
AI Data Quality Specialist
1 day ago
AI Data Quality Role
In this critical position, you will play a key role in ensuring the accuracy and quality of data for our clients. This involves working closely with cross-functional teams to understand project requirements and improve annotation pipelines.
- Quality Audits: Perform quality audits on annotated datasets to ensure they meet established guidelines and quality benchmarks.
- Statistical Reporting: Leverage statistical based quality metrics such as F1 score and inter-annotator agreement to evaluate data quality.
- Root Cause Analysis: Analyze annotation errors, trends, project processes, and project documentation to identify and understand the root cause of errors and propose remediation strategies.
- Edge-Case Management: Resolve and analyze edge-case annotations to ensure quality and identify areas for improvement.
- Tooling: Become proficient in using annotation and quality control tools to perform reviews and track quality metrics.
- Guidelines: Become an expert in the project-specific guidelines and provide feedback for potential clarifications or improvements.
Continuous Improvement
- Automation: Identify opportunities to use automation to enhance analytics, provide deeper insights, and improve efficiency.
- Documentation: Develop and maintain up-to-date documentation on quality standards, annotation guidelines, and quality control procedures.
- Feedback: Provide regular feedback that identifies areas for improvement across the annotation pipeline.
Cross-Functional Teamwork
- Collaborate with key project stakeholders and clients to understand project requirements and improve annotation pipelines.
- Assist with training annotators, providing guidance, feedback, and support to ensure data quality.
- Provide regular updates that highlight data quality metrics, key findings, and actionable insights for continuous process improvements.
To succeed in this AI Data Quality Analyst role, you should possess:
- 1+ years of experience as a data analyst with exposure to data quality and/or data annotation - ideally within an AI/ML context.
- Familiarity with the basic concepts of AI/ML pipelines and data.
- Strong analytical and problem-solving skills with an exceptional eye for detail.
- Excellent written and verbal communication skills, with the ability to clearly articulate quality issues and collaborate with diverse teams.
- Ability to work independently and manage time effectively to meet deadlines.
- A strong problem-solver who thinks critically and drives innovation and continuous optimization.
- A quick learner with the ability to work independently in a fast-paced environment.
- A strong focus on detail, balanced against strategic priorities.
- A positive can-do attitude and the ability to easily adapt to new environments.
We prioritize employee well-being with competitive salaries and comprehensive benefits packages.
PREFERRED QUALIFICATIONS
- Familiarity with data annotation tools (e.g., Labelbox, Dataloop, LabelStudio etc.).
- Experience working with multi-modal AI/ML datasets (images, videos, text, audio).
- Prior experience in an agile or fast-paced tech environment with exposure to AI/ML pipelines.
- Knowledge of programming languages (e.g., Python).
- Knowledge of the concepts and principles of data quality for AI/ML models and the impacts it can have on model performance.
- Working understanding of common quality metrics and statistical methods used in AI/ML data quality.
- Knowledge of AI/ML concepts and experience with data for AI/ML models.
- Experience in prompt engineering and leveraging LLMs in your day-to-day work.
Bachelor's/Master's degree in Statistic, Mathematics, Computer Science, Computer Engineering, or a directly related field.
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