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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
- Relational model (top-down approach)
- Dimensional model (bottom-up approach)
- Data Vault
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.
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