Key Skills

Software

Other

Top Subject Matter

Technology – AI / Data Annotation / QA

Marketing & Advertising – Content Optimization

Media & Entertainment – Content Evaluation / Moderation

Top Data Types

Video

Image

Text

Top Task Types

Data Collection

Evaluation/Rating

Text Summarization

Question Answering

Freelancer Overview

I’ve operated in roles that mirror AI training work—turning ambiguous inputs into structured, high-quality outputs through consistent evaluation and feedback loops. I’ve managed decision systems across a $7.2M pipeline and analyzed performance across 20M+ content views, extracting patterns from noisy data and iterating based on real-world results. This required making repeatable judgment calls, handling edge cases, and refining criteria over time. What sets me apart is my ability to formalize subjective judgment into clear evaluation frameworks. I’ve diagnosed failure modes across technical and creative systems, translated vague instructions into precise outputs, and continuously improved results through structured iteration—directly aligning with labeling, grading, and refining AI behavior.

Labeling Experience

Education

Work History