Good points. Best approach is to not need this assumption (analyze raw Y, not change, using an ordinal model). But if you want to use the general approach you’d need to bootstrap the overall result to properly penalize for transformation uncertainty, as I do in the transform-both-sides regression chapter in RMS.
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