Battle Round 2 — Changed-Fact Switches

For each item, the first label is correct. Identify the changed fact that makes the second label correct.

1. Data Governance → Data Management: the stem stops asking who approves the enterprise rule and instead asks who ______ it in systems/processes.
2. Data Owner → Business Steward: the stem stops asking for final domain accountability and instead asks who ______ business definitions/valid values.
3. Data Steward → Data Quality Analyst: the stem changes from defining expectations to ______ data condition and root causes.
4. Data Architecture → Data Modeling & Design: the stem changes from enterprise target alignment to resolving ______, keys and normalization.
5. Data Model → Metamodel: the modeled entities change from Customer/Product/Order to ______ objects such as System/Table/Column/Steward.
6. Business Glossary → Data Dictionary: the question changes from “What does Net Revenue mean?” to “What are NET_REVENUE’s ______?”
7. Data Catalog/Directory → Business Glossary: the question changes from “Where is Customer history?” to “What does ______ mean?”
8. Reference Data → Master Data: the problem changes from translating controlled country/status codes to reconciling persistent ______ identity across systems.
9. Profiling → Monitoring: the activity changes from one-time/new-scope pattern discovery to ______ repeated measurement/trending/alerts.
10. Correction → Root-Cause Remediation: the action changes from repairing existing bad records to changing the underlying ______ that keeps creating them.

Do not accept a synonym-only answer. State the deciding concept boundary.

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