A data dictionary is a structured repository of metadata that serves as a reference for data analysis, helping to simplify data requirements and system design. It contains essential elements such as data flow, structures, descriptive information, and data stores while ensuring that updates are reflected throughout the system. Its importance lies in enhancing documentation, improving communication among users, and facilitating database and system development.