ArticleHuman resources for health2019
Hypertension management in rural western Kenya: a needs-based health workforce estimation model.
Article in Human resources for health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Incidence of hypertension and factors associated with blood pressure control among older adults living with HIV in Western Kenya: a retrospective cohort study.BMC cardiovascular disorders · 2026Article
- Reciprocal innovation in implementation science and global health: reflections from the EXTRA-CVD (extending the HIV treatment cascade for cardiovascular disease prevention) study.BMC global and public health · 2026Review
- Modelling the health labour market outlook in Kenya: Supply, needs and investment requirements for health workers, 2021-2035.PLOS global public health · 2025Article
- Projected health workforce requirements and shortage for addressing the disease burden in the WHO Africa Region, 2022-2030: a needs-based modelling study.BMJ global health · 2024Article
- Preference for community health services in people with chronic diseases: a discrete choice experiment in China.Frontiers in public health · 2024Article
- Applying the workload indicators of staffing needs method in nursing health workforce planning: evidences from four hospitals in Vietnam.Human resources for health · 2022Article
- Potential Protective Effects of the Water-Soluble Chinese Propolis on Hypertension Induced by High-Salt Intake.Clinical and translational science · 2020Article
- Layering and scaling up chronic non-communicable disease care on existing HIV care systems and acute care settings in Kenya: a cost and budget impact analysis.Journal of the International AIDS Society · 2020Article
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9 authors.
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Abstract
backgroundElevated blood pressure is the leading risk for mortality in the world. Task redistribution has been shown to be efficacious for hypertension management in low- and middle-income countries. However, the workforce requirements for such a task redistribution strategy are largely unknown. Therefore, we developed a needs-based workforce estimation model for hypertension management in western Kenya, using need and capacity as inputs.
methodsKey informant interviews, focus group discussions, a Delphi exercise, and time-motion studies were conducted among administrative leadership, clinicians, patients, community leaders, and experts in hypertension management. These results were triangulated to generate the best estimates for the inputs into the health workforce model. The local hypertension clinical protocol was used to derive a schedule of encounters with different levels of clinician and health facility staff. A Microsoft Excel-based spreadsheet was developed to enter the inputs and generate the full-time equivalent workforce requirement estimates over 3 years.
resultsTwo different scenarios were modeled: (1) "ramp-up" (increasing growth of patients each year) and (2) "steady state" (constant rate of patient enrollment each month). The ramp-up scenario estimated cumulative enrollment of 7000 patients by year 3, and an average clinical encounter time of 8.9 min, yielding nurse full-time equivalent requirements of 4.8, 13.5, and 30.2 in years 1, 2, and 3, respectively. In contrast, the steady-state scenario assumed a constant monthly enrollment of 100 patients and yielded nurse full-time equivalent requirements of 5.8, 10.5, and 14.3 over the same time period.
conclusionsA needs-based workforce estimation model yielded health worker full-time equivalent estimates required for hypertension management in western Kenya. The model is able to provide workforce projections that are useful for program planning, human resource allocation, and policy formulation. This approach can serve as a benchmark for chronic disease management programs in low-resource settings worldwide.
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