Here, we applied Emergent Threat Analysis a process—integrating Emerging Hot Spot Analysis of deforestation, visual classification of deforestation outcomes over time, and spatial quantification of contemporary forest condition—to tropical Southeast Asia, a global epicentre of biodiversity threatened by deforestation.