Quant analytics: Can we use lower order terms in a model when higher orders become significant?

Quant analytics: Can we use lower order terms in a model when higher orders become significant? For some of the respondent level models I am working on, we are trying to test for different interaction effects between media. I have been working on the premise of testing for significant first order effects, and testing for …

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