Key Skills

Freelancer Overview

While I haven't worked in a formal data labeling role, my hands-on experience building AI-powered applications gives me a strong foundation in how training data quality directly impacts model behavior. I've worked closely with prompt engineering, model outputs, and iterative refinement, which requires the same attention to detail and consistency that data annotation demands. What sets me apart is my understanding of AI systems from both the builder and user side. I'm familiar with how models respond to ambiguous, edge-case, or poorly structured inputs which makes me well-suited for tasks like text classification, response rating, and instruction-following evaluation. I'm detail-oriented, comfortable with repetitive structured tasks, and experienced working independently in online/remote environments through freelancing and micro-tasking platforms.

Labeling Experience

Education

Work History