The fossil record provides rich information on past extinctions in the world’s oceans. This new collaborative study shows how we can use such information to predict which living species today are inherently more vulnerable and at a higher risk of extinction than others. Mapping their distribution globally identifies regions with high intrinsic risk. Some of these regions are also strongly affected by current human activity or climate change, and may be hotspots of future extinctions.