Managing hospital patient flow is complex and full of moving parts. Machine learning (ML) leverages data within predictive models to help hospital decision makers improve, and in some cases fix, the challenges that arise from poor hospital patient flow. With the three keys to leveraging ML, hospital leaders can target obstacles to effective patient flow and alleviate capacity strain burdens.