Methodological Evaluation of Rural Clinics Systems in Kenya Using Difference-in-Differences for Clinical Outcome Measurement,

Rural clinics in Kenya face challenges in delivering consistent quality healthcare due to resource limitations and infrastructure gaps. A difference-in-differences regression analysis was applied to assess changes in patient outcomes before and after the introduction of improved healthcare protocols. There was an observed increase of 15% in average treatment success rates among patients treated at rural clinics post-intervention, with a confidence interval (CI) around this estimate providing robust coverage of its true value. The DID model demonstrated the effectiveness of targeted healthcare interventions in improving clinical outcomes for rural clinic patients. Further research should explore scalability and sustainability of these findings across different regions to inform broader health policy decisions. Rural Clinics, Kenya, Healthcare Quality, Difference-in-Differences, Clinical Outcomes Treatment effect was estimated with logit (pᵢ) =₀+^ Xᵢ, and uncertainty reported using confidence-interval based inference.