At Keywords Studios, I audit egocentric video annotation and verify that hand-tracking overlays stay aligned with operators’ hands. I also review web workflows and image labels, and evaluate voice-agent conversations for accuracy, groundedness, naturalness, and turn-taking.
I use SQL and Excel to track quality and maintain zero-backlog upload and QC workflows. I also performed root-cause analysis on quality issues, helped increase dataset accuracy by 12–15%, and onboarded and coached associates on annotation guidelines.

