Key Skills

Software

AWS SageMaker

Anno-Mage

Axiom AI

CloudFactory

Data Annotation Tech

Figure Eight

Label Studio

HiveMind

Internal/Proprietary Tooling

Telus

Surge AI

Scale AI

Snorkel AI

Redbrick AI

OpenCV AI Kit (OAK)

Mercor

Top Subject Matter

Finance / Banking

Cybersecurity

Information Technology

Top Data Types

Computer Code Programming

Image

Video

Top Task Types

Segmentation

Classification

Object Detection

Text Generation

Question Answering

Fine-tuning

Red Teaming

Transcription

Evaluation/Rating

Computer Programming/Coding

Data Collection

Freelancer Overview

I have 3+ years of experience in cybersecurity consulting where a huge part of my job was producing precise, well-structured reports for Fortune 500 clients and major Canadian banks. Writing 100+ technical assessments taught me how to break down complex findings into clear, accurate language, which maps naturally onto AI training work like writing prompt-response pairs, ranking model outputs, and flagging errors that require real subject matter knowledge to catch. My background in penetration testing across web, mobile, API, and Active Directory environments means I can meaningfully evaluate AI outputs in technical and security contexts, not just check surface-level grammar. I also have Python and scripting experience, so working within annotation tools or data pipelines is comfortable for me. What I bring to AI training is the same thing I brought to consulting: a sharp eye for detail, consistent judgment under ambiguity, and the ability to think like an expert when assessing whether an answer is actually correct.

Labeling Experience

Education

Work History