Design Of Experiments, Factorials, Sas, Experiment, Optimization.
interaction effect did not add explained variance. It does not always work. Also, the power is similar in the interaction vs the no-interaction model. Luckily so, since the data really did not contain an interaction. Whatever you do, whatever you create, you need to visualize your work. For