a. Topic This Master Thesis focuses on developing and applying Explainable AI (XAI) systems in credit risk assessment. It examines how XAI methodologies enhance the interpretability of machine learning (ML) models used in credit scoring. The study specifically explores two XAI techniques: Local Interpretable Model-agnostic Explanations (LIME) and SHapley Additive