Joseph B.

Key Skills

Software

CVAT

Labelbox

Mercor

Micro1

Remotasks

Telus

Toloka

Snorkel AI

Scale AI

Top Subject Matter

AI-generated content evaluation (LLM output QA)

Transcription and written content quality review

Legal Services & Contract Review

Top Data Types

Text

Image

Document

Top Task Types

Transcription

Freelancer Overview

AI Output Reviewer (Freelance) — Remote (2023–Present). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. Education includes Master of Science, University of Texas at Dallas (2024) and Bachelor of Arts, University of California, Los Angeles (UCLA) (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Transcription.

Labeling Experience

AI Content Reviewer / Transcription Specialist (Freelance) — Remote (2023–Present)

TextTranscription

Reviewed and refined written content for grammar, clarity, and overall structure while maintaining consistency with defined quality standards. Transcribed and edited English audio content to produce accurate text outputs aligned to quality expectations. Delivered detailed corrections to support content improvement and higher-quality deliverables. • Performed English transcription from audio with high accuracy. • Edited text for grammar, clarity, and structural quality. • Maintained consistency with specified quality guidelines. • Applied detailed corrections to improve final content accuracy.

2023 - Present

AI Output Reviewer (Freelance) — Remote (2023–Present)

Text

Reviewed AI-generated responses for quality and compliance with predefined rubric-based standards across varied prompts and use cases. Assessed outputs for factual accuracy, clarity, tone, relevance, and completeness while checking for common failure modes like hallucinations and bias. Provided concise, actionable feedback intended to improve model behavior and flag recurring issues for escalation. • Applied structured rubrics and quality guidelines consistently during evaluation. • Identified hallucinations, inconsistencies, bias, and non-compliant content. • Evaluated edge cases and reported patterns for further review. • Wrote clear quality notes to support model performance improvements.

2023 - Present

Education

Work History