Forecasting with temporal hierarchies.

•Temporal hierarchies can be used for any time series to improve forecasting.•The proposed methodology is independent of forecasting models.•It results in temporally reconciled, accurate and robust forecasts.•The implied combination mitigates modelling uncertainty.•We demonstrate empirically that it offers superior accuracy and decision making.