Purpose: This study developed a Bayesian hierarchical spatio–temporal modeling framework to analyze factors and trends in malaria risk across Ghana′s 16 administrative regions from 2020 to 2024. The aim was to identify statistically significant areas with elevated or persistent malaria risk, to i…