As temperatures rise, snow extent, duration of snow cover and accumulated snowpack are virtually certain to decline in subarctic regions of North America (Gutierrez et al., 2021a; McCrary and Mearns, 2019; Mudryk et al., 2021), with corresponding effects on snow- related hydrological changes