Enoch M.

Key Skills

Software

Other

Top Subject Matter

AI content evaluation and quality rating for LLM outputs

Search quality evaluation and relevance rating

Online research and dataset curation for AI refinement

Top Data Types

Text

Document

Top Task Types

Data Collection

Freelancer Overview

Freelance AI Content Evaluator | Remote. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Bachelor of Science, N/A (2020). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Freelance AI Content Evaluator | Remote

Text

Provided guideline-based evaluation and structured feedback to flag inconsistencies and ambiguities in AI outputs. Ensured outputs aligned with task-specific requirements and improved intent fulfillment and user experience through iterative review. Standardized annotation workflows within proprietary evaluation platforms to maintain compliance and improve review throughput. • Flagged inconsistencies and ambiguities against project guidelines • Delivered structured feedback to improve quality and UX intent • Collaborated with teams to ensure adherence to quality standards • Refined 2,000+ AI-generated content samples per quarter using iterative testing

2025 - Present

Freelance Research and Data Analyst | Remote

OtherTextData Collection

Conducted online research and extracted relevant information to support AI model refinement. Synthesized research findings using data analysis tools and translated insights into structured recommendations for project decision-making. Evaluated large volumes of online datasets using filtering techniques to distill actionable intelligence aligned with evolving requirements. • Identified diverse information sources and extracted relevant data • Synthesized online research into structured, client-focused recommendations • Evaluated large online datasets using advanced filtering • Accelerated research turnaround using online platforms and analytical frameworks

2024 - 2024

Search Quality Rater | Remote

OtherText

Assessed search engine query results using project-specific guidelines to validate alignment with anticipated user intent. Classified and organized search outputs to support user satisfaction based on established search rating frameworks. Maintained high accuracy and confidentiality while contributing to data improvements for AI training. • Evaluated query outputs against user intent guidelines • Organized and classified search results using search rating frameworks • Applied technical knowledge of relevance and satisfaction criteria • Supported AI training data improvement with accurate labeling

2020 - 2023

Education

Work History