Odion S.

Key Skills

Software

No software listed

Top Subject Matter

AI training content evaluation (social media, educational, entertainment)

Multimedia data labeling and evaluation (image)

AI training multimedia labeling (video)

Top Data Types

Text

Image

Video

Top Task Types

Question Answering

Freelancer Overview

Content Reviewer & Annotator (Freelance) — Remote. Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. Education includes Master of Arts, University of North Carolina, Chapel Hill (2020) and Bachelor of Arts, North Carolina State University (2016). AI-training focus includes data types such as Text, Image, and Video and labeling workflows including Question Answering, Evaluation, and Rating.

Labeling Experience

Content Reviewer & Annotator (Freelance) — Remote

Video

Conducted annotation and data labeling for AI training projects involving video content. Evaluated video-derived inputs and associated outputs against defined quality rubrics. Ensured labeled data supported accurate, user-relevant model responses. • Reviewed and annotated video content for training purposes • Evaluated quality, clarity, and consistency of results • Provided feedback to enhance content generation accuracy • Ensured adherence to quality standards across batches

2021 - Present

Content Reviewer & Annotator (Freelance) — Remote

Image

Performed annotation and labeling work for AI training projects that included image content. Assessed quality and alignment with expected labeling standards using rubric-based evaluation criteria. Supported iterative improvement through structured feedback to training teams. • Labeled and evaluated image-related training examples • Applied rubric-based frameworks to ensure consistency • Identified issues and communicated corrective feedback • Contributed to improving downstream model performance

2021 - Present

Content Reviewer & Annotator (Freelance) — Remote

TextQuestion Answering

Conducted annotation and data labeling for AI training projects focused on text-based content. Designed and reviewed question-and-answer (QA) pairs to support model training and evaluation. Applied consistent rubric-based quality standards to ensure accurate and clear outputs. • Generated QA pairs across diverse social media, educational, and entertainment topics • Evaluated model responses for accuracy, clarity, and consistency • Provided timely feedback to improve content generation quality • Maintained evaluation rigor for user experience alignment

2021 - Present

Multimedia Content Analyst — Digital Research Associates

Video

Reviewed short- and long-form video content for quality assessment and data usability. Developed structured evaluation checklists and rubrics to standardize media scoring across teams. Collaborated on content categorization systems to improve data accessibility for reporting. • Assessed video quality, clarity, and alignment with audience needs • Built rubrics/checklists for consistent media evaluation • Supported cross-functional creation of content categorization systems • Maintained detailed records of quality checks and evaluation results

2018 - 2021

Education

Work History