The least-squares model uses all of the data to separate a mixed cost into its fixed and variable components.
So, this type of analysis provides more accurate cost estimates.
Total fixed costs $ 40,102
Variable costs $ 2,13 per machine-hour
Y=a+bX
Y=$40,102+$2,13X
Creating two data sets related to the two relevant ranges can give more accurate cost estimates.