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IAN NGARARI

@ianngarari

I deliver accurate AI training data, content ratings, and multimedia work for remote, quality-driven projects.

Kenya
Message

What I'm looking for

I'm looking for remote, task-based or project work where I can deliver accurate AI training data, content evaluation, transcription, or multimedia deliverables while meeting clear quality, volume, and deadline standards.

I've completed high volumes of image, text, and search-relevance annotation tasks through Microsoft UHRS and Clickworker, supporting machine-learning model training under detailed client guidelines.

I maintain consistent quality-control compliance, fast turnaround, and accuracy across data labeling, content classification, relevance rating, and transcription work. I adapt quickly to changing task types, rubrics, and platform standards.

Alongside remote contribution work, I run Peapulse Farm, a multi-arm crop and livestock business where I manage data-driven planning, budgeting, reporting, and structured financial documentation.

I also deliver freelance animation, video editing, and design work using Adobe Creative Suite, Blender, DaVinci Resolve, and Canva Pro. I manage briefs and revisions independently from specification through deadline.

Experience

Work history, roles, and key accomplishments

PF
Current

Founder & Operator

Peapulse Farm

Jan 2025 - Present (1 year 8 months)

Run a multi-arm agribusiness (crop and livestock production), managing data-driven planning, budgeting, and reporting across operations. Built and maintain structured business documentation and financial tracking.

IN
Current

Freelance Digital Animation & Multimedia

Independent

Jan 2025 - Present (1 year 8 months)

Produced animation, video editing, and design deliverables using Adobe Creative Suite, Blender, DaVinci Resolve, and Canva Pro. Managed client briefs and revisions end-to-end in a remote, self-directed setting.

MU
Current

AI Data Annotation Contributor

Microsoft UHRS

Jan 2023 - Present (3 years 8 months)

Completed high volumes of image, text, and search-relevance annotation tasks, maintaining consistent quality-control approval. Performed content classification and data labeling tasks supporting machine-learning model training.

CL
Current

AI Data Annotation Contributor

Clickworker

Jan 2023 - Present (3 years 8 months)

Completed high volumes of image, text, and search-relevance annotation tasks, maintaining consistent quality-control approval. Performed content classification and data labeling tasks supporting machine-learning model training.

Education

Degrees, certifications, and relevant coursework

University of Illinois Urbana-Champaign logoUU

University of Illinois Urbana-Champaign

Specialisation, Innovation and Entrepreneurship

Completed a Coursera Specialisation in Innovation: From Creativity to Entrepreneurship through the Gies College of Business.

Kenyatta University logoKU

Kenyatta University

Diploma, Digital Animation

Pursued a Diploma in Digital Animation, gaining skills in animation, video editing, and multimedia design.

Tech stack

Software and tools used professionally

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