Components of a Data Model

  • Entities (or tables) - The “things” you track (like customers, orders, products).
  • Attributes (or columns) - Details about those things (like customer name, order date, product price).
  • Relationships - How things connect (like which customer placed which order).

Data Model Types

  • Conceptual Data Models
  • Logical Data Models
  • Physical Data Models

Data Model Techniques

  • Dimensional Modeling
    • Fact Tables
    • Dimensions
  • Data Vault Modeling

References: Fayyad, U., Piatetsky-Shapiro, G., & Smyth, P. (1996). From Data Mining to Knowledge Discovery in Databases. AI Magazine17(3), 37. https://doi.org/10.1609/aimag.v17i3.1230


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