Oversee portfolios of Generative AI data operations projects, managing delivery, capacity planning, vendors, budgets, quality, risks, automation, and client reporting. Coach project managers and coordinators, collaborate with recruiting and finance, enforce data security and compliance, and improve processes across distributed teams.

Leads a large-scale AI training data program spanning multiple projects, vendors, and cross-functional teams. Owns program strategy, client relationships, budgets, quality outcomes, capacity planning, risk management, compliance, and continuous process improvement. Manages delivery teams, governance reviews, change control, automation initiatives, and operational performance to meet high-volume client commitments.