Does Your Organization Have a Data Accuracy Problem?
Techstrong.IT, Tuesday, November 3rd, 2026
Three warning signs your organization has a data accuracy problem, and four fixes from audits and validation to automation.
Data accuracy problems such as manual spreadsheet errors or schema drift compound until reports no longer reflect reality.
A Dun and Bradstreet survey found only 5% of companies say their data is ready for AI and 40% have data quality and integrity concerns.
Warning signs include having no single source of truth, so finance, sales and operations get different numbers for the same metric because of siloed systems, manual reconciliation and inconsistent definitions.
The article sets out three signs and four fixes, including regular audits, validation rules and automation, to catch issues before they damage decisions and stakeholder trust.