The data in biomedical research is often derived from nonrepresentative patient datasets, which has serious consequences for research and treatment, such as understanding disease risk or drug effectiveness in different populations. BenevolentAI’s Data Diversity Initiative exists to propose tangible solutions to this urgent issue, raise awareness and act as a forum to drive change.