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 Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

A Data Strategy - Theory vs. Practice: Part 1

The idea to write this article was triggered by the remark of one of the participants of my strategy workshop last su...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

A Data Strategy: Theory vs. Practice. Part 2

This is Part 2 of the article “A Data Strategy: Theory vs. Practice.” In Part 2, we will continue the analysis of dat...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Artificial Intelligence

Harmonizing Data and AI Governance: To Do or No...

For over 15 years, I’ve focused on governance frameworks for data management, publishing several books and articles o...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

Data Management vs. Data Governance Operating M...

Recently, I started analyzing the dependencies between data management operating models and various data architecture...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

Data Governance vs. Data Management: Unpacking ...

For five years, I’ve investigated the different approaches to defining the concepts of data, information, and data go...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

What’s the Biggest Challenge in Implementing Da...

I recently ran two LinkedIn polls to compare the challenges organizations face in implementing data vs. AI governance...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

What is a Data Product?

The term “data product” originated from data science. At least, I first heard this term from data scientists. My late...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

Knowledge Graphs, Data Lineage, and Metadata Ma...

Knowledge graphs, metadata management, and data lineage are examples of new metadata capabilities that many companies...

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Data Governance vs. Data Management: Unpacking the Origins of Differing Perspectives
Data Management

Trending Topics in DG: How Does Data Governance...

🔍 Data Governance is Shifting from a Focus on Control to One of Strategic Value Creation A growing trend across indu...

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