Abstract
Despite significant progress in reducing child labour globally, an estimated 160 million children remain engaged in child labour. Agricultural commodity supply chains — particularly cocoa, tobacco, and smallholder horticulture — represent a concentrated risk. This paper develops a novel risk mapping methodology using satellite imagery combined with supply chain network data to identify child labour hotspots at sub-national resolution.