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STA220 4.8- Sampling Distributions A _______________________________ is a numerical descriptive measure of a population. Its value is almost always unknown. A _______________________________is a numerical descriptive measure of a sample. It can be calculated from the observations. The _____________________________ of a sample statistic calculated from a sample of n measurements is the probability distribution of the statistic. Population Parameter Sample Statistic Mean Variance Standard Deviation Binomial proportion Neither the sample mean nor the sample Median will always fall closer to the population mean. Example: The Concept of Sampling Distributions Given the probability distribution X 0 6 9 p(x) 1/3 1/3 1/3 Consider a random sample of n = 3 trails. Find the sampling distribution of mean and median of x Possible Samples x m Probability 0,0,0 0,0,6 0,0,9 0,6,0 0,6,6 0,6,9 0,9,0 0,9,6 0,9,9 6,0,0 6,0,6 6,0,9 6,6,0 6,6,6 6,6,9 6,9,0 6,9,6 6,9,9 9,0,0 9,0,6 9,0,9 9,6,0 9,6,6 9,6,9 9,9,0 9,9,6 9,9,9 0 2 3 2 4 5 3 5 6 2 4 5 4 6 7 5 7 8 3 5 6 5 7 8 6 8 9 0 0 0 0 6 6 0 6 9 0 6 6 6 6 6 6 6 9 0 6 9 6 6 9 9 9 9 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 1/27 Sampling distribution of x ̅ 𝑃(𝑥̅ ) 𝒙 0 Sampling distribution of M M P(M) 0 1 6 2 3 9 4 5 6 7 8 9 Using the following tables, find 𝐸(𝑥) = 𝜇. Then use the sampling distribution of 𝑥̅ to find the expected value of 𝑥̅ , 𝐸(𝑥̅ ).