If you are actually going to analyze data and use bayesian methods, you would end up with a posterior distribution (not simply a single probability).
Yes, the importance of thinking in terms of distributions instead of individual probabilities is another valuable lesson of “pop” Bayesianism.
Yes, the importance of thinking in terms of distributions instead of individual probabilities is another valuable lesson of “pop” Bayesianism.