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Mapping of the Data Management

November 2, 2017

 

Data Management is made up fo a complex landscape of interrelated disciplines.  In this blog I’m showing the hierarchy of some of those disciplines:

 

• Data Collection

    • Internal

    • Eternal

    • IoT

    • Automated & Machine Generated Data Management 

  • Data Cleanup & Quality

    • Cross Sources

    • Throughout Time

    • Algorithmic

      • Rule Based

      • ML

    • Human Intelligence

  • Data Curation

    • Data Integration & Augmentation

    • Data Cataloging & Categories 

    • Business Term Glossary

    • Data Profiling

    • Physical Data Modeling

    • Data Context / Metadata Management

      • Conceptual & Logical Data Modeling

      • Linage

        • Data Linage

        • Business Linage

      • Rules

        • Business Rules

        • Data Rules

  • Data Discovery 

    • BI Reporting

      • Batch

      • On Demand

      • Dashboards

    • Investigating Reporting

      • Self Service Discovery

      • Data Scientist

    • Advanced Analytics

      • Predictive

        • Ruled Based

        • ML

      • Prescriptive

        • AI

        • Deep Learning

  • Knowledge Sharing

    • Business Term Glossary  & Data Catalog 

    • Reporting & Usage Catalog

    • Semantic Data Universes

    • Centralized Data Hub

      • Data Lake

      • EDW

  • Retiring & Archiving Data

    • Ruled Based

    • Time Based

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