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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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 Management vs. Data Governance Operating Models: Are They Different?
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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