Freelancer

Key Skills

Software

Don't disclose

Other

Top Subject Matter

Chemical safety

dual-use evaluation

and scientific/LLM response QA in chemistry and mathematics

Top Data Types

Text

Document

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

Independent STEM & AI Evaluation Consultant (Remote). Brings 9+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose and Other. Education includes Doctor of Philosophy, University of Massachusetts Global (2022) and Master of Science, Salt Lake University (2019). AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

STEM and AI Evaluation Consultant - Independent STEM and AI Evaluation Consultant

Text

Evaluated AI-generated scientific and chemical outputs for accuracy, scientific validity, and reliability across mathematics and chemistry. Applied subject-matter judgment to identify potentially inaccurate, unreliable, or unsafe chemical content while supporting responsible-use and dual-use risk considerations. Designed advanced STEM evaluation suites for generative AI, including prompt optimization for complex chemical reaction-network solvers. • Performed accuracy and reliability reviews of scientific outputs • Flagged inaccurate or potentially unsafe chemical content • Built evaluation suites and prompt-optimization workflows • Conducted statistical error-rate analysis and collaborated to improve model performance.

2020 - 2023

Independent STEM & AI Evaluation Consultant (Remote)

Don't discloseText

Performed evaluation of AI-generated scientific and chemical outputs for accuracy, scientific validity, and reliability across mathematics, chemistry, and scientific computing. Applied subject-matter judgment to identify inaccurate, unreliable, or potentially unsafe chemical content with responsible-use and dual-use risk considerations. Designed evaluation suites for generative AI workflows, including prompt optimization for complex chemical reaction-network solvers. • Reviewed and rated AI responses against domain criteria • Flagged safety and dual-use risks based on chemical handling context • Conducted statistical error-rate analysis on AI-generated reasoning • Collaborated with AI research teams to improve model scientific accuracy

2020 - 2023

Academic Writing & Research Specialist (Freelance)

OtherDocumentPrompt + Response Writing (SFT)

Edited and refined scientific manuscripts, dissertations, and technical reports for clarity and accuracy in English. Produced research documentation and data-visualization outputs that supported downstream publication workflows. Although not described as model training directly, this work involved preparing high-quality scientific text that can function as supervised training or evaluation material for AI systems. • Manuscript and report editing for accuracy • Technical documentation improvement • Citation-compliance support for scientific writing • Automated statistical modeling support for STEM publications

2017 - 2020

Education

Work History