Evaluating new functionality for inclusion in bnlearn requires many small (and big) decisions for which the optimal choice, if any, is not obvious nor available in the literature. Below are a number of small simulation studies which were used to choose default argument values and to compare the trade-offs alternative implementations of specific algorithms.