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The least-squares regression method of cost estimation mathematically determines the best fit line through a field of points. Therefore, to the extent that a line doesn't best describe cost ...
The least-squares criterion is a method of measuring the accuracy of a line in depicting the data that was used to generate it. That is, the formula determines the line of best fit.