The FAIR project aims to develop an AI-based recruiting system with functions such as video interviewing, CV parsing and competency matching. The use of AI-supported systems in human resources (HR) promises to make hiring processes more efficient and objective, but can also foster discrimination and a lack of transparency. FAIR therefore focuses specifically on algorithmic fairness, explainability and diversity. The IZEW accompanies the project development as an ethics partner and deals with the design of normative requirements for (semi-)automated personnel selection.