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    $\begingroup$ It is a sound requirement that the predictions should invariant when adding a constant to the observations $y_i$. However it must be kept in mind that the scale of the response and of the covariates still matter and that the informative prior relates to a specific scale. $\endgroup$ Commented May 5, 2021 at 6:15