1. The use of species distribution models to understand and predict species’ distributions necessitates tests of fit to empirical data. Numerous performancemetrics have been proposed,many of which require continuous occurrence probabilities to be converted to binary ‘present or absent’ predictions using threshold transformations. It is widely accepted that both continuous and binary pe…