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February 28, 20260 citationsOpen Access

Bayesian Hierarchical Model for Assessing Cost-Effectiveness in Secondary Schools Systems in Kenya: A Methodological Evaluation

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MMMugizi MwangiOOOscar OyooNNNancy Ndegwa

Key Points

  • The aim is to evaluate cost-effectiveness and resource allocation in secondary education systems in Kenya using a Bayesian hierarchical model.
  • Developed a Bayesian hierarchical model for data analysis.
  • Analyzed data from various secondary schools in Kenya.
  • Considered both systematic and random variations within and between schools.
  • Applied uncertainty-aware statistical criteria for inference.
  • Revealed significant differences in cost-effectiveness among schools.
  • Identified 30% of schools needing targeted interventions for improved efficiency.
  • Provided evidence supporting the use of Bayesian hierarchical models in educational assessments.

Abstract

The secondary education sector in Kenya faces significant challenges related to cost-effectiveness, efficiency, and resource allocation across different schools. A Bayesian hierarchical model was developed to analyse data from various secondary schools in Kenya. This model accounts for both systematic and random variations within and between schools, ensuring robust inference across the entire system. The analysis revealed significant differences in cost-effectiveness among schools, with a notable proportion (30%) of schools requiring targeted interventions to improve their efficiency. This study provides evidence that Bayesian hierarchical models can effectively assess and enhance the performance of secondary school systems, highlighting areas for intervention and resource allocation. Based on the findings, specific recommendations are made for policymakers to implement tailored strategies aimed at improving cost-effectiveness in secondary education across Kenya. Bayesian Hierarchical Model, Cost-Effectiveness, Secondary Schools, Resource Allocation, Education Systems The empirical specification follows Y=₀+^ X+, and inference is reported with uncertainty-aware statistical criteria.

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Cite This Study

Mwangi et al. (2004) studied this question.

synapsesocial.com/papers/69a2877b0a974eb0d3c03459https://doi.org/10.5281/zenodo.18793527
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Bayesian Hierarchical Model for Cost-Effectiveness Analysis of Secondary Schools Systems in Kenya: A Methodological Evaluation2013
  2. 2Bayesian Hierarchical Model for Cost-Effectiveness Analysis of Secondary Schools Systems in Kenya: A Methodological Evaluation2013
  3. 3Bayesian Hierarchical Model Assessment of Secondary School Systems Efficiency in Kenya2014
  4. 4Bayesian Hierarchical Model Assessment of Secondary School Systems Efficiency in Kenya2014
  5. 5Bayesian Hierarchical Model for Measuring Cost-Effectiveness in South African Secondary Schools Systems2002