I am a detail-oriented AI annotator and Occupational Therapist bridging clinical expertise with cutting-edge multimodal AI development. I contribute to RLHF and SFT pipelines across text, image, audio, and video, consistently maintaining a 100% high-quality rating at Outlier AI. With an MSc in Occupational Therapy and a BA in Psychology, I fuse rigorous research methods with clinical precision to ensure data veracity. My background in scientific research, statistical analysis, and professional documentation helps me apply strict taxonomies, benchmarks, and rubrics to datasets. I excel at identifying subtle reasoning gaps in model outputs, articulating AI errors clearly, and aligning annotations with user intent to improve safety and conversational quality.

Julia D. Carson

I am a detail-oriented AI annotator and Occupational Therapist bridging clinical expertise with cutting-edge multimodal AI development. I contribute to RLHF and SFT pipelines across text, image, audio, and video, consistently maintaining a 100% high-quality rating at Outlier AI. With an MSc in Occupational Therapy and a BA in Psychology, I fuse rigorous research methods with clinical precision to ensure data veracity. My background in scientific research, statistical analysis, and professional documentation helps me apply strict taxonomies, benchmarks, and rubrics to datasets. I excel at identifying subtle reasoning gaps in model outputs, articulating AI errors clearly, and aligning annotations with user intent to improve safety and conversational quality.

Available to hire

I am a detail-oriented AI annotator and Occupational Therapist bridging clinical expertise with cutting-edge multimodal AI development. I contribute to RLHF and SFT pipelines across text, image, audio, and video, consistently maintaining a 100% high-quality rating at Outlier AI. With an MSc in Occupational Therapy and a BA in Psychology, I fuse rigorous research methods with clinical precision to ensure data veracity.

My background in scientific research, statistical analysis, and professional documentation helps me apply strict taxonomies, benchmarks, and rubrics to datasets. I excel at identifying subtle reasoning gaps in model outputs, articulating AI errors clearly, and aligning annotations with user intent to improve safety and conversational quality.

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Language

English
Fluent

Work Experience

AI Annotator Generalist - English (Canadian) at Outlier AI (Scale AI)
November 1, 2025 - Present
Remote freelancing role focusing on multimodal annotation (text, audio, image, video) for large language models. Conduct RLHF by rating and ranking model responses, perform prompt engineering, and identify model hallucinations to improve safety and accuracy. Execute supervised fine-tuning (SFT) to establish semantic ground truth for LLM training. Maintain a 100% high-quality rating across ~100 monthly tasks, applying strict taxonomies, benchmarks, and annotation guidelines.
Occupational Therapist at K.M. Medical Management
January 1, 2012 - October 1, 2012
Occupational Therapist and Case Manager in the medical-legal motor vehicle accident industry. Conducted evidence-based in-home assessments to determine independence, home safety requirements, and ADL assistance; managed client care and collaborated with an interdisciplinary team to optimize outcomes.
Occupational Therapist at Austin Rehab | F.I.T. Rehab
February 1, 2009 - December 1, 2011
Provided clinical opinions on client functioning following motor vehicle accidents, with a focus on musculoskeletal injuries and trauma-related psychological disorders. Communicated expert findings through formal reports and rebuttals to insurers and other healthcare professionals.
Occupational Therapist at COTA Health
September 1, 2008 - February 1, 2009
Delivered community-based care for Adult Physical Medicine and Acquired Brain Injury teams. Evaluated home safety and daily living activities to implement practical solutions, including energy conservation strategies and the prescription of mobility or assistive devices.

Education

Master of Science in Occupational Therapy at McMaster University
January 11, 2030 - January 1, 2008
Honours Bachelor of Arts in Psychology at York University
January 11, 2030 - January 1, 2006

Qualifications

Registered Occupational Therapist
January 1, 2008 - January 1, 2012

Industry Experience

Healthcare, Professional Services, Media & Entertainment, Education, Other