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Detail-oriented QA professional with 8+ years of experience reviewing, evaluating, and labeling high-volume digital content for AI systems. I follow detailed guidelines and rubrics to ensure accuracy and consistency across text, images, and AI-generated outputs. I perform systematic failure analysis and edge case identification to improve data quality for machine learning models. I work independently in remote settings, communicate clearly, and consistently meet tight deadlines while maintaining high accuracy and productivity.…Detail-oriented QA professional with 8+ years of experience reviewing, evaluating, and labeling high-volume digital content for AI systems. I follow detailed guidelines and rubrics to ensure accuracy and consistency across text, images, and AI-generated outputs. I perform systematic failure analysis and edge case identification to improve data quality for machine learning models. I work independently in remote settings, communicate clearly, and consistently meet tight deadlines while maintaining high accuracy and productivity.

Brian A Karl

AI Evaluator, QA Engineer, Data Annotator, +5

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Detail-oriented QA professional with 8+ years of experience reviewing, evaluating, and labeling high-volume digital content for AI systems. I follow detailed guidelines and rubrics to ensure accuracy and consistency across text, images, and AI-generated outputs. I perform systematic failure analysis and edge case identification to improve data quality for machine learning models. I work independently in remote settings, communicate clearly, and consistently meet tight deadlines while maintaining high accuracy and productivity.…Detail-oriented QA professional with 8+ years of experience reviewing, evaluating, and labeling high-volume digital content for AI systems. I follow detailed guidelines and rubrics to ensure accuracy and consistency across text, images, and AI-generated outputs. I perform systematic failure analysis and edge case identification to improve data quality for machine learning models. I work independently in remote settings, communicate clearly, and consistently meet tight deadlines while maintaining high accuracy and productivity.

Available to hire

Detail-oriented QA professional with 8+ years of experience reviewing, evaluating, and labeling high-volume digital content for AI systems. I follow detailed guidelines and rubrics to ensure accuracy and consistency across text, images, and AI-generated outputs.

I perform systematic failure analysis and edge case identification to improve data quality for machine learning models. I work independently in remote settings, communicate clearly, and consistently meet tight deadlines while maintaining high accuracy and productivity.

Skills

Experience Level

Expert

Expert

Expert

Intermediate

Intermediate

Beginner

Beginner

Work Experience

Senior Content Editor & Quality Reviewer (AI Systems) at Independent Contractor

June 1, 2022 - Present

Reviewed, labeled, and performed quality checks on large volumes of digital content including text and AI-generated outputs. Applied detailed labeling guidelines and evaluation criteria to categorize content accurately and identify edge cases. Conducted systematic failure analysis and annotation to improve data quality for machine learning models. Collaborated on developing clear instructions and rubrics to ensure consistent labeling across teams while maintaining high accuracy and productivity in a remote, flexible environment.

Content Editor & Proofreader at Digital Publishing Solutions

January 1, 2019 - May 31, 2022

Performed detailed review, evaluation, and quality assurance on complex digital documents and content. Reduced error rates by 40% through careful attention to detail and consistent application of standards. Followed precise guidelines and provided clear written feedback to support content accuracy in a remote workflow.

Content Editor & Proofreader at Digital Publishing Solutions (Remote)

January 1, 2019 - May 1, 2022

Associate Editor at Horizon Media Group

August 1, 2016 - December 31, 2018

Evaluated and categorized technical and scientific content with strong focus on accuracy and clarity. Supported structured workflows for content review and quality improvement in a remote setting.

Associate Editor at Horizon Media Group (Remote)

August 1, 2016 - December 1, 2018

Evaluated and categorized technical and scientific content with a strong focus on accuracy and clarity. Supported structured workflows for content review and quality improvement.