Key Skills

Freelancer Overview

I bring over 8 years of experience in designing and evaluating data-driven training programs, with a strong focus on instructional design, competency modeling, and learning analytics. My recent work includes evaluating large language model outputs for accuracy, logical coherence, and instructional validity—where I designed structured prompts, documented reproducible failure modes, and provided actionable feedback to enhance AI model performance. I am highly skilled in prompt engineering, model testing, and quality assurance using leading frameworks, and I have hands-on experience with tools such as ChatGPT, Claude, and advanced data analysis platforms like Excel, Power BI, and Tableau. My background in adult learning and education empowers me to bring a systems-thinking approach to AI training data projects, ensuring high-quality, reliable data annotation and evaluation in NLP and organizational development domains.

Labeling Experience

Education

Work History