Many institutions and organizations now delegate important decisions to algorithms. These algorithms promise greater predictive accuracy, at a lower operating cost than the human decision-makers they replace. But they also have the distinctive disadvantage of being “black boxes”: we lack intelligible explanations of why they arrive at the decisions they do. Those adversely affected by these [...]