The Admixture group members at GAW 18 considered a variety of topics for genetic analyses in admixed populations, including global and local ancestry inference, complex trait mapping, and genotype imputation. While the five contributions summarized here had different aims, a commonality of inference and consideration of ancestry in genetic analyses was identified.