Enterprise data quality remediation: Business case assumptions and research pack

A data remediation assumption register: country pilots, root-cause fixes versus cleansing, defect reduction, recurrence, impact, cost, kill thresholds.

Asset IDSTX-A0253

CategoryIntelligence and Research Methods

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Prepared byStratenity Advisory Team

Executive summary

A method for testing which data fixes last and what they recover, before committing to remediate across the business.

What is inside

What the research pack covers

The asset walks a research lead through harvesting assumptions, grading them, ranking materiality, pilot design, root-cause and cleansing comparisons, recurrence, impact, cost, and freezing scope. It ends with an assumption register, a source log, and research questions.

Turning a baseline into governed remediation assumptions
Designing country pilots
Comparing root-cause fixes with cleansing

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Stratenity Advisory Team. (2026). Enterprise data quality remediation: Business case assumptions and research pack. Stratenity Library. https://www.stratenity.com/resources/library/intelligence-research/enterprise-data-quality-remediation-business-case-assumptions-and-research-pack

Stratenity Advisory Team. "Enterprise data quality remediation: Business case assumptions and research pack." Stratenity Library, 2026, www.stratenity.com/resources/library/intelligence-research/enterprise-data-quality-remediation-business-case-assumptions-and-research-pack.

Stratenity Advisory Team. "Enterprise data quality remediation: Business case assumptions and research pack." Stratenity Library, 2026. https://www.stratenity.com/resources/library/intelligence-research/enterprise-data-quality-remediation-business-case-assumptions-and-research-pack.

Stratenity Advisory Team (2026) Enterprise data quality remediation: Business case assumptions and research pack. Stratenity Library. Available at: https://www.stratenity.com/resources/library/intelligence-research/enterprise-data-quality-remediation-business-case-assumptions-and-research-pack (Accessed: the date of access).

@misc{stratenity_stxa0253, author = {{Stratenity Advisory Team}}, title = {Enterprise data quality remediation: Business case assumptions and research pack}, year = {2026}, publisher = {Stratenity Library}, howpublished = {\url{https://www.stratenity.com/resources/library/intelligence-research/enterprise-data-quality-remediation-business-case-assumptions-and-research-pack}}, note = {Asset ID STX-A0253} }

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Enterprise data quality remediation: Business case assumptions and research pack

What the research pack covers

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^™.