Images of dolphins and turtles ensnared in tuna nets are a heart-wrenching reminder of the impact of fisheries on ocean bio-diversity. Known in fisheries science as ‘by-catch,’ this killing of non-target species is a complex problem that has resisted easy answers. One possible solution to fisheries bycatch involves digital maps and mathematical analysis to visualize and better understand the location of the most vulnerable marine habitats.