Lee Broders

Key Skills

Software

Clickworker

Data Annotation Tech

Micro1

Mindrift

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Text

Image

Audio

Document

Top Task Types

Bounding Box

Classification

Polygon

Text Generation

Question Answering

Text Summarization

Fine Tuning

Transcription

Data Collection

Evaluation Rating

Freelancer Overview

Founder & Business Mentor in Contract Review, Compliance, and Legal Research. Brings 8+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Education includes Master's Level Certificate, Institute of Leadership and Management (2024) and Master of Laws, N/A (2014). Well suited for text-focused AI training, including legal document review, compliance annotation, and rubric-based quality evaluation.

Labeling Experience

AI Trainer / Data Labeling & HIT Task Worker

ClickworkerText

Performed human intelligence tasks (HITs) involving the review, evaluation, and categorization of text data for AI/ML purposes. Responsibilities included assessing response quality, classifying output, and applying guideline-based annotation in remote settings. Tasks required attention to detail, structured judgement, and adherence to strict instructions. • Completed tasks for Amazon Mechanical Turk (MTurk) and Clickworker • Applied structured analysis and consistency checks to AI-related content • Compared, categorized, and rated alternative responses and text outputs • Maintained high standards of accuracy and documented task completion.

Performed human intelligence tasks (HITs) involving the review, evaluation, and categorization of text data for AI/ML purposes. Responsibilities included assessing response quality, classifying output, and applying guideline-based annotation in remote settings. Tasks required attention to detail, structured judgement, and adherence to strict instructions. • Completed tasks for Amazon Mechanical Turk (MTurk) and Clickworker • Applied structured analysis and consistency checks to AI-related content • Compared, categorized, and rated alternative responses and text outputs • Maintained high standards of accuracy and documented task completion.

2019 - Present

GenAI Output Reviewer & Evaluator

Text

Conducted technical and qualitative review of generative AI (GenAI) outputs and data for solution studies. Evaluated AI-generated text using AWS Bedrock and OCI Data Science, assessing clarity, accuracy, and usefulness. Responsibilities included structured output rating, defect detection, and stakeholder-facing feedback documentation. • Applied technical evaluation standards for GenAI-related data • Provided detailed quality feedback on text generated by AI models • Used cloud-based AI tooling to review, compare, and refine model responses • Supported training data review processes for emerging AI solutions.

Conducted technical and qualitative review of generative AI (GenAI) outputs and data for solution studies. Evaluated AI-generated text using AWS Bedrock and OCI Data Science, assessing clarity, accuracy, and usefulness. Responsibilities included structured output rating, defect detection, and stakeholder-facing feedback documentation. • Applied technical evaluation standards for GenAI-related data • Provided detailed quality feedback on text generated by AI models • Used cloud-based AI tooling to review, compare, and refine model responses • Supported training data review processes for emerging AI solutions.

2024 - 2025

Education

Work History