“…For real‐world species, however, Jaccard similarity coefficients cannot be measured, although alternatives exist, including ENMTools (Warren, Glor, & Turelli, ); Gaussian kernels (Broennimann et al., ), appropriate transformations and probability models (Geange, Pledger, Burns, & Shima, ), and Bayesian frameworks (Swanson et al., ). An important caveat, however, to these existing methods is that many of these options can be misleading or uninformative, particularly when speciation is allopatric and/or there is little overlap between the available environments in different species’ ranges (Hu, Jiang, Chen, & Qiao, ; Qiao, Escobar & Peterson ; Warren, Cardillo, Rosauer, & Bolnick, ; Warren et al., ). With that said, if the question at hand is not sensitive to performance of specificity, integrating related species into rare focal species models may improve performance of ENMs even if niche overlap is low (i.e.…”