This project seeks to bridge this gap by employing a Bayesian network to analyze the complex probabilistic relationships between various contextual factors in fatal police shootings to unveil racial disparities. This approach not onlysheds light on the broader patterns of racial disproportionality but also dissects the nuanced dynamics that characterize these fatal shootings.