Key Skills

Freelancer Overview

While I’m new to formal AI training, my UX background has given me strong experience in analyzing, organizing, and interpreting complex data to improve user experience. I’ve worked extensively with structured and unstructured datasets—such as traceability data in agri-commodities and healthcare referral information—where accuracy, consistency, and context were critical. This experience has honed my ability to identify data patterns, ensure quality, and translate insights into actionable design improvements. Additionally, my foundation as a backend developer strengthens my understanding of data structure, system logic, and workflow integration. Combined with my UX research and design expertise, I bring a human-centered perspective to AI training—ensuring labeled data and outputs are not only technically correct but also meaningful, ethical, and user-relevant.

Labeling Experience

Education

Work History