You may be very interested to read about Bayes factors, which allow interpretable hypothesis tests without prespecified priors: https://www.andrew.cmu.edu/user

You may be very interested to read about Bayes factors, which allow interpretable hypothesis tests without prespecified priors: https://www.andrew.cmu.edu/user/kk3n/simplicity/KassRaftery1995.pdf https://www.andrew.cmu.edu/user/kk3n/simplicity/KassRaftery1... (though one does have to specify the hypotheses to be tested more exactly than, say, "the effect is not zero.")