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February 25, 20260 citationsOpen Access

Multilevel Regression Analysis for Assessing System Reliability in District Hospitals in Kenya: A Methodological Evaluation

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OMOginga Musoke

Key Points

  • The research aims to evaluate system reliability in district hospitals in Kenya using multilevel regression analysis.
  • Applied a multilevel regression model to analyze patient-level and hospital-level data.
  • Used robust standard errors to address uncertainty in estimates.
  • Assessed differences in resource allocation and patient care quality among hospitals.
  • Found a moderate level of system reliability across district hospitals.
  • Identified significant variations in resource allocation and quality of care between hospitals.
  • Suggested specific areas for improvement in infrastructure and human resources.

Abstract

District hospitals in Kenya play a crucial role in healthcare delivery but face challenges related to system reliability. A multilevel regression model was employed, accounting for both patient-level (individual health records) and hospital-level (administrative data) variability. Uncertainty in estimates was addressed through robust standard errors. The analysis revealed a moderate level of system reliability with significant differences between hospitals in terms of resource allocation and patient care quality. Multilevel regression analysis provided insights into the strengths and weaknesses of district hospital systems, suggesting areas for improvement to enhance service delivery. District health authorities should prioritise investment in infrastructure and human resources to improve system reliability and patient satisfaction. District hospitals, Multilevel Regression Analysis, System Reliability, Kenya Treatment effect was estimated with logit (pᵢ) =₀+^ Xᵢ, and uncertainty reported using confidence-interval based inference.

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Cite This Study

Oginga Musoke (2002) studied this question.

synapsesocial.com/papers/699e91d7f5123be5ed04f9a2https://doi.org/10.5281/zenodo.18740638
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