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Taking action to reduce risks of labor abuse and illegal, unreported, and unregulated (IUU) fishing in the fishing sector is hindered by a lack of spatially explicit data and an understanding of different drivers of risks. Here the authors combine expert assessments with satellite information to map and quantify risks of labor abuse and IUU fishing at port, at sea and associated with transshipment globally.