“…Groundwater temperatures approximate mean annual air temperatures (Power et al ., ), and this is why a 1 °C increase in air temperature was translated into a stream temperature increase of 1 °C in many studies (Meisner, ; Rahel et al ., ; Flebbe et al ., ; Rieman et al ., ; Williams et al ., ). However, the magnitude and speed of groundwater temperature change depends upon volume (Gunawardhana et al ., ; Neukum and Azzam, ) and depth (Taylor and Stefan, ; Deitchman and Loheide, ; Gunawardhana and Kazama, ) of groundwater at the local scale. Importantly, spatial variability in resiliency of groundwater temperature in response to air temperature is the critical missing piece to assess climate change impacts on headwater stream fish accurately.…”