Use Cases

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Leveraging AI to Enhance Multi-Hazard Early Warning Systems

This ITU report examines how AI is strengthening each stage of the early warning cycle, from risk knowledge to preparedness, through five real world deployments including Tonga, Liberia, and Colombia. It pairs well with NASA Lifelines' own GeoAI for Humanitarian Action report, which explores the same trust and adoption barriers across the full crisis lifecycle.

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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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UN Handbook on Remote Sensing for Agricultural Statistics

A new Handbook on Remote Sensing for Agricultural Statistics has been released by the United Nations Food and Agriculture Organization. With contributions from NASA Harvest, this Handbook sets standards for how satellite-derived agricultural data and insights should be produced and documented, alongside the tools used to generate it.

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NOAA: Hurricane Helene One Year Later

One year after Hurricane Helene, NOAA tells the story of how the disaster reshaped cities, landscapes, and communities across Southern Appalachia. Through interactive maps and detailed timelines, the user can explore impacts, recovery efforts, and resilience that continues today.