In this presentation, we describe a framework for concept discovery over event databases using semantic technologies. Unlike existing concept discovery solutions that perform discovery over text documents and in isolation from the remaining data analysis tasks, our goal is providing a unified solution that allows deep understanding of the same data that will be used to perform other analysis tasks (e.g., hypothesis generation or building models for forecasting).