#53: Character of the Data

In this episode of Stay Sharp with Razorleaf, Jen and Jonathan dive deep into the intricate nature of data in digital manufacturing and product development. They explore what they call the "character of the data," examining both its static traits and dynamic behaviors. The discussion covers the importance of understanding how data changes over time, how it's represented in different systems, and why this matters when building digital threads and digital twins.The conversation also highlights the challenges of integrating data from different systems, focusing on key concepts like taxonomy, ontology, and the difference between semantic and graphical data. Jonathan and Jen use relatable examples, including product specifications and bill of materials (BOMs), to illustrate how misunderstandings in data representation can lead to costly errors.Key Discussion Points:Character of the Data: Understanding the traits (static attributes) and behaviors (how data evolves).Taxonomy vs. Ontology: Classifying data and understanding relationships between data points.Digital Threads and Twins: How accurate data is essential for creating effective digital representations of products.System Integration Challenges: The risks of misinterpreting data when moving it across systems, and the potential consequences for product development.Real-World Examples: Practical insights into managing product families, BOMs, and product specifications, and ensuring data integrity in complex systems."Handling the data quality is like working with microchips in a clean room—you need to treat it carefully to ensure the product isn't ruined down the line." - Jonathan ScottBe sure to subscribe to Stay Sharp with Razorleaf on your favorite podcast platform and stay tuned for more insightful discussions on the latest in digital manufacturing and product development.Music is considered “royalty-free” and discovered on Story Blocks.Technical Podcast Support by Jon Keur at Wayfare Recording Co.© 2026 Razorleaf Corp. All Rights Reserved.