This study aimed at developing a living population forecasting model using spatial big data and identify related policy challenges. As living population is increasingly utilized to address regional population decline, more deeper understanding of the current situation and forecasting are essential to enhance policy effectiveness. This study developed and applied a model for the living population analysis and forecasting using mobile floating population data from telecommunication companies. Also based on our results, several related policy initiatives were proposed.