The adjusted r-squared is helpful for multiple regression and corrects for erroneous regression, giving you a more accurate ...

Residuals from fit are often examined in regression analysis. A test suggested by Ellenberg [5] and Prescott [7] for the largest residual being an outlier is implemented through table development.