Franklyn Mbama-chris

Key Skills

Software

Remotasks

OneForma

Mindrift

Mercor

LabelImg

Labelbox

Top Subject Matter

Environment

Finance

cybersecurity

Top Data Types

Image

Text

Audio

Top Task Types

Prompt + Response Writing (SFT)

Text Generation

Fine-tuning

Evaluation/Rating

Freelancer Overview

I have hands-on experience in AI training data through my role as an AI generalist at Outlier, where I worked on model training, evaluation, and data quality improvement tasks. I reviewed, labelled, and validated AI-generated outputs, ensuring they met strict guidelines for accuracy and consistency. I also applied structured reasoning to refine responses, identify errors, detect bias, and improve overall model performance, demonstrating my ability to handle large datasets with strong attention to detail. I stand out because of my strong analytical background and practical data skills. I have experience with data analysis, basic SQL, GIS, and AI prompt evaluation, which allows me to work effectively with both structured and unstructured data. My attention to detail, critical thinking, and ability to meet performance targets ensure high-quality annotation. In addition, my cybersecurity awareness and understanding of AI safety help me identify risks, bias, and reliability issues in training data.

Labeling Experience

Education

Work History