Lead launch and scaling of a global crowdsourcing and data-collection service line. Design operating models, sourcing infrastructure, playbooks, automation, and KPIs. Own all talent/data-sourcing channels, build and engage contributor communities, manage partners and subcontractors, and deliver predictable large-scale project ramp-ups across geographies.

Perform high-level video captioning, action-based timeline segmentation, and visually-verifiable action labeling. Review and correct AI-generated captions, meet accuracy benchmarks, follow strict guidelines, and complete certification.