Key Skills

Software

Don't disclose

Top Subject Matter

Creative and Advertisement Copy

Humanization and Quality Control

Comparative Evaluation and Root Cause Analysis

Top Data Types

Text

Document

Top Task Types

Text Generation

Question Answering

Text Summarization

Fine-tuning

Freelancer Overview

I haven’t held a formal data labeling title, but my work overlaps heavily with AI training, especially in language, classification, and QA. My background in writing and editing means I’m constantly evaluating tone, intent, and accuracy at a high level. That is directly legible to annotating text, refining datasets, and ensuring consistency. Across roles in marketing and content, I’ve produced and reviewed a high volume of material, aligning voice and meaning across contexts and industries and effectively doing semantic labeling and quality control. What sets me apart is editorial judgment with systems thinking. I’m good at breaking down ambiguity, find patterns and root cause, and applying consistent framework and standards. Improv and live performance sharpen my ability to read nuance and edge cases in language. I can work at the level of individual examples or system consistency. I focus on getting it right.

Labeling Experience

Education

Work History