Precipitation is changing as the climate warms. In northern mid and high latitudes, warming is resulting in a shift from snow to rain (Bintanja & Andry, 2017;Tamang et al., 2020). In the Upper Great Lakes region, the mean annual wet-bulb temperature is increasing, and snowfall and snowfall-precipitation ratio is decreasing (Tamang et al., 2020). Rainfall in the place of snowfall impacts water resources (Knowles et al., 2006), and glacier mass balance (Perry et al., 2017;Schauwecker et al., 2017), and potentially the global energy balance (Screen & Simmonds, 2012). Observed changes in precipitation including a reduction in heavy snow cover and the shift from snow to rain impacts soil moisture, watershed hydrology, and streamflow in the Midwest and Great Lakes region (Byun et al., 2019). From a societal standpoint, precipitation processes also impact transportation safety. Hazardous wintertime events such as freezing rain result in especially dangerous conditions that affect vehicle crash risks (Tobin et al., 2021). The height of the melting level in the atmosphere influences the precipitation phase at the surface (