Weaving Intelligence
General MDM
The discipline of building and sustaining trusted master data — the bedrock every other data and AI initiative depends on.
This is the publication's foundational thread: the discipline of building, governing, and sustaining trusted master data that everything else is built on. We treat master data management not as a one-off project but as a scalable, documented discipline — the business case, executive sponsorship, stewardship and accountability, governance operating models, and data quality. Because sound decisions rest on trustworthy data, this thread examines each classic MDM topic through the practical question of what it means in the age of AI.
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What this thread covers
The MDM Business Case & ROI
Building and defending the case for enterprise MDM, and measuring ROI beyond simple cost savings.
Executive Sponsorship & Positioning
Securing sponsorship and positioning MDM as a strategic enabler, not a cost center.
Stewardship, Roles & Accountability
Designing effective stewardship roles and accountability structures that actually stick.
Governance Operating Models
Federated vs. centralized models, and governance policies that get adopted and enforced.
Data Quality & Profiling
Systematic profiling, sustainable data-quality programs, and the link between quality and outcomes.
MDM & Digital Transformation
Aligning master-data initiatives with transformation and customer-experience goals.
New General MDM articles publish Mondays. Themes fill with articles as the thread publishes — see the Roadmap for what’s coming, or subscribe to follow this thread. Meet the voice behind it.
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Latest in this thread
Published in this thread so far — newest first.
General MDM
One Sponsor Is a Single Point of Failure: Sustaining Executive Support for an MDM Program
Published 24 August 2026
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We've Made This Case Before: How the Enterprise MDM Business Case Grew Up
Published 17 August 2026
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