In 2019, over 67,000 Americans died from drug overdoses. Nearly 15 million abused alcohol regularly. Substance abuse isn’t going away. The COVID-19 pandemic has made the situation worse. But can we predict who will have a substance abuse disorder? Can we use such information to tailor prevention strategies that work?