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Michelle Stewart

Michelle Stewart

Key Skills

Software

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Top Subject Matter

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Top Data Types

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Top Label Types

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Freelancer Overview

With over 26 years of experience in large-scale corporate environments, I specialize in content review, quality assurance, and data validation. I have a proven track record of working independently to review and validate high volumes of content, ensuring accuracy and consistency in line with detailed guidelines. My expertise extends to hands-on use of AI tools for content creation, review, and evaluation, as well as workflow automation tools like Make.com and AI audio platforms such as ElevenLabs. I am highly skilled at evaluating AI-generated outputs, providing structured feedback, and maintaining a strong attention to detail. I thrive in remote roles where I can leverage my English proficiency and commitment to quality to support data labeling and AI training data projects.

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Labeling Experience

Remote Contractor – Content Review & QA

TextEvaluation Rating
Reviewed, evaluated, and provided structured feedback on AI-generated and other digital content according to detailed guidelines. Ensured adherence to predefined categories and standards for large-scale projects in a remote environment. Improved content quality and clarity through iterative evaluation and prompt-based revision. • Applied predefined labels and categories to text-based content following specific instructions • Used AI tools to review and evaluate outputs for accuracy and appropriateness • Provided structured, guideline-driven feedback to inform model training and refinement • Maintained high accuracy and consistency across substantial content volumes

Reviewed, evaluated, and provided structured feedback on AI-generated and other digital content according to detailed guidelines. Ensured adherence to predefined categories and standards for large-scale projects in a remote environment. Improved content quality and clarity through iterative evaluation and prompt-based revision. • Applied predefined labels and categories to text-based content following specific instructions • Used AI tools to review and evaluate outputs for accuracy and appropriateness • Provided structured, guideline-driven feedback to inform model training and refinement • Maintained high accuracy and consistency across substantial content volumes

1999

Education

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Bachelor of Applied Arts and Sciences, Applied Arts and Sciences

Bachelor of Applied Arts and Sciences
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Work History

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AT&T

Content Reviewer & Quality Assurance Specialist

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1999 - Present