• 5+ years in product evaluation, UX research, model testing, or similar structured qualitative assessment.
• Master's or higher in Cognitive Science, HCI, Design Research, Psychology, Media Studies, or a related field.
• Deep familiarity with creative workflows for generative models (animation, filmmaking, digital art, VFX).
• Systems thinking: you can define abstract qualities like believability or scene coherence in clear evaluative terms.
• Excellent written communication and the ability to synthesize nuanced judgment into actionable insight.
• Comfort working across engineers, researchers, and creatives.
• Background in motion, visual effects, or storytelling pipelines.
• Experience evaluating AI-generated media (video, images, 3D).
• Prior work building internal tools for qualitative data collection or scoring.
• Familiarity with prompt engineering and reference-based inputs.