Owns quality operations for all datasets, establishing global quality standards, calibration, review structures, language coverage, capacity planning, and contingent workforce sourcing. The role also manages dashboards tracking quality, throughput, and cost efficiency across international data operations. Candidates should have extensive operations leadership experience, quality management expertise at scale, and experience building tooling and workforce systems. Speech, audio, or linguistic data experience is preferred.