Kenneth H.

Key Skills

Software

Other

Top Subject Matter

LLM outputs

rubric-based evaluation

factuality and quality review

Top Data Types

Text

Video

Audio

Image

Document

Top Task Types

Classification

Question Answering

RLHF

Text Summarization

Fine-tuning

Red Teaming

Freelancer Overview

Independent AI Data Annotator / LLM Evaluator (Contract, Self-Employed, Remote). Brings 8+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include writing (long and short-form), reading comprehension, tone evaluation, and fact-checking. Education includes Bachelor of Arts, Central Michigan University (2015). AI-training focus includes data types such as Text, Video, and Audio and labeling workflows including Evaluation and Rating.

Labeling Experience

Generative AI & Creative Technology Experience (Music evaluation and prompt refinement)

OtherAudio

Evaluate AI-assisted music generation outputs for lyric/style alignment, tone, consistency, and overall quality. Create or refine prompts to steer generation toward the intended style and thematic direction. Review generated music for structural coherence and adherence to user intent. • Apply lyric and style prompting techniques • Check tonal and stylistic consistency across outputs • Assess whether results match requested creative intent • Iterate prompts based on output evaluation

2025 - Present

Generative AI & Creative Technology Experience (Video evaluation and prompt refinement)

OtherVideo

Evaluate AI-generated creative video outputs for tone, consistency, structure, originality, and alignment with user intent. Use prompt design and iterative concept testing to refine scene framing, output quality, and overall coherence. Assess whether generated content meets task requirements and project expectations. • Test and refine prompts for video generation workflows • Review outputs for pacing, framing, and audience fit • Ensure consistency of creative direction across generations • Provide prompt or output improvement guidance

2025 - Present

Independent AI Data Annotator / LLM Evaluator (Contract, Self-Employed, Remote)

OtherText

Evaluate AI-generated responses against project-specific quality criteria, including accuracy, tone, helpfulness, and instruction-following. Perform RLHF-style preference and comparative assessments, documenting written justification for ratings. Conduct factuality and quality assurance checks to identify hallucinations, unsupported claims, reasoning errors, and incomplete answers. • Apply rubric interpretation and edge-case handling to maintain consistent standards • Provide response rewriting and recommended improvements based on evaluation • Analyze safety/refusal behavior and overall model helpfulness • Communicate judgments through structured written feedback

2025 - Present

Education

Work History