More than ten years ago, federal appellate judge Damon J. Keith cautioned that “[d]emocracies die behind closed doors.” This warning takes on renewed relevance in light of the current administration’s pervasive campaign to dismantle critical transparency measures. These measures include the collection of important data to identify and combat gender disparities in pay and lending.