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I am looking at a 2x2 DOE. When I analyze it, I have no terms that are significant. I then analyze again by removing the interaction term to see the R squared and the term A is now significant and I have 99.7% R squared.

How can a term be non-significant and them become significant by analyzing less terms?

Thank you.