• NASA-supported study reveals gaps in air quality forecasts due to unmodeled irrigation impacts.
• Model inaccuracies stem from not simulating the cooling and moistening effects of irrigation on agricultural lands.
• Integrating space-based observations of vegetation and soil moisture can enhance air quality forecast accuracy.