Deborah A.

Key Skills

Freelancer Overview

Yes I have As a Product Manager with hands-on experience in AI development, I have led cross-functional teams in designing and executing data labeling pipelines to support machine learning model training. I collaborated closely with data scientists, annotation vendors, and quality assurance teams to define labeling guidelines, establish taxonomy frameworks, and ensure the delivery of high-quality training datasets across computer vision and natural language processing projects. In addition to overseeing end-to-end data labeling workflows, I drove product strategy for internal annotation tooling, prioritizing features that improved labeler efficiency and reduced error rates. I managed relationships with third-party labeling platforms, monitored key metrics such as inter-annotator agreement and throughput, and translated business requirements into actionable roadmaps that accelerated model iteration cycles and improved overall model performance.

Education

Work History