This study addresses a current research gap in Medicine concerning ✅ Digital Health Literacy Education Programs for Patients with Chronic Diseases in the Johannesburg Metropolitan Area, South Africa: Impact on Self-Management Outcomes in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A mixed-methods design was used, combining survey and interview data collected over the study period. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. ✅ Digital Health Literacy Education Programs for Patients with Chronic Diseases in the Johannesburg Metropolitan Area, South Africa: Impact on Self-Management Outcomes, South Africa, Africa, Medicine, original research This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.