Whether for reasons of convenience, cost or corruption, important decisions about how money and resources are allocated to services helping the poorest people in the world’s least developed countries are too often made based on data that is incomplete, inaccessible or simply inaccurate—from health to gender equality, human rights to economics and education to agriculture.