A stark reality confronts anyone who seeks to rein in bad behavior on the ocean: it is very, very big. To pinpoint where in the haystack to search for needles, a team of data scientists and machine learning engineers called Global Fishing Watch collects data from fishing boats’ Automatic Identification System (AIS) transponders, whose signals are picked up by satellites and land-based receivers.