Irina Steenbeek

Irina Steenbeek

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 Quality Risks are a Leading Cause of Project Failure
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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Data Quality Risks are a Leading Cause of Project Failure
Data Management

Governance vs. Management: Clarifying the Divide

This article analyzes the terms of Governance vs. Management in various contexts. Part 1 of this series of articles e...

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Data Quality Risks are a Leading Cause of Project Failure
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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Data Quality Risks are a Leading Cause of Project Failure
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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Data Quality Risks are a Leading Cause of Project Failure
Data Management

Data Quality Risks are a Leading Cause of Proje...

Many organizations underestimate the complexity and severity of data-related risks. Poor documentation, semantic mism...

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Data Quality Risks are a Leading Cause of Project Failure
Data Management

Trending Topics in DG: Practical Techniques for...

This post is part of a recap series sharing impressions and key insights gathered during the Enterprise Data World 20...

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Data Quality Risks are a Leading Cause of Project Failure
Data Management

Key Takeaways from the Free Masterclass: Adapti...

I want to extend my gratitude to all the participants who joined and actively engaged in this session! 🎉 During the ...

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Data Quality Risks are a Leading Cause of Project Failure
Artificial Intelligence

The Landscape of AI Definitions

Discussions about artificial intelligence (AI) are ubiquitous today. I delved into over ten legislative documents fro...

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Data Quality Risks are a Leading Cause of Project Failure
Data Management

Data Lineage and Other Comparable Concepts

The analysis of different sources has delivered this list of concepts comparable to data lineage: · Data value chain ...

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