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TREVOR MICHAEL ROBINSON

@trevormichaelrobinso

Message

Experienced AI data specialist skilled in annotation, evaluation, and data quality.

United States

Message

What I'm looking for

I seek remote roles focused on dataset annotation, QA, and model evaluation within ethical AI teams that value accuracy, clear guidelines, and collaborative improvement.

I am an AI Data Specialist with an M.Sc. in Data Science and over a decade of freelance experience annotating, labeling, and improving multilingual datasets for machine learning and generative AI systems. I specialize in text, audio, image, and video annotation, pairwise model evaluation, content quality assurance, and dataset classification.

My work history emphasizes remote collaboration, strict guideline adherence, and timely delivery of high-quality results; I have contributed to refining natural language understanding, safety evaluations, and reducing labeling inconsistencies through rigorous QA. I am proficient in advanced English (C2) and fluent in French, and I leverage basic Python, Pandas, and NumPy for data handling and preprocessing.

I am passionate about supporting safe, reliable, and ethical AI development and continuously improving annotation workflows and guidelines to boost dataset accuracy and model performance.

Experience

Work history, roles, and key accomplishments

Current

Data Quality & Evaluation Consultant

Current

Freelance

Jan 2014 - Present (11 years 11 months)

Consulted on dataset quality and evaluation since 2014, performing pre-training QA, identifying accuracy gaps between AI and human outputs, and updating annotation guidelines to improve dataset reliability.

Data Quality Évaluation QA Processes Annotations

Current

AI Data Specialist

Current

Freelance

Jan 2010 - Present (15 years 11 months)

Freelance AI data specialist with 10+ years annotating and evaluating multilingual text, audio, image, and video datasets to improve model quality and safety; reduced labeling inconsistencies and improved QA accuracy across projects.

Data Annotation Quality Assurance NLP Computer Vision Audio Transcription Labeling Tools Pandas

Education

Degrees, certifications, and relevant coursework

The University of Texas at Austin

Master of Science, Data Science

Activities and societies: Graduate projects: sentiment analysis dataset creation, image classification with CNNs; relevant coursework in ML, NLP, statistical modeling.

Master of Science in Data Science with coursework and projects in machine learning, NLP, deep learning, and data visualization; built annotated datasets and performed image classification and predictive analytics work.