Vol. 2009 No. 1 (2009)

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Bayesian Hierarchical Model for Evaluating Cost-Efficiency in Tanzania's Regional Monitoring Networks Systems

Kabingo Mwakimbo, Department of Data Science, Tanzania Wildlife Research Institute (TAWIRI)
DOI: 10.5281/zenodo.18890486
Published: January 3, 2009

Abstract

Tanzania's regional monitoring networks are critical for environmental and agricultural management. However, their cost-effectiveness is not well understood. A Bayesian hierarchical model was employed to assess the performance and cost-effectiveness of these networks across different geographic regions. The model accounts for spatial variability and heterogeneity in resource allocation and environmental impact. The analysis identified distinct patterns of resource utilization, revealing that some areas within Tanzania benefit more from centralized monitoring systems compared to decentralized ones. This study provides a robust framework for evaluating the cost-effectiveness of regional monitoring networks, offering insights into optimising resource allocation in future monitoring efforts. Adopting the findings of this study can lead to more efficient and equitable use of resources in Tanzania's environmental management systems. Bayesian Hierarchical Model, Cost-Efficiency, Regional Monitoring Networks, Tanzania Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.

How to Cite

Kabingo Mwakimbo (2009). Bayesian Hierarchical Model for Evaluating Cost-Efficiency in Tanzania's Regional Monitoring Networks Systems. African Remote Sensing Applications (Environmental/Earth Science Methodology), Vol. 2009 No. 1 (2009). https://doi.org/10.5281/zenodo.18890486

Keywords

Sub-SaharanAfricaBayesianModelHierarchicalEconometricsGeospatial

References