“…Theorists have recently endeavored to develop phylogenetic comparative methods capable of evaluating phylogenetic patterns in multivariate datasets (e.g., Adams 2014b, Adams 2014c, Adams and Collyer 2015, Bartoszek, et al 2012, Goolsby 2015, Klingenberg and Marugán-Lobón 2013, Revell and Harmon 2008. These methods are gaining prominence in the field, and are increasingly used to address evolutionary hypotheses in multivariate phenotypic datasets in a manner analogous to what has long been possible for univariate traits (e.g., Chira, et al 2018, Felice and Goswami 2017, Grunstra, et al 2018, Martinez, et al 2018, Zelditch, et al 2015. In this review, we survey the recent advances for evaluating evolutionary trends in multivariate phenotypes, highlight some biological insights discovered through use of multivariate phylogenetic comparative approaches, and identify several areas for future analytical development.…”