Carson K.

Key Skills

Software

Don't disclose

Anno-Mage

Appen

Top Subject Matter

AI response evaluation and training data quality

Multilingual AI content evaluation (English/Swahili/Oromo)

Legal Services & Contract Review

Top Data Types

Text

Document

Video

Top Task Types

Bounding Box

Entity (NER) Classification

Freelancer Overview

Freelance AI Generalist Training Contributor (Remote, 2025–Present). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Bachelor of Science in Nursing, Dedan Kimathi University of Technology. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelance AI Generalist Training Contributor (Remote, 2025–Present)

Don't discloseText

Evaluated AI-generated prompt responses for clarity, relevance, accuracy, and instruction-following per structured project guidelines. Performed ranking, rewriting, and annotation work to improve response quality and consistency. Identified inconsistencies, weak reasoning, and factual errors, providing structured feedback and logical justifications.• Reviewed AI responses for quality dimensions (clarity, relevance, accuracy, coherence).• Applied detailed guideline adherence to maintain consistent evaluation scores/notes.• Conducted annotation and rewriting tasks as part of model training/evaluation workflows.• Provided reasoned feedback highlighting issues and recommended improvements.

2025 - Present

Independent AI & Content Evaluation Projects (Remote, 2024–Present)

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Conducted content review and language evaluation for written AI outputs, ensuring they align with user intent and project requirements. Assessed readability, coherence, tone, and overall quality of multilingual responses. Worked across English, Swahili, and Oromo while adapting to changing review instructions and workflows.• Reviewed written AI outputs for readability, coherence, tone, and intent alignment.• Evaluated multilingual content in English, Swahili, and Oromo.• Followed evolving project guidelines and review instructions consistently.• Maintained organized work habits for long-form evaluation tasks.

2024 - Present

Education

Work History