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Ayo Sam

@ayosam

Video annotator and egocentric video recorder focused on accurate AI data labeling.

United States
Message

What I'm looking for

I’m looking for remote, detail-focused work where I can produce high-quality AI datasets—especially egocentric video annotation—and apply strong research and evaluation skills. I want clear project guidelines, measurable QA standards, and timely collaboration.

I’m a detail-driven video annotator and egocentric video recorder, focused on producing reliable first-person video datasets for AI and machine learning data collection. I record following project-specific specifications while maintaining accurate framing, lighting, and camera stability.

In my current remote role, I follow detailed data collection guidelines with strong attention to detail, ensuring timely submission of organized, high quality video datasets. I’m experienced with smartphone based and wearable camera recordings, and I consistently meet quality assurance standards for AI and machine learning data collection projects.

I also work as a Search Quality Rater, where I analyze search engine query outputs and validate alignment with anticipated user intent. I apply search engine guidelines to systematically organize and classify search outputs for optimal user satisfaction, while maintaining high levels of accuracy and confidentiality.

Alongside video and search work, I’ve served as a freelance researcher supporting AI model refinement through online research and information synthesis. I extract and synthesize relevant information from diverse sources, use data analysis tools and advanced filtering techniques to distill actionable intelligence, and translate insights into structured, client-focused recommendations.

Experience

Work history, roles, and key accomplishments

AC
Current

Video Annotator & Egocentric Recorder

Atlas Capture

Feb 2026 - Present (5 months)

Recorded high-quality first-person (egocentric) videos following project specifications, maintaining accurate framing, lighting, and camera stability. Followed detailed data collection guidelines and met QA standards for AI/ML video data set submission using smartphone and wearable camera recordings.

BM

Search Quality Rater

Best Crowd Management

Analyzed search engine query outputs and assessed alignment with anticipated user intent using project guidelines and online evaluation platforms. Applied search rating frameworks to classify and organize search results while maintaining accuracy and confidentiality.

RE

Freelance Researcher

RentalHunan

Conducted online research by identifying information sources and extracting relevant data to support AI model refinement. Synthesized large datasets using data analysis tools and filtering techniques, translating findings into structured, client-focused recommendations.

Education

Degrees, certifications, and relevant coursework

Massachusetts Institute of Technology logoMT

Massachusetts Institute of Technology

Computer Science

2020 -

Coursework focused on artificial intelligence, data analysis, and human-computer interaction. Gained hands-on experience in programming, machine learning, and content evaluation.

Tech stack

Software and tools used professionally

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