I help organizations establish trusted data foundations, operationalize responsible AI, strengthen governance, and meet regulatory expectations in complex, regulated environments.
20+ Years Experience • PMP • PMI-CPMAI • Queen's Master of Management Analytics
20+ Years ExperienceDelivering measurable outcomes.
Financial ServicesBanking, payments and risk.
Data & AI GovernanceTrusted data and responsible AI.
Analytics LeadershipStrategy through execution.Governance frameworks, stewardship, metadata, lineage, data quality and operating models.
AI risk management, controls, model governance and responsible AI practices.
Third‑party risk, records management, regulatory reporting and enterprise controls.
Roadmaps, stakeholder alignment, operating models and execution.
Customer behavior, segmentation, retention and lifetime value measurement.
Campaign effectiveness, targeting strategies, measurement and optimization.
Lifecycle management, personalization and customer decisioning.
Cards, payments, portfolio growth and customer engagement.
Banking, risk, compliance, governance and transformation.
Operating models, governance, capability development and execution.
Perspectives on data governance, responsible AI, analytics, regulatory compliance, and enterprise transformation.
Published May 2026
Why effective AI governance starts with business accountability, oversight, and risk management rather than technology alone.
Published June 2026
A practical framework for translating Responsible AI principles into governance structures, accountability, processes, technology enablement, reporting, and oversight.