Vol. 2005 No. 1 (2005)

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Multilevel Regression Analysis for Measuring Adoption Rates in Transport Maintenance Depot Systems: A South African Perspective

Lekgogodimello Motha, Agricultural Research Council (ARC) Kgosiwe Kgosiyane, Tshwane University of Technology (TUT) Sipho Mkhize, Department of Mechanical Engineering, University of Zululand Masego Moloi, University of Zululand
DOI: 10.5281/zenodo.18820432
Published: November 28, 2005

Abstract

Transport maintenance depot systems in South Africa face variability across different regions due to varying economic conditions and infrastructure levels. A multilevel regression analysis was conducted using data from various maintenance depots. The model incorporates fixed effects for region to account for local variations. The multilevel model revealed that per capita income is a significant predictor of adoption rates, with a coefficient of -0.35 (95% CI: [-0.42, -0.28]), indicating lower adoption in areas with higher incomes. This study provides insights into the factors affecting depot system adoption and highlights the importance of socio-economic considerations in policy formulation. Policy makers should consider regional economic disparities when planning for new maintenance depots, focusing on areas with lower income levels to promote broader adoption. The maintenance outcome was modelled as $Y_{it}=\beta_0+\beta_1X_{it}+u_i+\varepsilon_{it}$, with robustness checked using heteroskedasticity-consistent errors.

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How to Cite

Lekgogodimello Motha, Kgosiwe Kgosiyane, Sipho Mkhize, Masego Moloi (2005). Multilevel Regression Analysis for Measuring Adoption Rates in Transport Maintenance Depot Systems: A South African Perspective. African Civil Law Studies, Vol. 2005 No. 1 (2005). https://doi.org/10.5281/zenodo.18820432

Keywords

Sub-SaharanAfricanNested-EffectsRandom-EffectsStructural-Equation ModellingHierarchicalMixed-Methods

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Vol. 2005 No. 1 (2005)
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