Won is a Principal in PwC’s Financial Crimes Unit practice focused in technology solution development in financial services. He has over 15 years of experience in the financial crimes compliance space, and has helped various financial institutions, fintech and payments companies, and asset wealth management firms.

Won has assisted clients with engagements related to machine learning model development, model validation, designing, implementing and streamlining a robust model governance framework that helps clients be prepared to explain models to regulators, AML end-to-end implementations, remediation support, automation of manual processes, analysis and optimization of transaction monitoring systems, data lineage, data governance, implementation of policies and procedures, and many more.