Key Skills

Software

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Top Subject Matter

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Top Data Types

Document

Top Label Types

Classification

Data Collection

Evaluation Rating

Text Generation

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Freelancer Overview

I am an Ontario-certified educator with over twelve years of experience in structured content evaluation, data annotation, and qualitative feedback. My expertise lies in applying detailed rubrics and assessment frameworks to ensure consistency, objectivity, and fairness across large sets of written material. I have a strong background in analyzing clarity, coherence, reasoning, grammar, and evidence within text, as well as detecting bias and cultural responsiveness. Through integrating AI tools into my teaching practice, I have developed skills in prompt refinement, content rating, and identifying inaccuracies or hallucinations in machine-generated outputs. I am detail-oriented, equity-focused, and adept at maintaining high quality standards, making me well-suited for roles involving data labeling and AI training data, particularly in natural language processing and education-related domains.

Labeling Experience

Education

Work History