Integrating multiple land cover maps through a multi-criteria analysis to improve agricultural monitoring in Africa.

•A multi-criteria analysis (MCA) is developed to generate a cropland and grassland hybrid mask.•Each land cover dataset is evaluated at country-level by five different criteria.•The MCA approach offers a flexible and transparent methodology to combine different data.•The hybrid masks are used in the JRC-ASAP early warning system and are freely accessible.