Michael O.

Key Skills

Software

Other

Top Subject Matter

LLM evaluation for reasoning

Mathematics Domain Expertise

and coding/STEM outputs

Top Data Types

Text

Document

Top Task Types

Classification

Freelancer Overview

AI Research & Evaluation Contributor (Remote | Freelance). Brings 4+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor of Science, University of Houston (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Research & Evaluation Contributor (Remote | Freelance)

OtherText

Evaluated AI-generated responses for correctness, clarity, logical consistency, and factual accuracy using structured prompts and benchmark tasks. Reviewed technical and mathematical outputs against detailed evaluation guidelines to detect hallucinations, formatting issues, and reasoning flaws. Provided human feedback intended to improve model alignment and response quality. • Assessed reasoning quality and instruction adherence using scoring rubrics. • Performed quality assurance on outputs for factuality and logical coherence. • Identified and reported errors such as hallucinations and reasoning inconsistencies. • Supported LLM evaluation workflow development through benchmark prompt design.

2024 - Present

Technical Content and Data Annotation Specialist - Freelance

TextClassification

You performed technical annotation and classification work on research and STEM-related datasets under strict quality and instruction-following requirements. You supported evaluation of AI-generated coding and STEM responses while maintaining accuracy and consistency. You collaborated with distributed teams to improve reliability of AI training outputs. • Completed annotation and classification tasks for technical datasets • Assisted in evaluating AI-generated coding and STEM responses • Ensured accuracy and adherence to detailed instructions • Coordinated with distributed teams to improve consistency

2023 - 2024

Technical Content & Data Annotation Specialist (Remote | Contract)

OtherTextClassification

Completed annotation and classification work for technical and research-based datasets with an emphasis on instruction-following and accuracy. Assisted in evaluating AI-generated coding and STEM-related responses under quality requirements. Participated in collaborative efforts with distributed teams to improve consistency of AI training outputs. • Labeled and categorized data for technical/research dataset use. • Verified correctness of AI-generated coding and STEM responses. • Maintained accuracy while following detailed guidelines. • Coordinated with remote teams to improve labeling consistency.

2023 - 2024

Education

Work History