document.write( "Question 1180440: 1.Suppose a population hold the ages of five family members,as follows: 1,13,32,34, and 59.Calculate the population mean and the sample means of the random variable of size n=2. Illustrate the probability distributions of the sample means of the ages of the five family members.\r
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document.write( "2.Referring to the situation above, construct a sampling distribution of the sample variances and sample standard deviations. \n" );
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Algebra.Com's Answer #850110 by CPhill(1987) You can put this solution on YOUR website! **1. Population Mean and Sample Means:**\r \n" ); document.write( "\n" ); document.write( "* **Population Mean:** \n" ); document.write( " The population mean (μ) is the average of all the ages: \n" ); document.write( " μ = (1 + 13 + 32 + 34 + 59) / 5 = 139 / 5 = 27.8\r \n" ); document.write( "\n" ); document.write( "* **Sample Means:** \n" ); document.write( " Since the sample size is 2, we need to find all possible combinations of 2 ages from the population. There are 10 such combinations: \n" ); document.write( " (1, 13), (1, 32), (1, 34), (1, 59), (13, 32), (13, 34), (13, 59), (32, 34), (32, 59), (34, 59) \n" ); document.write( " Now, calculate the mean of each sample: \n" ); document.write( " 7, 16.5, 17.5, 30, 22.5, 23.5, 36, 33, 45.5, 46.5\r \n" ); document.write( "\n" ); document.write( "* **Probability Distribution of Sample Means:** \n" ); document.write( " Each of the 10 sample means has an equal probability of occurring (1/10). The probability distribution is:\r \n" ); document.write( "\n" ); document.write( " | Sample Mean | Probability | \n" ); document.write( " |---|---| \n" ); document.write( " | 7 | 1/10 | \n" ); document.write( " | 16.5 | 1/10 | \n" ); document.write( " | 17.5 | 1/10 | \n" ); document.write( " | 30 | 1/10 | \n" ); document.write( " | 22.5 | 1/10 | \n" ); document.write( " | 23.5 | 1/10 | \n" ); document.write( " | 36 | 1/10 | \n" ); document.write( " | 33 | 1/10 | \n" ); document.write( " | 45.5 | 1/10 | \n" ); document.write( " | 46.5 | 1/10 |\r \n" ); document.write( "\n" ); document.write( "**2. Sampling Distribution of Sample Variances and Standard Deviations:**\r \n" ); document.write( "\n" ); document.write( "* **Sample Variances:** \n" ); document.write( " For each sample, calculate the variance using the formula: \n" ); document.write( " s² = Σ(xᵢ - x̄)² / (n - 1) \n" ); document.write( " where xᵢ are the ages in the sample, x̄ is the sample mean, and n is the sample size (2). \n" ); document.write( " The sample variances are: \n" ); document.write( " 72, 480.5, 544.5, 1682, 180.5, 220.5, 1058, 2, 364.5, 312.5\r \n" ); document.write( "\n" ); document.write( "* **Sample Standard Deviations:** \n" ); document.write( " For each sample, take the square root of the variance: \n" ); document.write( " s = √s² \n" ); document.write( " The sample standard deviations are: \n" ); document.write( " 8.49, 21.92, 23.33, 41.01, 13.44, 14.85, 32.53, 1.41, 19.09, 17.68\r \n" ); document.write( "\n" ); document.write( "* **Sampling Distribution:** \n" ); document.write( " Each sample variance and standard deviation has a probability of 1/10 of occurring. The sampling distributions are:\r \n" ); document.write( "\n" ); document.write( " **Sample Variances:**\r \n" ); document.write( "\n" ); document.write( " | Sample Variance | Probability | \n" ); document.write( " |---|---| \n" ); document.write( " | 72 | 1/10 | \n" ); document.write( " | 480.5 | 1/10 | \n" ); document.write( " | 544.5 | 1/10 | \n" ); document.write( " | 1682 | 1/10 | \n" ); document.write( " | 180.5 | 1/10 | \n" ); document.write( " | 220.5 | 1/10 | \n" ); document.write( " | 1058 | 1/10 | \n" ); document.write( " | 2 | 1/10 | \n" ); document.write( " | 364.5 | 1/10 | \n" ); document.write( " | 312.5 | 1/10 |\r \n" ); document.write( "\n" ); document.write( " **Sample Standard Deviations:**\r \n" ); document.write( "\n" ); document.write( " | Sample Standard Deviation | Probability | \n" ); document.write( " |---|---| \n" ); document.write( " | 8.49 | 1/10 | \n" ); document.write( " | 21.92 | 1/10 | \n" ); document.write( " | 23.33 | 1/10 | \n" ); document.write( " | 41.01 | 1/10 | \n" ); document.write( " | 13.44 | 1/10 | \n" ); document.write( " | 14.85 | 1/10 | \n" ); document.write( " | 32.53 | 1/10 | \n" ); document.write( " | 1.41 | 1/10 | \n" ); document.write( " | 19.09 | 1/10 | \n" ); document.write( " | 17.68 | 1/10 | \n" ); document.write( " |