Roy R

Key Skills

Software

CVAT

Data Annotation Tech

Mercor

OneForma

Top Subject Matter

No subject matter listed

Top Data Types

3D Sensor

Audio

Computer Code Programming

Document

Geospatial Tiled Imagery

Image

Text

Video

Top Label Types

Audio Recording

Classification

Computer Programming Coding

Data Collection

Geocoding

Text Generation

Tracking

Transcription

Freelancer Overview

I am a detail-oriented and adaptable professional with a background in technology, finance, and customer operations, and a strong interest in AI and data-driven processes. My experience managing large datasets, performing accurate data entry, and developing data-driven outreach campaigns has honed my analytical and organizational skills—essential for data labeling and AI training data roles. I am proficient in Python, SQL, and workflow automation tools such as n8n, and have hands-on experience with prompt engineering and Google Gemini. My work has required a high level of accuracy, attention to detail, and the ability to quickly master new systems, making me well-suited to support high-quality data annotation and contribute to AI model development. I am fluent in both English and French, allowing me to work effectively on multilingual projects, and I thrive in both independent and collaborative environments.

Labeling Experience

Search Relevance & Content Quality Evaluator – OneForma

OneformaDocumentClassification

Evaluated search results and AI-generated responses for relevance, usefulness, factuality, and policy compliance. Performed pairwise comparisons and quality scoring to determine optimal rankings and identify low-quality or harmful content.

Evaluated search results and AI-generated responses for relevance, usefulness, factuality, and policy compliance. Performed pairwise comparisons and quality scoring to determine optimal rankings and identify low-quality or harmful content.

2025 - 2025

Generalist Data Annotator – Outlier

CVATDocumentClassification

Performed large-scale data annotation and evaluation tasks supporting the training and refinement of large language models and multimodal AI systems. Labeled and reviewed text, image, audio, and video data for tasks including classification, entity extraction, relevance ranking, content safety, and instruction-following quality.

Performed large-scale data annotation and evaluation tasks supporting the training and refinement of large language models and multimodal AI systems. Labeled and reviewed text, image, audio, and video data for tasks including classification, entity extraction, relevance ranking, content safety, and instruction-following quality.

2025 - 2025

Education

Work History