North Atlantic Atmospheric Circulation and Jet Stream Variability: Links with summer and winter temperature and precipitation in north-west Europe and the UK, and a new seasonal forecasting method Oral Presentation Variability in seasonal weather in north-west Europe is substantially determined by jet stream variability. The North Atlantic Oscillation (NAO) has been heavily studied as a key representation of this jet stream variability, but other circulation indices are also important. Here the first three principal component EOFs, which broadly correspond to the NAO, the East Atlantic pattern (EA) and Scandinavian pattern (SCA), as well as jet speed and latitude, are correlated with temperature and precipitation anomalies over Europe with a focus on north-west Europe, as well as measures of persistence and variability. In addition to single variate correlations, multiple correlation coefficients are also used to determine areas of significant correlation when combining two or three of the circulation indices. All three of the principal EOFs are significantly correlated with extreme high summer (July and August) temperatures in large areas of northern Europe. For much of north-west Europe, both winter temperatures and precipitation are positively correlated with the jet speed, and precipitation is negatively correlated with EOF3. A new method of seasonal weather forecasting is presented that uses complex machine learning methods to predict the three EOFs and to downscale these into probabilistic temperature and precipitation forecasts for the UK and for Europe, which has given promising early results. Improved seasonal forecasts, including persistence and variability, will be useful to a number of users, such as agri-food, transport, energy supply and insurance. Speaker/s Ian Simpson