It is increasingly clear that companies and government agencies do not know how to manage data science at the enterprise level. Many are still stuck doing pilots. Some take on projects that are beyond their capabilities. And too often, excellent work dies on the vine during implementation. Companies must take action to address the structural and process issues that hold them back.