Stan supports a direct encoding of reparameterizations. Stan also supports changes of variables by directly incrementing the log probability accumulator with the log Jacobian of the transform. Theoretical and practical background A Bayesian posterior is technically a probability measure, which is a parameterization-invariant, abstract mathematical object.1 Stan’s modeling language, on the other ha