Contra

Research Scientist, Human Data & Evaluation

San Francisco, Remote. Posted 2 months ago

The role

This researcher will turn ambiguous client or research questions into rigorous projects. You will develop methodologies, design human-data collection strategies, and analyze qualitative and quantitative data to produce insights.

What you will do

  • Translate ambiguous client questions into clear research questions, hypotheses, and study designs.
  • Develop research proposals and methodologies from scratch.
  • Identify promising new research directions.
  • Design human-data collection strategies, evaluation protocols, rubrics, annotation schemes, and experiments.
  • Develop strong prompt strategies for eliciting, evaluating, and comparing model behavior.
  • Determine appropriate sampling, evaluator selection, calibration, quality-control, and reliability methods.
  • Design methodologies for creative and multimodal domains.
  • Analyze qualitative and quantitative evaluation data.
  • Synthesize findings into clear recommendations, research narratives, and new hypotheses.
  • Produce client-ready reports, presentations, benchmarks, and research publications.

Required qualifications

  • 3–5+ years of relevant research experience
  • Master’s, PhD, or equivalent industry research depth in HCI, Human-Centered AI, ML, design research, or a related field
  • Strong qualitative and quantitative research skills
  • Experience in human evaluation, experimentation, data collection, UX/HCI, annotation, or model behavior research
  • Proven ability to independently design and execute rigorous research
  • Ability to turn data and observations into new insights, research directions, and actionable recommendations
  • Comfortable analyzing data with Python and/or SQL
  • Strong written communication
  • Based in San Francisco, California

Nice to have

  • Familiarity with modern ML and generative AI systems
  • Understanding of RLHF / post-training / preference data / model evaluation
  • Experience studying image, video, multimodal, creative, or agentic systems
  • Experience designing prompts or systematically studying prompting/model behavior
  • Experience working with large-scale human-data or annotation programs
  • Experience working directly with AI research or model teams
  • Strong publication record or other evidence of consistently generating original research ideas
  • Startup / 0-to-1 experience

Benefits

  • Medical, Dental, Vision Benefits
  • 401k Matching
  • Company laptop

Before you apply

  • Interview with Recruiting Team
  • Interview with Head of Research
  • Technical interview with Data Lead
  • Interview with Head of Contra Labs
  • Paid Case Study and Presentation

About the company

Contra Labs is a human-centered AI lab focused on creative and multimodal outputs. It connects frontier AI labs with a global network of top creative talent through Contra.