At Thomson Reuters and Manulife, I’ve shaped enterprise data and cloud strategy across Risk, Finance, Investments, and Insurance, influencing $5M+ in modernization investments. I architected AWS and Azure lakehouse and streaming platforms with Snowflake and Databricks, migrating 60–70% of legacy analytics workloads, reducing costs by 30%, and enabling 4× scalability.
I’ve operationalized ML and GenAI for fraud detection, financial risk exposure, and executive insights, enabling 30+ use cases and reducing time-to-insight by about 70%. I lead and mentor teams of architects, data engineers, and developers, establish governance and responsible AI controls, and partner with senior leaders to turn architecture roadmaps into measurable business outcomes.
