
IAN NGARARI
@ianngarari
I deliver accurate AI training data, content ratings, and multimedia work for remote, quality-driven projects.
What I'm looking for
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
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.
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.
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.
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
Specialisation, Innovation and Entrepreneurship
Completed a Coursera Specialisation in Innovation: From Creativity to Entrepreneurship through the Gies College of Business.
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
Availability
Location
Authorized to work in
Job categories
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