The prediction of high impact climate phenomena can be substantially improved by a new mathematical approach that analyses the connectivity and patterns between geographical locations. This can potentially save thousands of lives and avoid billions in economic losses. Prediction times for events like El Niño, monsoons or droughts could be increased substantially, to a month or even a year in advance. The new framework can thus become key for improving adaptation to the global warming crisis.