For employers

Hire this AI Trainer

Sign in or create an account to invite AI Trainers to your job.

Invite to Job
Caroline Winston

Caroline Winston

AI Training & Evaluation Analyst

USA flagEmmitsburg, Usa
$40.00/hrIntermediateOther

Key Skills

Software

Other

Top Subject Matter

LLM/AI Model Training and Evaluation
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

Data Collection
Evaluation Rating
Fine Tuning
Transcription
RLHF
Question Answering
Text Generation
Object Detection
Bounding Box
Classification
Text Summarization
Prompt Response Writing SFT

Freelancer Overview

AI Training & Evaluation Analyst. Brings 10+ years of professional experience across data operations, CRM administration, UX design, and structured analytical review. Core strengths include LLM Output Evaluation and Prompt Development. Education includes Bachelor of Science in User Experience Design, Western Governors University (2026). AI-training focus includes data types such as Text and UI/Design Content and labeling workflows including Evaluation, Rating, and RLHF Preference Ranking.

IntermediateEnglish

Labeling Experience

AI Training & Evaluation Analyst

TextRLHF
Support large language model training and evaluation through analytical review, prompt development, and independent research. Assess LLM outputs across specialized scientific domains for accuracy, clarity, reasoning depth, and response quality to help measure model performance. Develop domain-specific prompts and conduct research to inform evaluation criteria, testing approaches, and quality improvement efforts. Work includes rating and ranking model responses, surfacing systematic failure patterns, and producing written quality assessments that directly inform training data decisions. Quality measures adhered to include consistency with established rubrics, defensibility of reasoning in written evaluations, and alignment with project-specific standards for accuracy and depth.

Support large language model training and evaluation through analytical review, prompt development, and independent research. Assess LLM outputs across specialized scientific domains for accuracy, clarity, reasoning depth, and response quality to help measure model performance. Develop domain-specific prompts and conduct research to inform evaluation criteria, testing approaches, and quality improvement efforts. Work includes rating and ranking model responses, surfacing systematic failure patterns, and producing written quality assessments that directly inform training data decisions. Quality measures adhered to include consistency with established rubrics, defensibility of reasoning in written evaluations, and alignment with project-specific standards for accuracy and depth.

2026 - Present

Education

W

Western Governors University

Bachelor of Science, User Experience Design

Bachelor of Science
2024

Work History

H

Hospice & Palliative Nurses Association

Operations Specialist

Emmitsburg
2025 - 2026
A

Accordus

Database Administrator and Operations Support

Emmitsburg
2023 - 2024