Key Skills

Software

Appen

Clickworker

OneForma

Remotasks

Telus

Scale AI

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Geospatial Tiled Imagery

Video

Top Label Types

Classification

Data Collection

Evaluation Rating

Land Cover Classification

Translation Localization

Freelancer Overview

My experience in AI Training Data started over four years ago across 3 leading platforms, where I developed expertise in creating high-quality, diverse datasets for model training and evaluation. My core skills include cross-format data labeling (text, audio, image), executing specialized tasks like pairwise comparisons and counting for model refinement, and maintaining an exceptionally high accuracy rate of 98%+ by strictly adhering to complex guidelines without AI assistance. My ability to consistently deliver accurate results while managing large data volumes under tight deadlines forms the foundation of my technical execution. What sets me apart is my specialized contribution to improving model performance through proactive quality management and evaluation framework design. At Appen, I progressed to designing and applying evaluation rubrics to assess AI outputs in Natural Language Understanding, a critical skill for direct model improvement. Furthermore, my experience in flagging ambiguous data for QA and categorizing multimedia for recommendation systems demonstrates a strategic understanding of how data integrity directly impacts training outcomes. This combination of hands-on labeling precision and direct involvement in rubric creation for NLU models provides a unique perspective on the entire data pipeline, from annotation to evaluation.

Labeling Experience

Education

Work History