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Specialist Data Quality & Integrity proposition within the wider NFRisk advisory architectureExplore NFRisk →
DQIntegrityData Quality & Integrity for decision-critical systems Discuss an Integrity Mandate
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Principal-led specialist advisory

Built from practical experience of where data and controls fail in real institutions.

DQIntegrity—Data Quality & Integrity—is led by Draz Ivezic and focuses on the structural soundness of decision-driving data across financial crime, payments, reporting, transformation and automated decision environments.

Why this proposition

Recent depth. Long-cycle transformation experience.

The most recent six-and-a-half years of work concentrated on transaction-monitoring data strategy, data controls and integrity across a complex multi-jurisdiction banking environment. A central design principle was continuous and increasingly automated control at each material data handover and transformation point. That focus sits within more than two decades of banking, payments, technology, operational resilience, regulatory change and transformation delivery.

Data integrity

Financial-crime data strategy and controls

Completeness, correctness, mappings, reconciliations, exceptions, evidence, accountability and remediation.

Transformation

End-to-end delivery

Requirements, architecture, testing, migration, operational readiness, live introduction and warranty support.

Leadership

Multi-jurisdiction senior advisory

International teams, executive governance, audit and regulatory remediation across banking and financial infrastructure.

Selected experience themes

Evidence behind the proposition.

Transaction-monitoring controls

Data strategy and control management across approximately 30 jurisdictions and 38 entities.

UK Faster Payments

Project management and leadership of key components from scope and requirements through testing, live embedding and warranty.

European payments

Large-scale SEPA and SWIFT change, cross-border implementation and operational integration.

Resilience and suppliers

Critical infrastructure recovery, third-party risk, location and concentration frameworks.

Institutions referenced in the wider experience profile include ING, HSBC, Barclays, Santander, RBS/NatWest, Lloyds and VocaLink/Mastercard. References describe prior personal experience and do not imply endorsement.

How DQIntegrity fits

One specialist proposition, three levels of architecture.

Umbrella

Resolvo Advisory

Intended corporate and commercial architecture.

Senior advisory

NFRisk

Principal proposition across regulated transformation and Non-Financial Risk.

Explore NFRisk →
Specialist depth

DQIntegrity

Focused Data Quality & Integrity diagnosis, control design, evidence and assurance.

Principal-led accountability: Focused mandates are led directly by Draz Ivezic, who remains accountable for diagnostic judgement, client communication and final conclusions. DQIntegrity can lead a focused specialist mandate, own the Data Quality & Integrity workstream within a wider programme, or provide independent challenge and assurance. Any wider participation is agreed mandate by mandate, subject to availability, suitability and client approval, with clear accountability, confidentiality and commercial boundaries.

Independent, evidence-led, commercially clear.

Discuss the integrity problem behind the visible symptom.

Contact DQIntegrity