Explained and Unexplained Variation
The total variation of a variable is the sum of the squares of deviation of its values from its arithmetic average. Symbolically, it is represented by ∑x² i.e., ∑(x – x¯ )2
Where, X = Value of the variable, And x¯, y‾= arithmetic average of the series, X and Y respectively
Thus, for X variable, total of variation =∑(x – x¯ )2 and for the Y variable, total of variation =∑(x – y¯ )2
This total of variation of a variable consists of two types of variations viz:
(i) Explained variation and
(ii) Unexplained variation.
The explained variation of a variable say,