Risk + Resiliency

Disaster recovery in the city of Kolhapur

This dashboard maps climate risk through layered spatial data and community narratives, offering a multi-scalar understanding of vulnerability across the city. It also proposes a citizen-led reporting system to improve coordination of grassroots disaster relief by leveraging AI chatbots, real-time maps, and SMS alerts.