Welcome in the Community @philc86 !
Hi @MRB3855,
Not directly related to your suggestions or @philc86 initial demand, but if conditions to use the platform The Fit Two Level Screening Platform are met (Overview of the Fit Two Level Screening Platform (jmp.com)), it could help identify important active terms and help model(s) selection. Note that effects are entered into the analysis following a hierarchical ordering.
This platform can be found in DoE, Classical, Factor Screening, Fit Two Level Screening.
Hope this may help the discussion,
Victor GUILLER
Scientific Expertise Engineer
L'Oréal - Data & Analytics