Pooled variance is the weighted average for evaluating the variances of two independent variables where the mean can vary between samples but the true variance remains the same.
Calculate the variance of the numbers 1, 2, 3, 4, 5
Determine the average (mean) of the given set of data by adding all the numbers then divide it by the total count of numbers given in the data set. Mean = (1 + 2 + 3 + 4 + 5) / 5 = (15) / 5 = 3
Then, subtract the mean value with the given numbers in the data set. =>(1 - 3), (2 - 3), (3 - 3), (4 - 3), (5 - 3) => -2, -1, 0, 1, 2
Square each period's deviation to avoid the negative numbers. =>(-2)2, (-1)2, (0)2, (1)2, (2)2 => 4, 1, 0, 1, 4
Now, let us find the Standard Deviation for the given numbers (1, 2, 3, 4, 5) Find the sum of (number-Mean)2 4 + 1 + 0 + 1 + 4 = 10 The total number of value is 5. So N=5 Find N - 1 5 - 1 = 4 Now find Standard Deviation using the below formula.
Standard Deviation = √10 / √4 = 1.58113
After finding the standard deviation square the values. (1.58113)2 = 2.4999 Therefore, the value of Variance = 2.5
Pooled Variance (r) = ( (total count of numbers -1) * Var ) / (total count of numbers - 1)
(r) = (5 - 1) * (2.5) / (5 - 1)
= (4 * 2.5) / 4
= 2.5
Hence, Pooled Variance (r) = 2.5
Learn how to calculate the Pooled Variance in this tutorial which is given with the definition and example.