document.write( "Question 1174175: TASK 1: Solve for the mean μ, variance σ^2 of the population and the mean μ_¯x and variance 〖σ^2〗_¯x of the sampling distribution of the sample means.\r
\n" ); document.write( "\n" ); document.write( "1. A population consists of the five measurements: 2, 6, 8, 0 and 3. Suppose samples of size 2 are drawn from this population.
\n" ); document.write( "

Algebra.Com's Answer #850706 by CPhill(1987)\"\" \"About 
You can put this solution on YOUR website!
Let's solve this problem step-by-step.\r
\n" ); document.write( "\n" ); document.write( "**1. Calculate the Population Mean (μ)**\r
\n" ); document.write( "\n" ); document.write( "* Population: 2, 6, 8, 0, 3
\n" ); document.write( "* Sum of the population: 2 + 6 + 8 + 0 + 3 = 19
\n" ); document.write( "* Number of elements in the population: 5
\n" ); document.write( "* Population mean (μ) = Sum / Number of elements = 19 / 5 = 3.8\r
\n" ); document.write( "\n" ); document.write( "**2. Calculate the Population Variance (σ^2)**\r
\n" ); document.write( "\n" ); document.write( "* First, find the squared differences from the mean:
\n" ); document.write( " * (2 - 3.8)^2 = (-1.8)^2 = 3.24
\n" ); document.write( " * (6 - 3.8)^2 = (2.2)^2 = 4.84
\n" ); document.write( " * (8 - 3.8)^2 = (4.2)^2 = 17.64
\n" ); document.write( " * (0 - 3.8)^2 = (-3.8)^2 = 14.44
\n" ); document.write( " * (3 - 3.8)^2 = (-0.8)^2 = 0.64
\n" ); document.write( "* Sum of squared differences: 3.24 + 4.84 + 17.64 + 14.44 + 0.64 = 40.8
\n" ); document.write( "* Population variance (σ^2) = Sum of squared differences / Number of elements = 40.8 / 5 = 8.16\r
\n" ); document.write( "\n" ); document.write( "**3. Generate All Possible Samples of Size 2**\r
\n" ); document.write( "\n" ); document.write( "* We need to find all combinations of 2 elements from the population of 5.
\n" ); document.write( "* These samples are:
\n" ); document.write( " * (2, 6)
\n" ); document.write( " * (2, 8)
\n" ); document.write( " * (2, 0)
\n" ); document.write( " * (2, 3)
\n" ); document.write( " * (6, 8)
\n" ); document.write( " * (6, 0)
\n" ); document.write( " * (6, 3)
\n" ); document.write( " * (8, 0)
\n" ); document.write( " * (8, 3)
\n" ); document.write( " * (0, 3)\r
\n" ); document.write( "\n" ); document.write( "**4. Calculate the Mean of Each Sample (Sample Means)**\r
\n" ); document.write( "\n" ); document.write( "* Calculate the mean of each of the samples.
\n" ); document.write( " * (2, 6) mean = 4
\n" ); document.write( " * (2, 8) mean = 5
\n" ); document.write( " * (2, 0) mean = 1
\n" ); document.write( " * (2, 3) mean = 2.5
\n" ); document.write( " * (6, 8) mean = 7
\n" ); document.write( " * (6, 0) mean = 3
\n" ); document.write( " * (6, 3) mean = 4.5
\n" ); document.write( " * (8, 0) mean = 4
\n" ); document.write( " * (8, 3) mean = 5.5
\n" ); document.write( " * (0, 3) mean = 1.5\r
\n" ); document.write( "\n" ); document.write( "**5. Calculate the Mean of the Sample Means (μ_¯x)**\r
\n" ); document.write( "\n" ); document.write( "* Sum of sample means: 4 + 5 + 1 + 2.5 + 7 + 3 + 4.5 + 4 + 5.5 + 1.5 = 38
\n" ); document.write( "* Number of samples: 10
\n" ); document.write( "* Mean of sample means (μ_¯x) = 38 / 10 = 3.8\r
\n" ); document.write( "\n" ); document.write( "**6. Calculate the Variance of the Sample Means (σ^2_¯x)**\r
\n" ); document.write( "\n" ); document.write( "* Find the squared differences from μ_¯x (3.8):
\n" ); document.write( " * (4 - 3.8)^2 = 0.04
\n" ); document.write( " * (5 - 3.8)^2 = 1.44
\n" ); document.write( " * (1 - 3.8)^2 = 7.84
\n" ); document.write( " * (2.5 - 3.8)^2 = 1.69
\n" ); document.write( " * (7 - 3.8)^2 = 10.24
\n" ); document.write( " * (3 - 3.8)^2 = 0.64
\n" ); document.write( " * (4.5 - 3.8)^2 = 0.49
\n" ); document.write( " * (4 - 3.8)^2 = 0.04
\n" ); document.write( " * (5.5 - 3.8)^2 = 2.89
\n" ); document.write( " * (1.5 - 3.8)^2 = 5.29
\n" ); document.write( "* Sum of squared differences: 0.04 + 1.44 + 7.84 + 1.69 + 10.24 + 0.64 + 0.49 + 0.04 + 2.89 + 5.29 = 30.6
\n" ); document.write( "* Variance of sample means (σ^2_¯x) = 30.6 / 10 = 3.06\r
\n" ); document.write( "\n" ); document.write( "**Results:**\r
\n" ); document.write( "\n" ); document.write( "* Population Mean (μ): 3.8
\n" ); document.write( "* Population Variance (σ^2): 8.16
\n" ); document.write( "* Mean of Sample Means (μ_¯x): 3.8
\n" ); document.write( "* Variance of Sample Means (σ^2_¯x): 3.06
\n" ); document.write( "
\n" ); document.write( "
\n" );