Data Science & Analytic Methodology SME

Location: Remote

micro1 is engaging Data Science & Analytic Methodology SMEs to contribute expertise to a customer's high-impact project focused on advanced analytic pipelines and large language models (LLMs). In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.

Scope of Work

• Map scaled-analysis and pipeline-integration scenarios to an established taxonomy across key evaluation areas.
• Author detailed analytic cases that reflect authentic deployment patterns, including automated triage, enrichment, and analysis-at-scale, as well as representative failure modes in real-world settings.
• Evaluate and grade responses based on criteria such as source handling, reasoning, understanding of limitations, and practical utility.
• Identify and flag instances of model over-refusal that could hinder legitimate analytic workflows or disrupt pipeline continuity.
• Document challenging edge cases, emerging methodology concerns, and provide actionable recommendations for continuous improvement.
• Contribute clear, insightful written and verbal feedback that supports iterative, high-quality project outcomes.

Learn More About Our Government & Defense Work

At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks.

Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding.