Practise vocabulary for data stewardship workflows: data ownership, access requests, data classification, and stewardship communication in governance contexts.
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When someone says "who is the data owner?", they are asking:
"Data owner" is a governance role, not a technical one. The data owner is accountable for the dataset's fitness for purpose: they define who may access it, what it should contain, and they sign off on its certified status. In RACI terms, they are Accountable (A). They are typically a domain lead, product manager, or senior analyst — not the engineer who built the pipeline. Knowing who the data owner is before requesting access or raising quality issues is standard governance practice.
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The phrase "I'm requesting access to [dataset]" initiates:
"Requesting access" in a governed data environment is a structured process — not just a Slack message. Modern data catalogs (Atlan, DataHub, Collibra) have built-in access request workflows: the requester states purpose and duration, the request is routed to the data owner, and access is granted with an expiry. This audit trail is essential for compliance with GDPR, HIPAA, and internal data policies. The phrase "I'm requesting access to" triggers this formal workflow.
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A data steward's role in a stewardship workflow is best described as:
The data steward is the day-to-day custodian of data quality and governance for a domain or dataset. While the data owner sets accountability and policy, the steward implements it: updating metadata, resolving quality issues, reviewing access requests, maintaining business glossary definitions, and flagging anomalies. In RACI terms, they are often Responsible (R). In large organisations, one owner may have several stewards managing different datasets within their domain.
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"Data classification" in a stewardship context refers to:
Data classification is the process of labelling data by sensitivity level. Common classification tiers: Public (freely shareable), Internal (for employees), Confidential (restricted business data), Restricted/PII (personal data requiring GDPR/CCPA controls). Classification determines: who can access, where data may be stored, whether encryption is mandatory, how long it may be retained, and how it must be disposed of. Data stewards apply and maintain these labels in the catalog.
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Which sentence correctly uses stewardship vocabulary to communicate a governance concern?
Effective stewardship communication is precise and uses governance vocabulary: "unclassified PII" (the specific problem), "data steward" (the correct role to involve), "customer domain" (the governance scope), "data classification" (the action needed), "analytics use case" (the business context). Compare with the vague alternatives that lack governance framing. In regulated environments, using correct terminology matters for audit trails and accountability.