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Sample Size. In Exercises 29鈥36, find the sample size required to estimate the population mean.

Mean IQ of College Professors the Wechsler IQ test is designed so that the mean is 100 and the standard deviation is 15 for the population of normal adults. Find the sample size necessary to estimate the mean IQ score of college professors. We want to be 99% confident that our sample mean is within 4 IQ points of the true mean. The mean for this population is clearly greater than 100. The standard deviation for this population is less than 15 because it is a group with less variation than a group randomly selected from the general population; therefore, if we use=15 we are being conservative by using a value that will make the sample size at least as large as necessary. Assume then that =15and determine the required sample size. Does the sample size appear to be practical?

Short Answer

Expert verified

The required sample size is 94.

The sample size does not appear to be very practical.

Step by step solution

01

Given information

The mean of the test =100and the standard deviation is =15for the population of adults.

The required confidence level is 99% for the sample mean to lie within 4 IQ points of the true mean.

02

Describe the determination of sample size

The sample size n for estimating the true population mean value can be determined by using the following formula.

n=z2E2...1

Here, E is the margin of error.

03

Find the critical value zα2

The z2is a z-score that separates an area of 2in the right tail of the standard normal distribution.

The confidence level of 99% corresponds to =0.01and2=0.005.

To valuez2hasthe cumulative area 1-2to the left.

Mathematically,

Pz<z2=1-2=0.995

From the standard normal table, the area of 0.995 is observed corresponding to the row value 12.5 and between column values 0.07 and column value 0.08, which z2implies is 2.575.

04

Find the required sample size

The sample size is calculated by substituting the values of z2,, and E in equation (1).

n=z2E2=2.5751542=93.24=94roundedup

Thus, with 94 samples values, we can be 99% confident that the sample mean lies within 4 IQ points of the true mean.

05

 Step 5: Conclude that the sample size appears to be practical

The sample size required to estimate the mean IQ score of college professors is 94. The estimated sample size is neither too large nor too small. So, the sample size does appear to be very practical.

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Most popular questions from this chapter

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

Airport Data Speeds Refer to the accompanying screen display.

a. Express the con铿乨ence interval in the format that uses the 鈥渓ess than鈥 symbol. Given that the original listed data use one decimal place, round the con铿乨ence interval limits accordingly.

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

c. In constructing the con铿乨ence interval estimate of , why is it not necessary to con铿乺m that the sample data appear to be from a population with a normal distribution?

Normality Requirement What is different about the normality requirement for a confidence interval estimate of and the normality requirement for a confidence interval estimate of ?

Sample Size. In Exercises 29鈥36, find the sample size required to estimate the population mean.

Mean Grade-Point Average Assume that all grade-point averages are to be standardized on a scale between 0 and 4. How many grade-point averages must be obtained so that the sample mean is within 0.01 of the population mean? Assume that a 95% confidence level is desired. If we use the range rule of thumb, we can estimate to be,

=range4=4-04=1

Does the sample size seem practical?

Normality Requirement What does it mean when we say that the confidence interval methodsof this section are robust against departures from normality?

In Exercises 9鈥16, assume that each sample is a simple

random sample obtained from a population with a normal distribution.

Comparing Waiting Lines

a. The values listed below are waiting times (in minutes) of customers at the Jefferson Valley Bank, where customers enter a single waiting line that feeds three teller windows. Construct a95% confidence interval for the population standard deviation .

6.5 6.6 6.7 6.8 7.1 7.3 7.4 7.7 7.7 7.7

b. The values listed below are waiting times (in minutes) of customers at the Bank of Providence, where customers may enter any one of three different lines that have formed at three teller windows. Construct a 95% confidence interval for the population standard deviation .

4.2 5.4 5.8 6.2 6.7 7.7 7.7 8.5 9.3 10.0

c. Interpret the results found in parts (a) and (b). Do the confidence intervals suggest a difference in the variation among waiting times? Which arrangement seems better: the single-line system or the multiple-line system?

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