Shannon J.

Key Skills

Software

Other

Top Subject Matter

LLM training data generation and evaluation

Instructional tutoring (math concept translation)

Statistics and data science

Top Data Types

Text

Document

Image

Top Task Types

Prompt + Response Writing (SFT)

Data Collection

Fine-tuning

Evaluation/Rating

Freelancer Overview

Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include mathematics and data analysis. Education includes Master of Arts, North Carolina State University (2026), 2 Bachelors of Science and a Bachelor of Arts, North Carolina State University (2025). AI-training focus includes data types such as Text and Document and labeling workflows including Prompt + Response Writing (SFT), Data Collection, and Translation.

Labeling Experience

Freelance Contributor, Reviewer | Outlier AI | United States

OtherTextPrompt + Response Writing (SFT)

Served as an expert contributor to evaluate model performance and build high-quality training datasets. Created original prompts and training tasks for various stakeholders while staying current on model requirements and relevant regulations. Focused on improving dataset usefulness for downstream AI training and evaluation.• Evaluated model performance and training data quality• Authored original prompts and training tasks for stakeholders• Ensured alignment with evolving model requirements• Covered dataset/tooling/regulatory updates

2024 - Present

Actuarial Intern | Aspida | Durham, NC

OtherDocumentData Collection

Owned an impact-focused project to automate generation of experience-studies reports. Improved and maintained analysis scripts documentation, including identifying data vulnerabilities and hidden trends that informed reporting outputs. Delivered technical updates and led cross-department collaboration to develop and train an internal glossary product for consistent terminology usage.• Built/managed automated report-generation workflow• Documented and updated analysis scripts for the project• Identified data vulnerabilities and hidden trends in study data• Developed an internal glossary training product for a multi-department team

2024 - 2024

Education

Work History