9 Data
Gytis Repečka edited this page 2026-01-15 11:57:08 +02:00
flowchart LR
	data["Data"] --> information["Information"] --> knowledge["Knowledge"] --> decisions["Decisions"]
  • Data - a collection of discrete and continuous values that convey information;
  • Information - something that has the power to inform, is used to derive meaning through interpretation;
  • Knowledge - awareness of facts, familiarity with individuals and situations, also practical skills;
  • Decisions - actions taken by considering knowledge that is available to decision taker.

Also often represented as Data-Information-Knowledge-Wisdom (DIKW) Pyramid.

Data models

  • Relational model
  • Graph model

Data model types

  • Conceptual (frequently referred to as Business Model)
  • Logical (technology-agnostic)
  • Physical (includes technological implementation details)

Data modeling

The result of data modeling activity - data models - are expressed using diagrams:

  • Entity-Relationship Diagram (ERD)

In one of the following notations:

  • Crow's Foot
  • UML
  • IDEF1X

Data modeling techniques

Data management frameworks

Data architecture concepts

Data platforms

  • Data Warehouse
  • Data Lake
  • Data Lakehouse

Also see my proposed Enterprise Data Platform architecture detailing multiple levels of data refinement.