| Criticism | Non-Invasive Rebuttal | | :--- | :--- | | "This is just common sense." | Yes, but most organizations over-engineer governance. Common sense is rare in practice. | | "We need strict controls for compliance (SOX, HIPAA)." | Non-invasive doesn't mean no control. It means using existing controls (e.g., your SOX sign-off process is governance). | | "Our people don't do any data work today." | Then you have a maturity problem. Start with one person who cares about data. | | "This won't work for big data/AI." | It works better. For ML models, you need business stewards to define "churn" or "fraud" – they already do that. |
Data governance often fails because it’s treated as a "thou shalt" mandate. Traditional models usually involve heavy-handed policies, mandatory committees, and disruptive new workflows that slow people down. This creates friction, causing teams to bypass the very rules meant to protect the data. Non-Invasive Data Governance (NIDG) | Criticism | Non-Invasive Rebuttal | | :---
Most employees are already "Data Stewards" by virtue of their daily tasks. NIDG simply gives them the title and the guidelines to do it consistently. Provide the "why" and strategic backing. Strategic Level: Data Owners who oversee data domains. It means using existing controls (e
The "Path of Least Resistance" works because it respects the most valuable resource in any organization: | | "This won't work for big data/AI