District hospitals in Kenya play a crucial role in healthcare delivery but often face challenges in providing consistent clinical outcomes. A multilevel logistic regression model was employed to analyse data from district hospitals across Kenya. The model incorporates both hospital-level and patient-level variables to measure clinical success rates with robust standard errors added for uncertainty. The multilevel analysis revealed that the presence of a dedicated medical director significantly improved clinical outcomes by 20% (OR: 1.2, CI: 1.05-1.35). This study provides evidence to support the implementation of dedicated medical directors in district hospitals to enhance clinical success rates. District health authorities should prioritise recruiting and retaining a dedicated medical director to improve patient care outcomes. district hospitals, Kenya, multilevel regression, clinical outcomes, logistic model Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.