Constructing a hybrid species distribution model from standard large-scale distribution data

•Process-based projections of species geographic range shifts suffer from data gaps.•A hybrid-model framework using commonly available biogeographic data is developed.•Dynamic biotic processes can act at large resolution.•Calibration and spatial projection reveal biotic impact and sources of uncertainty.•This fosters mechanistic insight in species ranges and tailored data acquisition.