...) algorithms. By focusing on drinking water systems in Adana, Türkiye, the research provides a robust framework for forecasting infrastructure demands under varying environmental and demographic scenarios. Design/methodology/approach A two-stage prediction framework was developed. Stepwise assessment ratio...