Data Quality | Thomas Nys | The Fractional Data Architect

Customer data fragmentation - governance gaps when 47 systems disagree

When Your Customer Data Lives in 47 Places

Data quality ownership crisis - why 77% rate quality average or worse

Data Quality Crisis - 77% Admit Failure

Data quality diagnostics - how bad data reveals organizational dysfunction

Data Quality as Organizational Signal

AI architecture requirements - why data quality issues amplify at scale

AI Won't Fix Your Architecture - It Will Amplify It