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Humanitarian

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Disasters, Statistics, and the Humanitarian Sector

This report from Hamish William Patten and NASA Lifelines Advisor Zineg Bhaby unpacks the critical function that statistics can serve in natural disaster response. Their recently published report lays out statistical methods as a foundation for humanitarian analysis and identifies the gaps where future applications can improve preparation for and response to disasters.

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The State of Open Humanitarian Data 2026

The State of Open Humanitarian Data 2026 from OCHA assesses data availability across humanitarian crises using the HDX Data Grids framework. The report details what open data exists by location and category, helping practitioners and decision makers identify gaps in the information landscape for crisis response.

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GeoAI for Humanitarian Action

The GeoAI for Humanitarian Action report explores how artificial intelligence and satellite data can strengthen humanitarian decision-making, while identifying the practical barriers that limit adoption. Drawing on community insights, it outlines strategies to build partnerships, tools, and programs that help humanitarian organizations translate GeoAI innovations into real-world impact.

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The Lifelines Data Studios

The Data Studios are a different way of organizing geospatial and remote sensing resources. Instead of starting with a dataset and asking people to figure out what to do with it, we start with the real-world questions and work backwards from the use case. 

Disaster response and recovery: supper club pre-read

This Supper Club pre-read introduces how GeoAI is being applied to disaster response, damage assessments, and longer- term recovery. Both this document and the accompanying Supper Club discussion are part of the broader Lifelines humanitarian geoAI research initiative, which aims to evaluate the use of GeoAI across the humanitarian lifecycle and to develop guidelines for its responsible application

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Risk Assessments and Early Warning Systems: GeoAI Supper Club Primer

This Supper Club pre-read introduces how GeoAI is being applied to humanitarian risk assessments and early warning systems. Both this document and the accompanying Supper Club discussion are part of the broader Lifelines humanitarian geoAI research initiative, which aims to evaluate the use of GeoAI across the humanitarian lifecycle and to develop guidelines for its responsible application