Abstract
We explore properties of Cauchy–Stieltjes families that have no counterpart in exponential families. We relate the variance function of the iterated Cauchy–Stieltjes family to the pseudo-variance function of the initial Cauchy–Stieltjes family. We also investigate when the domain of means can be extended beyond the “natural domain”.