Key Skills

Software

Clickworker

CloudFactory

OneForma

Sama

Telus

Top Subject Matter

No subject matter listed

Top Data Types

Image

Text

Video

Top Task Types

Bounding Box

Data Collection

Evaluation Rating

Polygon

Segmentation

Freelancer Overview

I’ve worked extensively across the lifecycle of AI training. I’m comfortable with a wide range of labeling tools and workflows, for instance, classification, entity extraction, segmentation, image/video bounding boxes, speech transcription. A lot of my work focuses on turning messy real-world data into consistent, auditable datasets by writing clear instructions and coaching annotators so they understand why a label matters, not just what to click. What sets me apart is my bias toward measurable quality. I also pay close attention to fairness and leakage risks, helping teams reduce bias and ensure datasets actually reflect the intended use case. Ultimately, I bridge communication between product and data labeling teams translating requirements into precise labels that improve model reliability.

Labeling Experience

Education

Work History