“…A wide range of phenomena have been proposed as potential sources of predictability for the winter AO, with time scales of seasons to decades (e.g., Smith et al, 2016). Among other factors, AO skill could arise from tropical climate anomalies, including ENSO (Dai & Tan, 2017;Dunstone et al, 2016;Tang et al, 2007;Yu & Lin, 2016), as well as Arctic sea ice (Wang et al, 2017), Eurasian snow cover (Cohen et al, 2010), and stratospheric-tropospheric coupling (Butler et al, 2016;Sigmond et al, 2013). Whatever mechanisms are responsible for AO skill, it would seem that only now have state-of-the-art forecasting systems been able to represent them with sufficient accuracy, either through improved physics, better data assimilation, or improved observing networks.…”