Quality Lead
2 weeks ago
Overview
We are seeking a highly skilled and analytical
Lead QA
to oversee annotation quality across one of our key data domains —
Audio, Video, or LLM
. The Lead QA plays a crucial role in ensuring that all outputs from QA and annotators meet the highest standards of
accuracy, consistency, and compliance
with client rubrics. This position also serves as the key quality gatekeeper, collaborating closely with
Trainers, Project Managers (PMs), and QA teams
to drive continuous improvement in annotation performance.
Key Responsibilities
- Lead and manage
a team of QAs within the assigned project domain (Audio / Video / LLM), ensuring quality objectives and SLAs are consistently met. - Develop and standardize
QA rubrics, error typologies, and review guidelines based on project-specific annotation requirements. - Conduct calibration sessions
regularly with QAs, Trainers, and PMs to maintain consistent quality interpretations across teams. - Analyze QA reports
and annotation error trends to identify systemic issues and recommend corrective actions. - Collaborate with Trainers
to translate recurring quality gaps into targeted training or retraining plans. - Perform quality audits
on both QA and annotator performance to ensure review accuracy and reliability. - Monitor and report
key quality metrics (Accuracy, Consistency, Disagreement Rate, Rejection Rate, etc.) to stakeholders. - Design and optimize
QA sampling strategies to ensure efficient yet effective quality coverage. - Support new project launches
by developing quality validation processes, test datasets, and pilot evaluation rubrics. - Drive continuous improvement
initiatives through process standardization, tool optimization, and cross-domain knowledge sharing. - Ensure data integrity and confidentiality
in line with client and internal security requirements. - Act as the domain quality expert
and key escalation point for quality-related client or internal concerns.
Qualifications
Required:
- Bachelor's degree in
Linguistics, Data Science, Computer Science, Engineering
, or a related field. - 3–5 years of experience
in data labeling, quality assurance, or content review (preferably in AI data operations). - Proven track record in
managing QA teams
and driving performance improvements. - Strong analytical and problem-solving skills; able to interpret large sets of QA and error data.
- Excellent communication and collaboration skills; able to align QA, training, and delivery stakeholders.
- Familiarity with annotation tools, QA platforms, and performance tracking dashboards (e.g., Airtable, Smartsheet, Jira, Labelbox, etc.).
Preferred:
- Prior experience in
Audio, Video, or LLM annotation
quality management. - Knowledge of
process improvement methodologies
(Six Sigma, Kaizen, or equivalent). - Experience designing QA rubrics and calibration frameworks.
- Background in
AI data services, MLOps
, or
data quality governance
.
Core Competencies
- Quality Leadership:
Demonstrates authority in quality governance and guides QA teams toward continuous improvement. - Analytical Rigor:
Applies data-driven insights to identify root causes and develop effective solutions. - Collaboration & Communication:
Works closely with Trainers and PMs to ensure alignment across functions. - Detail Orientation:
Maintains exceptional focus on data precision and rubric compliance. - Process Discipline:
Establishes and enforces standardized QA processes across the project lifecycle. - Adaptability:
Handles evolving annotation guidelines and multi-domain data challenges effectively.
Purpose of the Role
The
Lead QA
ensures that all annotation outputs meet defined quality benchmarks and client expectations. By managing QA teams and collaborating across training and project delivery, this role safeguards data accuracy and consistency—fundamental to the reliability and scalability of AI model training.
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