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Peter Andrew

Peter Andrew

AI Reviewer

USA flagAtlanta, Usa
$105.00/hrIntermediateOther

Key Skills

Software

Other

Top Subject Matter

AI-generated content and model behavior
AI model training and evaluation
Legal Services & Contract Review

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

RLHFRLHF
Evaluation/RatingEvaluation/Rating
Fine-tuningFine-tuning

Freelancer Overview

I bring hands-on experience in AI training and data labeling from my roles at Handshake AI, where I worked as both an AI Trainer and an AI Reviewer. As a Trainer, I have applied RLHF (Reinforcement Learning from Human Feedback) by ranking and labeling model responses to teach the AI nuance, tone, and user intent. I also crafted complex prompts to stress-test model boundaries and categorized large datasets to improve domain-specific understanding — effectively functioning as a content strategist for the AI pipeline. What sets me apart is the combination of my AI data work with a deep UX and design background. As an AI Reviewer, I developed evaluation rubrics to measure "Implementation Fidelity," audited outputs for factual accuracy and safety, and provided actionable feedback to engineering teams to refine model behavior — a skill sharpened over years of design-to-engineering collaboration at companies like UKG and Primerica. My ability to bridge human intent, structured feedback, and quality standards makes me a uniquely well-rounded candidate for AI training data roles that require both technical rigor and user-centered thinking.

IntermediateEnglish

Labeling Experience

AI Reviewer

Text
As an AI Reviewer at Handshake AI, I performed quality assurance and evaluation on complex AI outputs. I audited AI-generated responses for accuracy, safety, and compliance with project guidelines. I also contributed feedback and helped develop evaluation rubrics for consistent and effective review processes. • Evaluated and audited AI-generated text for factual accuracy and adherence to guidelines. • Resolved discrepancies between different AI model outputs. • Developed evaluation rubrics to improve Implementation Fidelity. • Provided structured feedback to engineers for model refinement.

As an AI Reviewer at Handshake AI, I performed quality assurance and evaluation on complex AI outputs. I audited AI-generated responses for accuracy, safety, and compliance with project guidelines. I also contributed feedback and helped develop evaluation rubrics for consistent and effective review processes. • Evaluated and audited AI-generated text for factual accuracy and adherence to guidelines. • Resolved discrepancies between different AI model outputs. • Developed evaluation rubrics to improve Implementation Fidelity. • Provided structured feedback to engineers for model refinement.

2026 - Present

AI Trainer

TextRLHF
As an AI Trainer at Handshake AI, I ranked and labeled AI-generated text responses to improve model accuracy. I engineered complex prompts to effectively test AI boundaries and ensure robust model performance. I also categorized large text datasets to enhance the model’s understanding of specific domains. • Labeled and ranked AI-generated responses for RLHF objectives. • Crafted prompts to evaluate and stress-test AI models. • Categorized and annotated data to refine AI domain knowledge. • Applied expertise in nuance, tone, and user intent interpretation.

As an AI Trainer at Handshake AI, I ranked and labeled AI-generated text responses to improve model accuracy. I engineered complex prompts to effectively test AI boundaries and ensure robust model performance. I also categorized large text datasets to enhance the model’s understanding of specific domains. • Labeled and ranked AI-generated responses for RLHF objectives. • Crafted prompts to evaluate and stress-test AI models. • Categorized and annotated data to refine AI domain knowledge. • Applied expertise in nuance, tone, and user intent interpretation.

2025 - 2026

Education

N

Nielsen Norman Group

Certificate in User Experience Management, User Experience Management

Certificate in User Experience Management
2023 - 2023
G

General Assembly

Certificate in User Experience Design, User Experience Design

Certificate in User Experience Design
2018 - 2018

Work History

F

Freelance

Freelance Web & UX Designer

Atlanta
2024 - Present
T

Thinkful

User Experience Design Mentor

Atlanta
2022 - Present