I think in general you are right but would like to add a caveat. There is a trade-off between accuracy and interpretability within any analysis and usually, it

I think in general you are right but would like to add a caveat. There is a trade-off between accuracy and interpretability within any analysis and usually, it makes sense to bias towards the later. However, it's often worth verifying that the interpretation extrapolates in a relatively unbiased way.