AI Training Data Operations leader with 14+ years of experience in AI training data outsourcing. Proven success in leading large-scale, multi-geo AI training data service delivery operations, optimizing vendor partnerships, process automation, and AI workforce performance for global tech firms. Passionate about leveraging technology for social good.