Comparing the SSE for the full and reduced model could be pretty easy for lots of regressions depending on how your data is setup.
Do your have a column for the response, each regressor and a column for each level of the regression? (narrow format)
JMP Systems Engineer, Health and Life Sciences (Pharma)