Yi Qi advances Earth observation and AI for environmental decision-making. Helps lead USC's Urban Trees Initiative ($2.93M) with city and community partners, providing shareable geospatial methods and datasets (e.g., Globe-LFMC 2.0) for urban greening and hazard assessment.