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Paige Havell

Paige Havell

AI Training & Evaluation Specialist (RLHF, Text & Data Annotation)

Canada flaglondon, Canada
$20.00/hrIntermediateOtherAppenClickworker

Key Skills

Software

Other
AppenAppen
ClickworkerClickworker
MercorMercor
RemotasksRemotasks

Top Subject Matter

AI Training Data
Quality Assurance
Natural Language Processing (NLP)

Top Data Types

ImageImage
TextText
DocumentDocument

Top Task Types

Classification
Text Generation
Text Summarization
RLHF
Transcription
Evaluation Rating
Data Collection

Freelancer Overview

Freelance Digital Data Specialist with hands-on experience in AI training, data annotation, and content evaluation. Skilled in labeling text and image data, classification, and following detailed annotation guidelines (SOPs) to ensure high accuracy and consistency. Strong attention to detail with experience reviewing AI-generated outputs, identifying errors, and improving data quality. Comfortable working with large datasets, maintaining confidentiality, and meeting quality benchmarks in fast-paced environments.

IntermediateEnglish

Labeling Experience

AI Data Evaluation & Quality Rater

TextEvaluation Rating
As an AI Data Evaluation & Quality Rater, I assess and rate AI-generated text outputs based on accuracy, relevance, clarity, and guideline compliance. I compare multiple responses, identify errors or inconsistencies, and provide structured feedback to improve model performance. My work involves applying detailed evaluation criteria, maintaining consistency across large datasets, and ensuring high-quality annotations to support machine learning training and optimization.

As an AI Data Evaluation & Quality Rater, I assess and rate AI-generated text outputs based on accuracy, relevance, clarity, and guideline compliance. I compare multiple responses, identify errors or inconsistencies, and provide structured feedback to improve model performance. My work involves applying detailed evaluation criteria, maintaining consistency across large datasets, and ensuring high-quality annotations to support machine learning training and optimization.

2024 - Present

Freelance Digital Data Specialist

ImageClassification
Performed large-scale image classification and annotation tasks for AI training datasets. Labeled and categorized images based on predefined guidelines, ensuring high accuracy and consistency. Followed detailed SOPs to maintain data quality and reviewed outputs to identify and correct labeling errors. Worked efficiently with high-volume datasets while meeting quality benchmarks.

Performed large-scale image classification and annotation tasks for AI training datasets. Labeled and categorized images based on predefined guidelines, ensuring high accuracy and consistency. Followed detailed SOPs to maintain data quality and reviewed outputs to identify and correct labeling errors. Worked efficiently with high-volume datasets while meeting quality benchmarks.

2024 - Present

AI Prompt & Response Generation Specialist (RLHF / SFT)

OtherTextText Generation
As an AI Prompt & Response Generation Specialist, I create and refine high-quality prompts and responses to support supervised fine-tuning (SFT) and reinforcement learning from human feedback (RLHF) workflows. I generate structured, context-aware outputs, improve response quality through iterative feedback, and ensure alignment with task guidelines. My work includes prompt design, response rewriting, summarization, and evaluation to enhance model accuracy, coherence, and usability across diverse use cases.

As an AI Prompt & Response Generation Specialist, I create and refine high-quality prompts and responses to support supervised fine-tuning (SFT) and reinforcement learning from human feedback (RLHF) workflows. I generate structured, context-aware outputs, improve response quality through iterative feedback, and ensure alignment with task guidelines. My work includes prompt design, response rewriting, summarization, and evaluation to enhance model accuracy, coherence, and usability across diverse use cases.

2024 - Present

Education

U

University of Toronto

Bachelor of Arts, Communications and Digital Media

Bachelor of Arts
Not specified

Work History

A

Apex Logistics Solutions

Operations & Data Coordinator

Mississauga
2020 - 2022
N

Nexus Retail Group

Inventory Control Specialist

Toronto
2018 - 2020