Data Management Evolution, Data Warehousing Principles, Conceptual Data Models, Cognitive Navigation, Transformational Mapping, Symbolic Techniques, Statistical Learning, Knowledge Creation, AI as Intentional Cognition, human collaboration, Ad-Hoc Query Support, Automated Operations, Data Representation, Data Model Object Types, Data Science Foundations, Internal Report Generation, Diverse Data Sources, User Intuition, Language-Augmented AI, Collaborative AI Data Management