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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Challenges with Defining Data Management Trends
Data Management

Data Lineage Types

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

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Challenges with Defining Data Management Trends
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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Challenges with Defining Data Management Trends
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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Challenges with Defining Data Management Trends
Data Management

Issue 4: What Makes an AI Governance Framework ...

These are trending topics in AI governance discussed at EDW 2025. ⚖️ Start With a Solid Foundation of Principles An e...

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Challenges with Defining Data Management Trends
Data Management

What Does Responsible GenAI Demand from Your Da...

📬 This post is part of the “Data Management in a Nutshell: Insight Series”—short, high-impact takeaways from the ful...

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Challenges with Defining Data Management Trends
Data Management

Challenges with Defining and Aligning (Meta)dat...

This post explores the challenges organizations face in designing data, metadata, and AI strategies based on my exper...

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Challenges with Defining Data Management Trends
Data Management

Clarifying the Content of AI Governance

🔍 Insight Series – Issue 3 A lack of a common definition for “governance” remains a challenge across the data manage...

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