Abstract In this paper, we propose two new statistical controls for genealogical and areal bias in typological samples. Our test case being the effect of VO-order on affix position (prefixation vs. suffixation), show how modeling including a phylogenetic regression term (phylogenetic control) two-dimensional Gaussian Process (areal can be used to capture effects large but unbalanced sample. We ...