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Master Data Mondays

A weekly series from Data Doctrine that makes master data management practical, not painful.

Build a practical data stewardship framework that connects governance to real people. Learn key roles, RACI examples, and metrics that make stewardship stick.

How to Build a Data Stewardship Framework That Works

Build a practical data stewardship framework that connects governance to real people. Learn key roles, RACI examples, and metrics that make stewardship stick.

Master data ownership isn’t just about IT or the business…it’s political. Learn the difference between ownership and stewardship, and how to resolve conflict when everyone thinks they own the data.

Who Owns Master Data? Why It’s a Governance (and Political) Decision

Master data ownership isn’t just about IT or the business…it’s political. Learn the difference between ownership and stewardship, and how to resolve conflict when everyone thinks they own the data.

master data and analytics

The Role of Master Data in Analytics

Your dashboards are only as good as the master data behind them. See how clean, governed master data improves analytics accuracy, trust, and decision-making.

Data Doctrine is a U.S.-based blog and toolset for data professionals, launched in 2025 to make master data management practical, plainspoken, and powerful. We publish weekly insights, playbooks, and hands-on strategies that help data teams:

  • Build trust in their data

  • Navigate complex MDM challenges

  • Bridge the gap between business and tech

Whether you’re cleaning up a data swamp, building a golden record, or convincing leadership to invest in data governance, we’re here to help you make sense of it all.