Biochar application to croplands has been proposed as a potential strategy to decrease losses of soil-reactive nitrogen (N) to the air and water. However, the extent and spatial variability of biochar function at the global level are still unclear. Using Random Forest regression modelling of machine learning based on data compiled from the literature, we mapped the impacts of different biochar types (derived from wood, straw, or manure), and their interactions with biochar application rates, soil properties, and environmental factors, on soil N losses (NH₃ volatilization, N₂ O emissions, and N leaching) and crop productivity. The results show that a suitable distribution of biochar across global croplands (i.e., one application of <40 t ha^-1 wood biochar for poorly buffered soils, such as those characterized by soil pH<5, organic carbon<1%, or clay>30%; and one application of <80 t ha^-1 wood biochar, <40 t ha^-1 straw biochar, or <10 t ha^-1 manure biochar for other soils) could achieve an increase in global crop yields by 222-766 Tg yr^-1 (4%-16% increase), a mitigation of cropland N₂ O emissions by 0.19-0.88 Tg N yr^-1 (6%-30% decrease), a decline of cropland N leaching by 3.9-9.2 Tg N yr^-1 (12%-29% decrease), but also a fluctuation of cropland NH₃ volatilization by -1.9-4.7 Tg N yr^-1 (-12%-31% change). The decreased sum of the three major reactive N losses amount to 1.7-9.4 Tg N yr^-1 , which corresponds to 3%-14% of the global cropland total N loss. Biochar generally has a larger potential for decreasing soil N losses but with less benefits to crop production in temperate regions than in tropical regions.

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