Kayla Hay

Key Skills

Software

Mercor

Clickworker

Data Annotation Tech

iMerit

LabelImg

Micro1

Top Subject Matter

Clinical/healthcare Domain Expertise

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Audio

Top Task Types

Classification

Segmentation

Object Detection

Text Generation

Question Answering

Text Summarization

Fine Tuning

Red Teaming

Transcription

Evaluation Rating

Data Collection

Prompt Response Writing SFT

Freelancer Overview

I bring a unique blend of clinical expertise and AI training experience, with a strong focus on producing high-quality, structured data that improves model performance. Through my work on AI training platforms, I have developed and evaluated prompts, built detailed rubrics, and created “gold standard” responses designed to guide model outputs toward accuracy, clarity, and compliance. I have hands-on experience with multi-turn prompting, constraint-based tasks, and reinforcement-style feedback loops, ensuring consistency and reliability across datasets. My approach emphasizes precision, self-contained evaluation criteria, and actionable feedback that directly enhances model learning. What sets me apart is my background as a healthcare administrator and nurse, which brings a high level of attention to detail, regulatory awareness, and critical thinking into every task. I am highly skilled at identifying gaps, refining ambiguous instructions, and aligning outputs with strict quality standards. I consistently prioritize efficiency and scalability, developing frameworks and reusable structures that support ongoing AI training efforts. My ability to bridge real-world domain knowledge with technical AI workflows allows me to deliver data that is both contextually rich and operationally effective.

Labeling Experience

Remote Contributor – AI-driven Clinical Data Annotation & Evaluation

MercorText

Participated in clinical case data annotation and assessment for AI projects. Conducted rubric development and created golden answers for platform-based healthcare AI tools. Demonstrated rapid clinical decision-making and subject matter expertise in collaborative, remote settings. • Performed data annotation with a focus on clinical accuracy • Reviewed and rated AI-generated responses using predefined criteria • Developed and refined project rubrics for AI tool evaluations • Worked with Mercor and platform-based evaluation environments

Participated in clinical case data annotation and assessment for AI projects. Conducted rubric development and created golden answers for platform-based healthcare AI tools. Demonstrated rapid clinical decision-making and subject matter expertise in collaborative, remote settings. • Performed data annotation with a focus on clinical accuracy • Reviewed and rated AI-generated responses using predefined criteria • Developed and refined project rubrics for AI tool evaluations • Worked with Mercor and platform-based evaluation environments

2024 - Present

Education

Work History