time college students who earn a bachelor’s degree in four years or less. Find the sample size needed to estimate that percentage. Use a 0.05 margin of error, and use a confidence level of 95%.

a. Assume that nothing is known about the percentage to be estimated.

b. Assume that prior studies have shown that about 40% of full-time students earn bachelor’s degrees in four years or less.

c. Does the added knowledge in part (b) have much of an effect on the sample size?

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