Extreme value prediction via a quantile function model

► A quantile function approach was used to develop a statistical model for flood risk variables. ► A new method was developed to obtain predictions of extreme values conditional on some other variables. ► The method allows us to predict values at any quantile levels of interest, including mean, median and extreme levels. ► Our results show that the proposed model and prediction method have the potential to be very useful in practice.