“…Although the preponderance of upward and poleward movement is consistent with species tracking thermal niches (i.e., community “thermophilization”; De Frenne, Rodríguez‐Sánchez, et al, 2013), there is considerable heterogeneity in responses among species (Angert et al, 2011; MacLean & Beissinger, 2017; Zu et al, 2023). For example, some species have shifted ranges uphill much farther and faster than others (Wolf et al, 2016), others have shifted downhill (Crimmins et al, 2011; Lenoir et al, 2010; Tingley et al, 2009), and many species have not shifted significantly at all (Jules et al, 2022; Zhu et al, 2011). Some heterogeneity in rates of shifts can be explained by intrinsic differences among species (e.g., in dispersal ability, life history, or sensitivity to biotic interactions; MacLean & Beissinger, 2017; Zu et al, 2023) and by extrinsic environmental differences (e.g., in rates of climate change or buffering by microclimatic refugia, favorable habitats created by differences in microclimates across the landscape; Hannah et al, 2014).…”