Data Governance And Quality
Defines ownership, policies, quality rules, controls, monitoring and remediation. Use when establishing data governance, quality SLAs, or remediation workflows.
Install
$ agentstack add skill-mmccalla-coding-agent-skill-library-data-governance-and-quality ✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
About
Data Governance and Quality
When to use
Use for governance design, quality frameworks, stewardship, issue management and controls.
Objective
Produce a practical, concise, traceable architecture artefact that a coding agent can use to guide implementation or review.
Procedure
- Identify domain, critical data and consumers.
- Assign owner, steward and decision rights.
- Define policies and standards.
- Define quality dimensions/rules.
- Define thresholds and severity.
- Define validation and monitoring.
- Define issue/remediation workflow.
- Define evidence requirements.
Required outputs
- Owners and decision rights
- Policies/standards
- Quality rules and thresholds
- Issue/remediation workflow
- Evidence requirements
Best-practice alignment
Apply DAMA-DMBOK2-style separation of data governance, architecture, modelling, security, integration/interoperability, master/reference data, metadata and quality. For cloud/shared data, apply CDMC-style expectations: ownership, classification, entitlement/access evidence, lineage/provenance, lifecycle/retention, quality controls and auditable evidence.
Quality checks
- Quality rules are testable.
- Owners are named by role.
- Remediation has workflow and status.
- Evidence is retained.
Avoid
Do not define governance as committees without enforceable controls.
References
Verification
- [ ] Required artefacts produced and linked to scope.
- [ ] Decisions, assumptions and risks stated explicitly.
- [ ] Quality checks or validation performed.
- [ ] Files changed reported with traceability preserved.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: mmccalla
- Source: mmccalla/coding-agent-skill-library
- License: Apache-2.0
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.