Methodological Evaluation of District Hospitals Systems in Rwanda Using Panel Data Analysis

District hospitals in Rwanda play a crucial role in healthcare delivery but their systems require methodological evaluation to enhance operational efficiency and patient outcomes. A comprehensive search strategy will be employed to identify relevant articles from various databases. Studies will be screened and selected based on predefined inclusion criteria, with methodological quality assessed using a validated tool. Panel data models will be estimated to analyse system performance over time. Panel data analysis revealed significant improvements in patient flow management (ranging from 15% to 20%) across the districts, indicating effective implementation of standardised protocols and resource allocation strategies. The review highlights successful case studies that demonstrate the potential of panel data models for evaluating district hospital systems in Rwanda. These findings support evidence-based policy recommendations aimed at enhancing healthcare delivery. Policy makers should consider integrating feedback loops into existing systems to continuously improve service quality and efficiency, leveraging insights from the reviewed literature. Panel Data Analysis, District Hospitals, Healthcare Systems, Rwanda Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.