Looks like you have JavaScript disabled. For the full Twine experience, you will need to re-enable it.

Hi, I'm Samuel Crist. I work as an independent contractor focusing on multimodal AI evaluation and data labeling. I perform multimodal daily preference ranking of AI outputs (images, audio, and video) against prompts to help teams measure model performance and guide improvements. I'm pursuing a BS in Computer Science at California State University, Chico, where I study algorithms, AI training methods, and hardware fundamentals. Based in Chico, CA, I enjoy collaborating with cross-functional AI teams to translate feedback into reliable training data and stronger models.…Hi, I'm Samuel Crist. I work as an independent contractor focusing on multimodal AI evaluation and data labeling. I perform multimodal daily preference ranking of AI outputs (images, audio, and video) against prompts to help teams measure model performance and guide improvements. I'm pursuing a BS in Computer Science at California State University, Chico, where I study algorithms, AI training methods, and hardware fundamentals. Based in Chico, CA, I enjoy collaborating with cross-functional AI teams to translate feedback into reliable training data and stronger models.

Samuel Crist

Data Annotator, Data Analyst, Data Collector, +2





Hi, I'm Samuel Crist. I work as an independent contractor focusing on multimodal AI evaluation and data labeling. I perform multimodal daily preference ranking of AI outputs (images, audio, and video) against prompts to help teams measure model performance and guide improvements. I'm pursuing a BS in Computer Science at California State University, Chico, where I study algorithms, AI training methods, and hardware fundamentals. Based in Chico, CA, I enjoy collaborating with cross-functional AI teams to translate feedback into reliable training data and stronger models.…Hi, I'm Samuel Crist. I work as an independent contractor focusing on multimodal AI evaluation and data labeling. I perform multimodal daily preference ranking of AI outputs (images, audio, and video) against prompts to help teams measure model performance and guide improvements. I'm pursuing a BS in Computer Science at California State University, Chico, where I study algorithms, AI training methods, and hardware fundamentals. Based in Chico, CA, I enjoy collaborating with cross-functional AI teams to translate feedback into reliable training data and stronger models.

Available to hire

Hi, I’m Samuel Crist. I work as an independent contractor focusing on multimodal AI evaluation and data labeling. I perform multimodal daily preference ranking of AI outputs (images, audio, and video) against prompts to help teams measure model performance and guide improvements.

I’m pursuing a BS in Computer Science at California State University, Chico, where I study algorithms, AI training methods, and hardware fundamentals. Based in Chico, CA, I enjoy collaborating with cross-functional AI teams to translate feedback into reliable training data and stronger models.

Skills

AI Data Labelling

Data Visualization

Copywriting

Experience Level

AI Data Labelling

Expert

Data Visualization

Intermediate

Copywriting

Intermediate

Language

English

Fluent

Work Experience

Independent Contractor at Mercor Intelligence

September 1, 2025 - November 7, 2025

Performed multimodal daily preference ranking of AI outputs (images, audio, and video) against prompts to evaluate model performance. Applied systematic comparative judgement techniques to assess relevance, quality, and coherence of generative model outputs, ensuring consistency across modalities. Maintained high accuracy and throughput in large-scale annotation workflows, contributing to reliable training data for model fine-tuning and preference optimization. Collaborated with cross-functional AI teams to identify quality trends and provide actionable feedback for improving multimodal generative capabilities. Utilized specialized labeling platforms and guidelines to ensure precise annotation, supporting preference-based reinforcement learning and human feedback loops.

AI Generated Content Evaluator at Google Veo

August 1, 2025 - August 1, 2025

Performed evaluation of AI generated content based on given criteria. Gained understanding of AI content generation models. Assisted in improving the quality and consistency of content generated by AI.