Governments should rigorously evaluate, and consider regulating, employers' use of predictive algorithmic software to make decisions about job recruitment, hiring, compensation, and employee evaluation. In light of the growing prevalence of these tools, which create the potential for unfair profiling and discrimination, decision-makers should have accurate information about what inputs and functionalities produce these outcomes.