Key Skills

Software

Appen

Mercor

LabelImg

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Document

Text

Image

Top Task Types

Classification

Freelancer Overview

I have hands‑on experience in data labeling, annotation, and AI training workflows, with a strong foundation in accuracy, pattern recognition, and structured data handling. My background in audit, compliance, and process improvement (17+ years) gives me an exceptional eye for detail, consistency, and quality control—skills that directly strengthen annotation tasks across text, image, and classification projects. I work confidently with guidelines, taxonomies, and multi‑step labeling instructions, ensuring outputs that are both precise and aligned with model‑training requirements. Beyond labeling, I bring strengths in data validation, error detection, documentation, and workflow optimization, supported by advanced proficiency in tools like Google Sheets, quality‑assurance checklists, and structured review processes. I adapt quickly to new platforms, follow annotation protocols meticulously, and communicate clearly when edge cases arise. This combination of analytical discipline, technical fluency, and reliability sets me apart as a high‑quality contributor to AI training data projects.

Labeling Experience

Education

Work History