Methodological Evaluation of Industrial Machinery Fleets in South Africa Using Panel Data for Efficiency Measurement

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Autori principali: Mkhize, Fikile, Nkosi, Noluthando, Khumalo, Sipho
Natura: Recurso digital
Lingua:inglese
Pubblicazione: Zenodo 2007
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_version_ 1866902000893952000
author Mkhize, Fikile
Nkosi, Noluthando
Khumalo, Sipho
author_facet Mkhize, Fikile
Nkosi, Noluthando
Khumalo, Sipho
contents <p>This study addresses a current research gap in Engineering concerning Methodological evaluation of industrial machinery fleets systems in South Africa: panel-data estimation for measuring efficiency gains in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured analytical approach was used, integrating formal modelling with domain evidence. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Methodological evaluation of industrial machinery fleets systems in South Africa: panel-data estimation for measuring efficiency gains, South Africa, Africa, Engineering, methodology paper This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. The maintenance outcome was modelled as $Y_{it}=\beta_0+\beta_1X_{it}+u_i+\varepsilon_{it}$, with robustness checked using heteroskedasticity-consistent errors.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18851697
institution Zenodo
language eng
publishDate 2007
publisher Zenodo
record_format zenodo
spellingShingle Methodological Evaluation of Industrial Machinery Fleets in South Africa Using Panel Data for Efficiency Measurement
Mkhize, Fikile
Nkosi, Noluthando
Khumalo, Sipho
Pan-African
Panel Data
Efficiency Measurement
Econometrics
Time Series Analysis
Stochastic Frontier
Spatial Econometrics
<p>This study addresses a current research gap in Engineering concerning Methodological evaluation of industrial machinery fleets systems in South Africa: panel-data estimation for measuring efficiency gains in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured analytical approach was used, integrating formal modelling with domain evidence. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Methodological evaluation of industrial machinery fleets systems in South Africa: panel-data estimation for measuring efficiency gains, South Africa, Africa, Engineering, methodology paper This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. The maintenance outcome was modelled as $Y_{it}=\beta_0+\beta_1X_{it}+u_i+\varepsilon_{it}$, with robustness checked using heteroskedasticity-consistent errors.</p>
title Methodological Evaluation of Industrial Machinery Fleets in South Africa Using Panel Data for Efficiency Measurement
topic Pan-African
Panel Data
Efficiency Measurement
Econometrics
Time Series Analysis
Stochastic Frontier
Spatial Econometrics
url https://doi.org/10.5281/zenodo.18851697