“…Understanding the distribution of intraspecific genetic variation and how it relates to environmental factors can assist better allocation of conservation resources and more robust predictions about species responses to environmental change (Frankel, 1974;Moritz, 2002;Vandergast et al, 2008;Scoble and Lowe, 2010;Thomassen et al, 2010;Sgrò et al, 2011;Gotelli and StantonGeddes, 2015). Although many studies have explored links between environmental factors and species' occurrence or abundance patterns (Elith and Leathwick, 2009), few studies have explicitly and rigorously quantified associations between the environment and levels of intraspecific genetic variation across species' ranges (that is, with individual-or site-based measures of the amount of genetic variation as the response variable) (but see Thomassen et al, 2010;Kovach et al, 2015). Methods based on individual-or site-based measures of genetic variation (that is, amount of genetic diversity) are distinguished here from related methods based on population structure and/ or patterns of genetic differentiation (for example, Foll and Gaggiotti, 2006;Jay et al, 2012;Manel and Holderegger, 2013;Wang and Bradburd, 2014;Fitzpatrick and Keller, 2015).…”