Research

Machine-learning–driven population estimation for regions with outdated census data. Uses satellite imagery, nighttime lights, and administrative records to produce explainable estimates with uncertainty quantification.

Automated identification of applicable regulatory obligations across jurisdictions and sectors. Focuses on transparency and auditability in AI-assisted compliance reasoning.

Governance frameworks for consequence-aware AI deployment. Includes risk assessment methodologies, safeguard design, and post-deployment monitoring for high-stakes systems.

Methods for estimating demographic and economic indicators where official statistics are unavailable or outdated. Covers methodology validation and deployment considerations.

Frameworks for responsible data collection, storage, and use in security and intelligence contexts. Addresses sovereignty, privacy, and institutional accountability.