> On the other hand, even the simplest Bayesian analysis of determining the probability of heads in a coin flip requires some interesting integration and the somewhat obscure Beta distribution.
Isn't this kind of misleading? The end result of the Beta distribution, etc. is just the extremely simple-to-compute Rule of Succession [1].