Allan M.

Key Skills

Software

Appen

Data Annotation Tech

Mercor

Mindrift

Top Subject Matter

LLM response evaluation and AI/data annotation for personalization

Top Data Types

Text

Image

Audio

Top Task Types

Bounding Box

Question Answering

Transcription

Evaluation/Rating

Freelancer Overview

I am a passionate AI and data professional with hands-on experience in AI training data, data annotation, and large language model (LLM) evaluation. My work focuses on analyzing and improving AI-generated responses for accuracy, relevance, grounding, and personalization, while ensuring high-quality training datasets that enhance model performance. Skilled in prompt engineering, content evaluation, and AI tools such as ChatGPT, Claude, and other LLM platforms, I combine strong analytical thinking, attention to detail, and excellent English/Swahili communication skills to deliver actionable feedback that improves AI behavior and user experience. My ability to translate complex AI outputs into clear insights, coupled with effective remote work and task management skills, sets me apart as a reliable contributor to AI training and data quality initiatives.

Labeling Experience

AI/Data Annotation & Evaluation Specialist — Freelance / Remote

Don't discloseText

Evaluated AI-generated responses for correctness, coherence, and contextual relevance in simulated user scenarios. Compared multiple model outputs and produced structured feedback to guide improvements in personalization and usefulness. Assessed failures related to context retention, bias, and factual grounding across multi-language outputs. • Tested personalization via prompts reflecting real-world user intents • Rated and analyzed response quality across accuracy and grounding • Documented weaknesses such as bias and context drift • Reviewed English/Kiswahili response performance for alignment

2025 - Present

Education

Work History