Understanding variations in hospitals’ operational performance and patient safety is critical for improving health system efficiency, particularly in decentralized healthcare systems such as that of Indonesia. While geographic disparities in health outcomes are often emphasized in research, the relative contribution of spatial patterns remains underexplored. Addressing this gap, this study analyzed data from 428 hospitals in East Java, Indonesia. Composite indices were developed to measure hospi