Fomum W.

Key Skills

Software

Don't disclose

Top Subject Matter

AI content evaluation

policy & safety

ranking/retrieval quality (LLM response quality)

Top Data Types

Text

Image

Video

Top Task Types

Text Generation

Text Summarization

Transcription

Fine-tuning

Freelancer Overview

AI Training / Content Evaluation (Freelance) — Remote. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose and Microsoft Word. Education includes Bachelor of Engineering, The University of Bamenda (2028). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Training / Content Evaluation (Freelance) — Remote

Don't discloseText

Reviewed AI-generated responses using rubrics to assess accuracy, clarity, and safety requirements. Performed ranking and comparison tasks to generate model preference or preference-related data. Flagged potential policy violations and recorded structured decisions for traceability and quality assurance. • Evaluated response quality against guidelines and rubric criteria • Documented safety and policy compliance judgments in structured fields • Conducted ranking/comparison work to drive preference data • Maintained accuracy and consistency across repeated guideline-based evaluations

2024 - 2025

Chemistry Tutor — Douala, Cameroon

Text

Provided structured evaluation and feedback on student work using consistent rubrics and guideline-based comments. Focused on accurate assessment and clarity in communicating expected outcomes. Reinforced quality through systematic review of responses against rubric criteria. • Applied rubrics and guidelines to evaluate written student responses • Produced structured, consistent feedback to support learning • Performed quality checks for accuracy in assessments • Strengthened communication through rubric-aligned explanations

2022 - 2024

Education

Work History