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Chapter 7: The Sampling Distribution of the Sample Mean 7.1 Sampling Error The Need for Sampling Distributions Sampling Error • Error resulting from using a sample to estimate a population characteristic Sampling Distribution of the Sample Mean • For a variable x and a given sample size • The distribution of all possible sample means Example 7.2 • Suppose that the population of interest consists of the five starting players on a men’s basketball team whom, for convenience, we will call A, B, C, D, and E. Further suppose that the variable of interest is height, in inches. Player A B C D E Height 76 78 79 81 86 • A. Obtain the sampling distribution of the sample mean for samples of size 2. Example 7.2 • Suppose that the population of interest consists of the five starting players on a men’s basketball team whom, for convenience, we will call A, B, C, D, and E. Further suppose that the variable of interest is height, in inches. Player A B C D E Height 76 78 79 81 86 • B. Make some observations about sampling error when the mean height of a random sample of two players is used to estimate the population mean height. Example 7.2 • Suppose that the population of interest consists of the five starting players on a men’s basketball team whom, for convenience, we will call A, B, C, D, and E. Further suppose that the variable of interest is height, in inches. Player A B C D E Height 76 78 79 81 86 • C. Find the probability that, for a random sample of size 2, the sampling error made in estimating the population mean by the sample mean will be 1 inch or less (determine the probability that xbar will be within 1 inch of μ) Example 7.3 • For the same basketball players: Player A B C D E Height 76 78 79 81 86 • A. Obtain the sampling distribution of the sample mean for samples of size 4. Example 7.3 • For the same basketball players: Player A B C D E Height 76 78 79 81 86 • B. Make some observations about sampling error when the mean height of a random sample of four players is used to estimate the population mean height. Example 7.3 • For the same basketball players: Player A B C D E Height 76 78 79 81 86 • C. Find the probability that, for a random sample of size 4, the sampling error made in estimating the population mean by the sample mean will be 1 inch or less. Sample Size & Sampling Error • The possible sample means cluster more closely around the population mean as sample size increases. • The larger the sample size, the smaller the sampling error tends to be in estimating a population mean from a sample mean. Homework • P. 317 • 1 – 15