“…Folland et al (2012) use a regression approach to forecast European winter temperatures based on a range of predictors, and recent work with dynamical forecast models (Riddle et al 2013; concludes that important aspects of winter climate and the NAO are predictable months ahead, with a high proportion of the variance being accounted for by the models . A number of potential predictors have been identified: El Niño-Southern Oscillation (ENSO; e.g., Bell et al 2009), spring North Atlantic sea surface temperatures (SSTs; e.g., Rodwell and Folland 2002), tropical volcanic eruptions (e.g., Robock and Mao 1995), Arctic sea ice extent (e.g., Strong and Magnusdottir 2011), the stratospheric quasi-biennial oscillation (QBO;Ebdon 1975), and autumn Eurasian snow cover (e.g., Cohen and Jones 2011) have all been linked with North Atlantic atmospheric circulation variability (Hall et al 2015). Links have also been suggested between tropical SST anomalies and extratropical seasonal variability (e.g., Bader and Latif 2003;Hoerling et al 2004;Li et al 2010), where the upward trend in the NAO from 1950 to 1999 is attributed to increased SST over the Indian Ocean.…”