Catherine N.

Key Skills

Software

Micro1

Top Subject Matter

AI response evaluation and data annotation quality assurance

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

Question Answering

Transcription

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

AI Evaluation Specialist (Freelance) in Contract Review, Compliance, and Legal Research. Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Micro1. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelance AI Data Annotation & Evaluation Specialist (Remote, 2024–Present)

Micro1Text

Evaluated AI-generated outputs against project guidelines and quality standards using structured review processes. Identified inaccuracies, inconsistencies, and edge cases by applying predefined criteria and documenting nuanced observations in clear English. Produced rubric-aligned, written feedback to support iterative model improvement and maintain consistency across high-volume reviews. • Applied rubric-based evaluation and quality benchmarks to assess responses. • Performed structured observation, QA checks, and discrepancy detection. • Authored concise, objective, actionable written evaluation reports. • Collaborated with teams by incorporating feedback and refining scoring/evaluation approaches.

2024 - Present

Education

Work History