Key Skills

Software

Micro1

Mercor

Top Subject Matter

videomaking

video editor

Video Director

Top Data Types

Image

Video

Audio

Top Task Types

Text Generation

Question Answering

Text Summarization

Transcription

Freelancer Overview

I have hands-on experience designing and refining training data workflows for AI systems, particularly in prompt engineering, evaluation, and rubric creation. My work often involves translating complex, real-world creative tasks—such as video editing and storytelling—into structured datasets that models can learn from. I’ve developed detailed scoring rubrics (20–30+ criteria) to evaluate outputs with consistency and precision, ensuring alignment between human intent and model performance. I’m also experienced in iterative improvement cycles, using feedback from reviewers and model scores to systematically raise data quality. What sets me apart is my ability to bridge creative and technical domains. With a background in audiovisual production and storytelling, I bring a nuanced understanding of context, narrative, and user intent into data labeling tasks—something that’s often missing in purely technical pipelines. I’m highly detail-oriented, comfortable working with ambiguous guidelines, and proactive in identifying edge cases and inconsistencies. Additionally, I’ve worked with structured formats like JSON for dataset standardization and have experience optimizing prompts and evaluation frameworks to achieve high model performance scores.

Labeling Experience

Education

Work History