This paper reflects on learnings and analysis from an extensively globally applied. standardized community disaster resilience measurement framework that utilises bottom-up (locally collected) data. These lessons. from over a decade of on-the-ground work and analysis. https://www.roneverhart.com/Stardust-XLF/