Dirty air filters can significantly contribute to ice buildup in an HVAC system by restricting airflow over the evaporator coil. When airflow is reduced, the coil temperature drops, causing the surrounding moisture to freeze. Additionally, dirty filters can increase the system’s energy consumption, leading to higher operating costs and reduced system lifespan. Regular filter cleaning or replacement is essential to maintain proper airflow and prevent ice buildup.