Enterprise data quality remediation: Roadmap and measurement architecture

Executive summary

A method for sequencing data remediation and measuring what fixes actually recover.

What is inside

What the roadmap and measurement design cover

The asset walks a roadmap lead through phases, reconciliation, conventions, the KPI dictionary, targets, and the dashboard. It includes a roadmap template, a KPI dictionary, and a baseline-to-target plan, with a worked synthetic case.

Sequencing foundations and defect family waves
Reconciling first-year value with the case
Impact recovered from traced samples
Netting recurrence and other causes

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Stratenity Advisory Team. (2026). Enterprise data quality remediation: Roadmap and measurement architecture. Stratenity Library. https://www.stratenity.com/resources/library/execution-frameworks/enterprise-data-quality-remediation-roadmap-and-measurement-architecture

Stratenity Advisory Team. "Enterprise data quality remediation: Roadmap and measurement architecture." Stratenity Library, 2026, www.stratenity.com/resources/library/execution-frameworks/enterprise-data-quality-remediation-roadmap-and-measurement-architecture.

Stratenity Advisory Team. "Enterprise data quality remediation: Roadmap and measurement architecture." Stratenity Library, 2026. https://www.stratenity.com/resources/library/execution-frameworks/enterprise-data-quality-remediation-roadmap-and-measurement-architecture.

Stratenity Advisory Team (2026) Enterprise data quality remediation: Roadmap and measurement architecture. Stratenity Library. Available at: https://www.stratenity.com/resources/library/execution-frameworks/enterprise-data-quality-remediation-roadmap-and-measurement-architecture (Accessed: the date of access).

@misc{stratenity_stxa0256, author = {{Stratenity Advisory Team}}, title = {Enterprise data quality remediation: Roadmap and measurement architecture}, year = {2026}, publisher = {Stratenity Library}, howpublished = {\url{https://www.stratenity.com/resources/library/execution-frameworks/enterprise-data-quality-remediation-roadmap-and-measurement-architecture}}, note = {Asset ID STX-A0256} }

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Enterprise data quality remediation: Roadmap and measurement architecture

What the roadmap and measurement design cover

This is a taste. The full library goes deeper.

Stratenity is the AI Operating System for Strategic Execution™.

Stratenity is the AI Operating System for Strategic Execution^™.