The 21st century may experience larger increases in wildfire exposure and socioeconomic risk, but smaller increases in global fire carbon emissions, suggests a machine learning study published in Nature Communications. The findings may improve our understanding of potential regional disparities in wildfire exposure, and aid strategic preparations for future wildfires.