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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