Adam

Key Skills

Software

Telus

Top Subject Matter

Search Results

Conversational AI outputs

Web content relevance and factual accuracy

Top Data Types

Text

Video

Image

Top Task Types

Classification

Text Generation

Text Summarization

Question Answering

Evaluation/Rating

Data Collection

Freelancer Overview

I have about three years of hands-on experience in data annotation, relevance scoring, and quality verification that primarily came from my time as an AI Data Analyst at TELUS International. In this role, I applied complex guidelines to evaluate conversational AI outputs, conducted side-by-side model rankings, and performed deep factual verifications. I maintained consistently high accuracy and throughput across these diverse, detailed tasks. What sets me apart from typical annotators is my strong technical background, including nearly a decade of independent web development, database management (MySQL, PostgreSQL), and scripting with Python and Go. I am highly comfortable working with AI models like Claude, Codex, and Gemini via the CLI, and I have built several of my own agents, workflows, and skills. I have experiemented (to no avail on my personal computer) in actual model training (including voice training) but the level of complexity required to fully train an AI model is still a little bit outside my grasp but I have fun learning and trying.

Labeling Experience

AI Data Analyst / Rater — TELUS International (Nov 2022 – Feb 2026)

TelusText

Performed structured annotation, relevance scoring, and quality evaluation for search results, conversational AI outputs, and web content. Applied detailed rating guidelines to assess accuracy, helpfulness, and contextual relevance while supporting comparative model assessments. Conducted factual verification and side-by-side response rankings to improve LLM behavior and reduce hallucinations. • Relevance scoring and quality verification across diverse task types • Comparative response evaluations and model output rankings • Factual verification to detect inaccuracies and unsupported claims • Maintained high accuracy and throughput for large-scale ML systems

2022 - 2026

Education

Work History