A method of simultaneously comparing the evidence for multiple hypotheses, each represented as a model. Millington et al. (2011) Geog. Compass, DOI:10.1111/j.1749-8198.2011.00433.x review two complementary MMI techniques—model selection and model averaging—and highlight examples of their use by biogeographers.