Andrew Furniss

Key Skills

Software

Label Studio

Top Subject Matter

No subject matter listed

Top Data Types

Text

Top Task Types

Entity Ner Classification

Text Generation

Freelancer Overview

I have hands-on experience in AI training, data labeling, and model output evaluation, having worked with leading companies like Scale AI and TELUS International. My background includes reviewing AI-generated responses for accuracy and relevance, following detailed project guidelines, and providing clear written feedback to help improve model performance. I am skilled in Python for scripting and data review, comfortable working with structured datasets, and adept at maintaining high quality standards across large, repetitive workloads. My work often involves analyzing data trends, flagging inconsistencies, and adapting quickly to evolving instructions, all while meeting tight deadlines. I am fluent in English and Spanish, with a basic understanding of Portuguese, and I bring strong analytical and problem-solving skills to every project.

Labeling Experience

AI Evaluation Analyst

Label StudioTextEntity Ner ClassificationText Generation

Reviewed and evaluated AI-generated text outputs to support the training and refinement of large language models. Tasks included assessing response accuracy, relevance, reasoning quality, and instruction compliance, as well as identifying hallucinations and classification errors. Performed entity-level review and text generation evaluation while following detailed annotation guidelines. Maintained consistency and quality across high-volume tasks and adapted to evolving project standards.

Reviewed and evaluated AI-generated text outputs to support the training and refinement of large language models. Tasks included assessing response accuracy, relevance, reasoning quality, and instruction compliance, as well as identifying hallucinations and classification errors. Performed entity-level review and text generation evaluation while following detailed annotation guidelines. Maintained consistency and quality across high-volume tasks and adapted to evolving project standards.

2023 - 2025

Education

Work History