An evaluation of automated GPD threshold selection methods for hydrological extremes across different scales

•The choice of estimators has an impact on the selected thresholds.•The proposed automated method based on threshold stability gives robust estimates.•It results in the highest agreement between simulated and empirical quantiles.•The modelled hourly peak flow is consistently closer to the empirical one.