We are looking for an experienced Workforce Recruitment & Operations Lead – US AI Data Workforce to build, scale, and manage a large network of US-based freelance annotators and data contributors supporting AI, speech-data, machine learning, and data annotation programs.

This is not a traditional recruitment role.

The successful candidate will own the end-to-end workforce lifecycle, including workforce planning, sourcing, recruitment, identity and location verification, testing, qualification, certification, onboarding, deployment, productivity, quality, piece-rate payment operations, performance management, and workforce replenishment.

The role requires someone who has experience building and managing large-scale freelance, contractor, crowdsourced, or gig workforces, ideally for AI data annotation, speech, transcription, localization, linguistic, content moderation, search relevance, or similar programs.

The ideal candidate is highly organized, data-driven, operationally strong, and comfortable working with US-based teams and contractors.Tips: Provide a summary of the role, what success in the position looks like, and how this role fits into the organization overall.

Responsibilities

Key ResponsibilitiesWorkforce Planning & Scaling

- Build and execute workforce plans based on project demand and forecasted capacity requirements.
- Recruit and maintain a large pool of qualified US-based freelance annotators.
- Build an active and certified workforce bench for rapid project ramp-ups.
- Monitor workforce capacity, availability, utilization, attrition, and project requirements.
- Develop strategies to rapidly scale workforce capacity during recent project launches and peak demand periods.

Recruitment & Workforce Acquisition
- Lead high-volume recruitment of US-based freelance contractors and annotators.
- Develop multiple sourcing channels to continuously expand the workforce.
- Build recruitment funnels capable of onboarding hundreds of qualified workers within defined timelines.
- Establish recruitment metrics and continuously improve sourcing and conversion rates.
- Develop referral, freelancer community, and other workforce acquisition programs.
- Manage the complete recruitment funnel from application through activation.

Qualification, Testing & Certification
- Design and manage high-volume worker testing and qualification processes.
- Coordinate project-specific assessments, annotation tests, language/speech assessments, and certification.




- Establish qualification criteria in collaboration with Operations and Quality teams.
- Track candidate progression through:

Sourcing → Verification → Testing → Qualification → Certification → Onboarding → Activation

- Identify and resolve bottlenecks in the qualification and onboarding process.
- Maintain a ready-to-deploy pool of certified workers.

US Identity & Location Verification
- Establish processes to verify worker identity and US location eligibility.
- Coordinate appropriate verification processes and documentation.
- Identify duplicate, suspicious, or potentially fraudulent worker accounts.
- Establish escalation and remediation processes for workforce integrity issues.
- Maintain accurate records and audit trails.

Workforce Database & Operations
- Build and maintain a centralized workforce database containing worker information, qualifications, availability, productivity, quality, and project history.
- Maintain accurate worker profiles and workforce status.
- Segment workers based on skills, location, qualifications, availability, quality, and productivity.
- Ensure workforce information is accurate and available for rapid project deployment.

Productivity & Performance Management
- Establish and monitor workforce productivity metrics.
- Track individual and cohort-level performance.
- Identify high-performing workers and develop strategies to retain and increase their utilization.
- Identify low performers and implement coaching, retraining, re-certification, or removal processes.
- Continuously replenish the workforce to maintain required project capacity.
- Balance workforce scale, productivity, cost, and quality.

Quality Management
- Work closely with US Quality teams to monitor annotation quality and acceptance rates.
- Track worker quality scores and identify recurring quality issues.
- Coordinate retraining and re-certification programs.
- Manage worker suspension, remediation, and reactivation processes where required.
- Ensure workforce quality meets project and client requirements.

Piece-Rate Payment Operations




- Manage operational processes associated with piece-rate payments based on accepted work.
- Track completed, accepted, and rejected work units.
- Coordinate with Finance/Payroll/Payment Operations teams to ensure accurate payments.
- Investigate and resolve payment-related discrepancies.
- Monitor unusual work or payment patterns and escalate potential issues.

Workforce Retention & Replenishment
- Develop strategies to retain high-performing freelancers.
- Monitor worker engagement, availability, inactivity, and attrition.
- Maintain an active workforce bench to support rapid project ramp-ups.
- Establish processes for quickly replacing inactive or underperforming workers.
- Maintain sufficient qualified capacity to meet changing project requirements.

Reporting & Analytics Develop and maintain workforce dashboards and reports covering:
- Total workforce
- Qualified workforce
- Active workforce
- Available workforce
- Bench capacity
- Recruitment funnel
- Certification status
- Worker activation
- Productivity
- Quality
- Acceptance rates
- Attrition
- Workforce utilization
- Payment status
- Workforce cost
- Project capacity and readiness

Use workforce data to identify trends, risks, capacity gaps, and opportunities for operational improvement.

Qualifications

6–12+ years of experience in workforce operations, recruitment operations, crowdsourcing, gig workforce management, contractor management, BPO operations, or related areas.

Proven experience building and managing large distributed freelance or contractor workforces.

Experience recruiting or managing US-based contractors/freelancers.

Experience with high-volume recruitment, qualification, onboarding, and workforce activation.

Experience managing worker productivity, quality, performance, and attrition.

Experience building and maintaining workforce databases and operational dashboards.

Experience with task-based or piece-rate compensation models.

Experience managing workforce capacity and maintaining an active bench.

Strong understanding of worker verification, workforce integrity, and fraud-prevention processes.

Strong analytical and operational skills.

Ability to work closely with US-based Operations, Quality, and Program Management teams.

Bachelor's degree in Business Administration, Operations, Human Resources, Engineering, Data Analytics, or a related field.

MBA or equivalent qualification is preferred but not mandatory.

📌 Workforce Recruitment & Operations Lead – US AI Data Workforce (Hyderabad)
🏢 PanAscent Technologies
📍 Hyderabad