Ian Kirui

Key Skills

Software

CVAT

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Freelancer Overview

I am a detail-oriented professional with a background in nursing and hands-on experience as an AI trainer and content reviewer, specializing in healthcare and medical data. My work has focused on reviewing, labeling, and annotating data for accuracy and strict guideline adherence, ensuring high-quality training sets for AI and machine learning projects. I excel in structured, remote environments where consistency, documentation accuracy, and confidentiality are paramount. My strong communication skills, task organization, and commitment to protocol compliance allow me to deliver reliable results in data labeling and annotation roles, particularly within medical and clinical domains. I am comfortable working independently to meet deadlines and quality benchmarks, and I am eager to contribute my expertise to data-driven projects in healthcare or related fields.

Labeling Experience

AI Trainer / Content Reviewer

CVATTextEvaluation Rating

Reviewed healthcare-related content for accuracy and alignment with provided guidelines as part of AI model evaluation and training. Followed detailed instructions to assess information quality and relevance. Consistently documented review outputs while maintaining professional standards and confidentiality. • Worked within a fully remote, deadline-driven framework • Evaluated content accuracy and adherence to protocols • Contributed to overall AI model training improvements • Adhered to strict confidentiality and data standards.

Reviewed healthcare-related content for accuracy and alignment with provided guidelines as part of AI model evaluation and training. Followed detailed instructions to assess information quality and relevance. Consistently documented review outputs while maintaining professional standards and confidentiality. • Worked within a fully remote, deadline-driven framework • Evaluated content accuracy and adherence to protocols • Contributed to overall AI model training improvements • Adhered to strict confidentiality and data standards.

2024

Data Annotator (Medical & General)

CVATTextClassification

Labeled and categorized medical datasets such as clinical notes and pharmacological data to support healthcare-focused AI model training. Applied annotation to various general datasets, including sentiment analysis and named entity recognition tasks. Ensured all labeling strictly adhered to project-specific taxonomies and detailed guidelines. • Performed large-volume annotation tasks quickly and accurately • Conducted quality assurance reviews to ensure high labeling consistency • Maintained confidentiality and followed medical data privacy standards • Collaborated remotely to deliver on task-based objectives.

Labeled and categorized medical datasets such as clinical notes and pharmacological data to support healthcare-focused AI model training. Applied annotation to various general datasets, including sentiment analysis and named entity recognition tasks. Ensured all labeling strictly adhered to project-specific taxonomies and detailed guidelines. • Performed large-volume annotation tasks quickly and accurately • Conducted quality assurance reviews to ensure high labeling consistency • Maintained confidentiality and followed medical data privacy standards • Collaborated remotely to deliver on task-based objectives.

2023

Education

Work History