Emma Shadow Kat

Key Skills

Software

Telus

Appen

Data Annotation Tech

Top Subject Matter

AI Model Training

Top Data Types

Text

Document

Image

Top Task Types

Classification

Text Summarization

RLHF

Evaluation/Rating

Prompt + Response Writing (SFT)

Bounding Box

Freelancer Overview

Remote Data Generalist. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Telus. Education includes Bachelor of Arts, Toronto Metropolitan University (2021) and High School Diploma, North Toronto Collegiate Institute (2021). AI-training focus includes data types such as Text and labeling workflows including Classification.

Labeling Experience

AI Generalist

ImageRLHF

Performed multimodal RLHF (Reinforcement Learning from Human Feedback) tasks by evaluating AI-generated images, text, and audio. Tasks included ranking model outputs based on instruction following and identifying 'AI artifacts' (visual or auditory distortions). Ongoing high-volume evaluation project, consistently processing multiple batches of multimodal data per week to refine model performance.

Performed multimodal RLHF (Reinforcement Learning from Human Feedback) tasks by evaluating AI-generated images, text, and audio. Tasks included ranking model outputs based on instruction following and identifying 'AI artifacts' (visual or auditory distortions). Ongoing high-volume evaluation project, consistently processing multiple batches of multimodal data per week to refine model performance.

2025 - Present

Remote Data Generalist

TelusTextClassification

As a Remote Data Generalist for Telus International AI, I analyzed and labelled complex text datasets to enhance AI model accuracy and performance. I categorized and processed text data in alignment with established project guidelines and requirements. My attention to detail ensured all labeling tasks met strict quality standards. • Labeled and classified text data for AI training • Applied project-specific labeling instructions on a variety of textual datasets • Collaborated with remote teams to ensure data consistency and accuracy • Utilized internal/proprietary toolsets specified by Telus for data annotation

As a Remote Data Generalist for Telus International AI, I analyzed and labelled complex text datasets to enhance AI model accuracy and performance. I categorized and processed text data in alignment with established project guidelines and requirements. My attention to detail ensured all labeling tasks met strict quality standards. • Labeled and classified text data for AI training • Applied project-specific labeling instructions on a variety of textual datasets • Collaborated with remote teams to ensure data consistency and accuracy • Utilized internal/proprietary toolsets specified by Telus for data annotation

2025 - 2026

Education

Work History