This session showcases the use of advanced statistical and machine learning methods to improve indicators across health, safety, and urban mobility. It highlights applications from mortality estimation and epidemic monitoring to crime forecasting and transport inclusion. The contributions demonstrate how modern analytics can provide more accurate, timely, and actionable insights for policy and planning.