Pooling highly non-significant interactions in an experimental design can eliminate problems in the residual analysis when the initial analysis fails to validate assumptions. The mean square error can be used to estimate experimental variance in a completely randomized two-factor experiment with one replicate per factor combination. Tukey's test for nonadditivity tests whether a no interaction model is appropriate for a two-factor model with more than one replicate per factor combination.