Amanda G.

Key Skills

Software

Don't disclose

Top Subject Matter

Large language model (LLM) training and evaluation

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

RLHF

Evaluation/Rating

Prompt + Response Writing (SFT)

Function Calling

Freelancer Overview

Outlier — AI Training and Evaluation (Freelance). Brings 16+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Master of Science, Edinburgh Napier University (2025) and Bachelor of Science, Lancaster University (2009). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Outlier — AI Training and Evaluation (Freelance)

Don't discloseText

Provided AI training and evaluation support for large language models by assessing model outputs against detailed rubrics. Delivered structured feedback intended to improve response quality and consistency. Worked independently while maintaining high standards for accuracy and attention to detail. • Assessed LLM outputs using rubric-based judgment • Produced structured, rubric-aligned feedback • Performed evaluation tasks to guide model improvement • Ensured consistent quality across independent work

2024 - Present

Education

Work History