We examine how machine learning can be used to improve and understand human decision-making. In particular, we focus on … a decision that has important policy consequences. Millions of times each year, judges must decide where defendants will … await trial--at home or in jail. By law, this decision hinges on the judge's prediction of what the defendant would do if …