Irina Steenbeek

Irina Steenbeek

Data Management

Dr. Irina Steenbeek is a data management practitioner with more than 12 years of experience. The key areas of her professional expertise are the data management maturity assessment, implementation of data management frameworks, and data lineage. Irina has practical experience in software implementation such as ERP and DWH/BI, management consultation, financial and business controls, and data science.

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Data Lineage and Other Comparable Concepts
Data Management

Business Drivers for a Data Lineage Initiative

A company should have strong drivers to start the data management, particularly data lineage initiative. These initia...

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Data Lineage and Other Comparable Concepts
Data Management

The Metamodel of Data Lineage

In this section, we combine and link all data lineage layers and components in a graphical format. Data lineage can b...

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Data Lineage and Other Comparable Concepts
Data Management

Data Lineage Types

Different business stakeholders have quite different expectations and requirements for data lineage. The common under...

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Data Lineage and Other Comparable Concepts
Data Management

Data Lineage for Various Stakeholder Groups

Data lineage can be documented differently depending on a company’s needs. It is important to realize that a company ...

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Data Lineage and Other Comparable Concepts
Data Management

Challenges with Defining Data Management Trends

Recently, I delivered a Keynote about data management trends. While preparing it, I discovered we have challenges def...

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Data Lineage and Other Comparable Concepts
Data Management

Embedded Product Thinking into Data: The Rise o...

🔁 Data products are governed, reusable, and user-focused assets designed to deliver measurable value. Unlike ad hoc ...

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