With the advent of People Analytics Big Data are made operative on the level of personnel management. An algorithm-based screening and analysis of all kinds of employee-related data and behavioral traces is expected to guarantee evidence-based decisions in an organizational field once considered ‘soft’ and subjective. The article summarizes the objectives and challenges of such data-driven personnel management, as well as its implications for employees and corporate labour policies.