Master Data Management Explained: Why Clean Data Matters More Than Ever

Data fuels every digital initiative — but who’s actually managing it?

In this episode of Stay Sharp in Digital Engineering, Jonathan Scott and Juliann Grant sit down with Razorleaf’s Ann Garcia to unpack the fundamentals of Master Data Management (MDM) and why it plays a critical role in modern digital engineering environments.

With more than 30 years of experience across medical device, consumer packaged goods, and manufacturing industries, Ann brings a practical perspective to one of the most misunderstood topics in digital transformation: data ownership, governance, and lifecycle management.

The conversation explores what master data actually is, how it differs from transactional and reference data, and why organizations struggle to define and manage it consistently across systems like PLM, ERP, and manufacturing platforms.

The team also dives into:

• The difference between master data, transactional data, and reference data 
• Why data governance often becomes more complex as organizations grow 
• The role of master data during PLM and ERP implementations 
• How mergers, acquisitions, and global operations impact data quality 
• Why defining data standards early matters for digital transformation 
• The relationship between clean master data, digital thread initiatives, and AI readiness 
• How organizations balance speed with data accuracy during system rollouts 

Ann also shares real-world examples of how poor data definitions and inconsistent ownership can create downstream challenges — and why many companies underestimate the effort required to maintain clean, trusted data across the enterprise.

As AI and analytics become increasingly important in manufacturing and engineering environments, this episode highlights a foundational truth: clean insights require clean data.

If your organization is investing in PLM, ERP, digital thread, AI, or enterprise modernization, this conversation offers an important look at the often-overlooked infrastructure behind successful digital transformation.

Featured Guest

Ann Garcia – Data management and governance professional with 30+ years of experience supporting manufacturing, medical device, CPG, and enterprise transformation initiatives.

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