Using shared sell-through data to forecast wholesaler demand in multi-echelon supply chains

•We review the empirical literature on the use of downstream data for forecasting.•We investigate the use of sell-through data to improve short-term demand forecasts.•We consider both time series methods and machine learning techniques.•We use information on both downstream demand and inventory positions.•Improvements in accuracy highlight the practical usefulness of sell-through data.