Evaluation of the Integrated Canadian Crop Yield Forecaster (ICCYF) model for in-season prediction of crop yield across the Canadian agricultural landscape

•A probabilistic yield forecasting model was evaluated at three regional scales.•Main inputs were agroclimatic indices and remote sensing vegetation indices.•Lead time of forecast depends on the data availability and predictors selected.•Model performed better in regions with good coverage of climate stations and crops.