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Kelvin Ochieng

Freelance AI Content Evaluator

USA flagRemote, Usa
Expert

Key Skills

Software

No software listed

Top Subject Matter

Linguistics Domain Expertise
Generative AI
Content Quality

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

Red Teaming

Freelancer Overview

Freelance AI Content Evaluator. Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Arts, University of Florida (2021). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Red Teaming.

Expert

Labeling Experience

Freelance AI Content Evaluator

Text
As a Freelance AI Content Evaluator, I evaluated over 500 generative AI outputs for alignment, safety, and linguistic precision. I conducted comprehensive audits to identify bias, toxicity, and misinformation in diverse outputs. Structured written justifications were authored to clarify ratings and improve audit transparency. • Performed multimodal content evaluation of text, audio, and image outputs. • Designed and executed red-teaming exercises to challenge model reasoning. • Collaborated with researchers to optimize evaluation workflows. • Developed a repository of best practices for AI content review.

As a Freelance AI Content Evaluator, I evaluated over 500 generative AI outputs for alignment, safety, and linguistic precision. I conducted comprehensive audits to identify bias, toxicity, and misinformation in diverse outputs. Structured written justifications were authored to clarify ratings and improve audit transparency. • Performed multimodal content evaluation of text, audio, and image outputs. • Designed and executed red-teaming exercises to challenge model reasoning. • Collaborated with researchers to optimize evaluation workflows. • Developed a repository of best practices for AI content review.

2023 - Present

Red Teaming Simulation Project Contributor

TextRed Teaming
As part of a Red Teaming Simulation project, I developed and executed challenging prompts to test AI models under adversarial and ethical scenarios. My work involved assessing AI behavior for compliance with ethical standards and identifying vulnerabilities. The results contributed to remediation efforts and model improvements. • Designed prompts to reveal ethical weaknesses and reasoning gaps. • Produced comprehensive reports on bias, misinformation, and logical inconsistencies. • Supported simulation of real-world adversarial challenges. • Engaged with multidisciplinary teams for actionable feedback.

As part of a Red Teaming Simulation project, I developed and executed challenging prompts to test AI models under adversarial and ethical scenarios. My work involved assessing AI behavior for compliance with ethical standards and identifying vulnerabilities. The results contributed to remediation efforts and model improvements. • Designed prompts to reveal ethical weaknesses and reasoning gaps. • Produced comprehensive reports on bias, misinformation, and logical inconsistencies. • Supported simulation of real-world adversarial challenges. • Engaged with multidisciplinary teams for actionable feedback.

2022 - 2023

Content Analyst & Linguistic Research Assistant

Text
As a Content Analyst & Linguistic Research Assistant, I reviewed technical and academic content for accuracy, clarity, and alignment with specified objectives. Comparative analysis was conducted to identify superior outputs and model performance gaps. I contributed to the design of evaluation rubrics and training documentation for ongoing improvements. • Authored analytical reports on evaluation findings. • Synthesized data to enhance model output quality. • Assisted in developing standardized evaluation procedures. • Supported workflow documentation and execution.

As a Content Analyst & Linguistic Research Assistant, I reviewed technical and academic content for accuracy, clarity, and alignment with specified objectives. Comparative analysis was conducted to identify superior outputs and model performance gaps. I contributed to the design of evaluation rubrics and training documentation for ongoing improvements. • Authored analytical reports on evaluation findings. • Synthesized data to enhance model output quality. • Assisted in developing standardized evaluation procedures. • Supported workflow documentation and execution.

2021 - 2022

Editorial Intern – University Research Projects

Text
As an Editorial Intern on university research projects, I evaluated research papers and experiment reports for linguistic consistency and experimental value. I designed and implemented prompts to test AI understanding of nuanced language features. Recommendations for content improvement were synthesized from research findings. • Collaborated with faculty to refine evaluation workflows. • Documented syntax and semantics analysis for experimental AI understanding. • Developed checks for alignment and bias in AI-assisted outputs. • Supported prompt engineering for improved model evaluation.

As an Editorial Intern on university research projects, I evaluated research papers and experiment reports for linguistic consistency and experimental value. I designed and implemented prompts to test AI understanding of nuanced language features. Recommendations for content improvement were synthesized from research findings. • Collaborated with faculty to refine evaluation workflows. • Documented syntax and semantics analysis for experimental AI understanding. • Developed checks for alignment and bias in AI-assisted outputs. • Supported prompt engineering for improved model evaluation.

2019 - 2021

Education

U

University of Florida

Bachelor of Arts, English and Linguistics

Bachelor of Arts
2017 - 2021

Work History

N

N/A

Content Analyst & Linguistic Research Assistant

Remote
2021 - 2022
U

University Research Projects

Editorial Intern

N/A
2019 - 2021