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Global Health Economics and
            Sustainability
                                                                  Sustainability of Rwanda’s UHC: 2011–2021 and vision 2050


            2.2.2. Geographical distribution                   (i)   Applying a combination of traditional and modern

            The geographical distribution of the CBHI entities retained   management techniques
            in the study was as follows: one unique risk pooling entity   (ii)   Complementing these methods with Rwanda’s
            at the national level and 14  (93.33%) of the 15 selected   UHC radical reforms, which focus on transitioning
                                                                    from a fee-for-service (FFS) model to a “fully
            CBHI districts. The distribution of these districts was   active-strategic purchasing (FASP) mechanism.”
            as follows: 1  (6.67%) in Kigali City, 3  (20.00%) in the   This strategy,  renamed “inputs-based  financing,”
            Eastern Province, 2  (13.33%) in the Northern Province,   is designed to ensure the long-term financial
            6 (40.00%) in the Southern Province, and 2 (13.33%) in the   sustainability of Rwanda’s UHC within existing or
            Western Province. Out of the 60 selected CBHI sections,
            51  (85.00%)  were  retained  in  the  study,  distributed  as   similar circumstances and contributory financing
                                                                    mechanisms
            follows: 5  (8.33%) in Kigali City, 12  (20.00%) in the   (iii)  Transforming the political vision into a
            Eastern Province, 11 (18.33%) in the Northern Province,   macroeconomic health expenditure per capita,
            11 (18.33%) in the Southern Province, and 12 (20.00%) in   aligning it with the required clinical capacity, and
            the Western Province.
                                                                    translating it into actionable health interventions in
            2.3. Data collection                                    line with HRV 2050
                                                               (iv)   Revaluing national social capital by reintroducing
            The online Lime Survey software (https://www.limesurvey.  solidarity through the compulsory “minimum
            org/) was used to develop the questionnaire template    1% specific tax for UHC and HRV 2050,” which
            and for online self-administration. This followed a 1-day   acts  as  a  home-grown  national  read  health  and
            training focused on the survey’s objectives, as well as the   social protection risk-equalizer tool? This strategy,
            explanation of both general and detailed information. The   renamed “target-based financing,” integrates
            training also covered how to fill out, save, and reopen the   Rwanda’s UHC and HRV 2050 contributory
            questionnaire in case of a postponed exercise and submit   financing mechanisms, benefiting from additional
            the completed questionnaire once it was correctly filled out.  financial resources derived from the “minimum

            2.4. Data analysis                                      1%  specific  tax  for  UHC  and  HRV 2050.”  These
                                                                    complementary resources are intended to accelerate
            The data analysis in this study includes:               the implementation and achievement of HRV 2050
            (i)   The net income, i.e., total income minus total   (v)   Strengthening CBHI spending capacity per capita,
                 expenditure (surplus or gap), was the core metric   prioritizing internal resources over the international
                 utilized to analyze, assess, and track progress and   macroeconomic health expenditure per capita
                 performance on CBHI’s financial sustainability     option to effectively implement and accelerate the
            (ii)   Financial thresholds defined by the researchers for   achievement of HRV 2050 in a sustainable manner.
                 respective UMIC and HIC health-care standards
                 were used to quantitatively and financially monitor   The study consolidated these five approaches into two
                 and track the trend toward their attainment.  main dual-track strategies, presented as follows:
            2.5. Techniques                                    Strategy A: Cost-Neutral and Efficiency-Oriented
                                                               Reforms for Innovation and Sustainability (Input-
            2.5.1. Management techniques applied               Based Approach)
            The research applied modern and traditional management   This strategy prioritizes enhancing operational
            techniques, such as management by objective strategy,   efficiency  and  system  governance  without  necessitating
            streamlining/rationalization, optimization, prioritization,   additional financial resources. It involves the adoption of
            sustainable  budget  equilibrium  (more than  5  successive   Fully Active Strategic Purchasing (FASP), which replaces
            years), allocative efficiency, effective usage, transparency,   the conventional fee-for-service model with performance-
            accountability, and the learning-by-doing approach   based payments based on Diagnosis-Related Groups
            (Reese, 2011).                                     (DRG) pricing, thereby ensuring alignment between
                                                               service reimbursements and actual service delivery
            2.5.2. Conceptual framework for ensuring long-term   outputs.  Additionally,  it eliminates co-payments  for all
            financial sustainability in Rwanda’s UHC and HRV 2050
                                                               members of the Community-Based Health Insurance
            Five approaches were leveraged to achieve long-term   (CBHI) scheme to enhance access to and utilization of
            institutional and financial sustainability for Rwanda’s UHC   health services, reduce financial barriers, and promote
            and HRV 2050. These strategies include:            resilience initiatives.


            Volume 3 Issue 3 (2025)                        251                       https://doi.org/10.36922/ghes.5842
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