The Golden Hour

Master Data Management

Since 2005, I have leveraged Master Data Management (MDM) to align data strategies with business needs, drive data quality, and enable informed decisions. I build strong cross-functional teams, establish clear governance, and connect MDM initiatives to tangible business outcomes—reducing inefficiencies and supporting digital transformation. My focus is on turning complex data into a driver of operational excellence and competitive advantage.

Right To Be Forgotten (RTBF)
Critical Data Elements are not about data
Stop Chasing Data, Start Fixing Processes
Dispersed, Lifecycle-Based Ownership Feels Right, and Fails in Practice
Remitters and Recipients
Why Organisations Struggle to Establish Data Stewardship
Everyone Has Their Own Agenda, Even When the Project Is Shared
Master Data – Applying, and change to Processes
From Firefighting to Flow
A Fit-for-Purpose MDM Framework
Tackling Duplicate Records: How to Keep Your Data Clean and Reliable
The Many Faces of Data Ownership
Data Governance by Design
Process-Centric Thinking for Data Governance
From Process Awareness to Process-Driven Governance: Making It Real
Why governance patterns live in process
Process-centric thinking makes failure visible
Embedded Quality Gates: Making Quality Embedded, Not Inspected
Focusing Effort Where Process Failure Hurts Most
When Errors Teach: Building Learning into Your Data Processes
Data Classification
Reference Data: The Backbone of Reliable ESG Reporting
Reference data, Reference data and…
Launch an Effective MDM Program
When No One Raises Their Hand
Transforming Canonical Models from Diagrams into Value Through Governance
Master data model designs
Master Data Classification: PII, Sensitivity, and the Discipline of Layered Modelling
Anchored Attribute Ownership
Data Contracts and Sharing in a World of Distributed Attribute-Level Ownership
When Everything Is “Data Management”, Nothing Is Master Data
The quieter you become, the more you are able to hear.
If Everything Is a Debate, Nothing Is a Decision
MDM vs Data Governance vs Data Quality: No Buzzwords, Just Clarity
The Unrealistic Promises of AI for Master Data
Artificial Intelligence Isn’t Intelligent
A Double Edged Sword
Master Data Management Platform Selection
Critical Data Elements
From Data Responsibility to Trust

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