Key Skills

Software

Label Studio

Scale AI

Top Subject Matter

Law & Legal Research

Professional Writing & English Linguistics

AI Response & LLM Evaluator

Top Data Types

Text

Video

Image

Top Task Types

Classification

Object Detection

Evaluation/Rating

Fine-tuning

Text Summarization

Question Answering

Freelancer Overview

I am a qualified legal practitioner (BL, LLB) and Accredited Mediator with over two years of experience in high-volume document review, critical argument analysis, and structured written feedback — work that has trained me to read carefully, apply guidelines consistently, and document what I find with precision. Though my titles have been legal rather than AI-specific, the core skills are directly transferable: in law firms and legal clinics, I reviewed affidavits, pleadings, and contracts for logical consistency and factual accuracy, flagged errors before sign-off, and translated complex material into clear, accessible language for non-specialist audiences. In moot court, I regularly evaluated arguments from both sides of contested issues — identifying weak reasoning, missing evidence, and conclusions that were assumed rather than earned — which maps closely to the kind of LLM response evaluation and RLHF work platforms like those on OpenTrain are looking for. What I believe sets me apart is the combination of qualifications I bring alongside that experience. I hold an NBA-ICLE Data Protection certification covering data classification and digital content governance, and my mediation accreditation has sharpened my ability to assess situations impartially and apply consistent frameworks under ambiguity. I am a native English speaker, comfortable writing across registers — from precise legal rationales to clear, conversational summaries — which makes me versatile across text annotation, content evaluation, and AI response rating tasks. I am also an advanced user of Claude, ChatGPT, Gemini, and Poe, and have hands-on experience comparing outputs across models and assessing response quality, which means I already understand what good AI responses look like from the inside.

Labeling Experience

Education

Work History