Metric Definitions and the Semantic Layer
Revenue disagreements can arise from definitions, SQL, or different input versions. Trace the population, time basis, calculation, and published result.
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Metric Change Management
A new definition can change a historical query while an old report stays fixed. Preserve the versions and decide which figures to restate.
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Retention Schedule
The regulation states the principle and declines to state the number. Someone in your organization has to, and the reasoning is the part that matters.
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Data Classification
Labels help determine handling rules, but do not locate every person’s records or enforce policy. Classification needs owners, controls, and current context.
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Golden Record
The name suggests a true version that existed all along. What it is: the output of a process, correct exactly to the extent that the process was right.
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Master Data Management
Five systems each hold a customer record and none of them is wrong. MDM is the decision about what to do with that, not a product that removes it.
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Policy as Code
Executable checks can support repeatable policy decisions. Their protection depends on enforced results, deployed policy versions, path coverage, and verified inputs.
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Federated Computational Governance
Autonomy without common rules fragments, and common rules with no enforcement are only requests. The platform automates the repeatable checks, people keep exceptions and review, and the hard part is drawing the line.
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Decision Rights
Naming an owner is easy. Saying which questions that person may answer alone, and which they may not, is the part that decides whether anything moves.
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Data Governance Operating Model
A policy nobody owns is a wish. The useful question is not what the rules say but who decides, how fast they can decide, and what happens without them.
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Impact Analysis
Before changing a column, find everything that depends on it. Lineage finds the pipelines; query logs find the people; neither finds everyone on its own.
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Conformed Dimension
Orders, shipments, and returns can be compared by customer or month only if those attributes mean exactly the same thing in each. That is a conformed dimension.
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Catalog Coverage
The share of in-scope data assets whose catalog entries carry required metadata, how to choose the denominator, and what a high number cannot show.
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Access, Retention, and Erasure Across Data Copies
A deleted row is not an erased person. Follow classification, access rules, retention clocks, derived copies, backups, and audit evidence across a data platform.
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Data Governance
Learn how data governance assigns decisions, responsibilities, and rules for shared data.