Multilevel Regression Analysis to Assess System Reliability in Ghanaian Secondary Schools Systems

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Autore principale: Adzube, Kofi
Natura: Recurso digital
Lingua:inglese
Pubblicazione: Zenodo 2013
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author Adzube, Kofi
author_facet Adzube, Kofi
contents <p>The secondary school system in Ghana faces challenges related to infrastructure, funding, teacher quality, and student performance. A multilevel logistic regression model was employed to analyse data collected from Ghanaian secondary schools. The model accounts for both fixed effects (e.g., funding levels) and random effects (e.g., differences between schools). The analysis revealed that school funding had a significant positive impact on student performance, with an odds ratio of 1.05 per unit increase in funding. Multilevel regression analysis provided insights into the reliability and effectiveness of secondary school systems in Ghana, highlighting the importance of adequate funding. Investment strategies should focus on increasing educational resources to improve student outcomes. multilevel regression, system reliability, secondary schools, Ghana The empirical specification follows $Y=\beta_0+\beta^\top X+\varepsilon$, and inference is reported with uncertainty-aware statistical criteria.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18993701
institution Zenodo
language eng
publishDate 2013
publisher Zenodo
record_format zenodo
spellingShingle Multilevel Regression Analysis to Assess System Reliability in Ghanaian Secondary Schools Systems
Adzube, Kofi
Sub-Saharan
logistic
multilevel
regression
education
evaluation
reliability
<p>The secondary school system in Ghana faces challenges related to infrastructure, funding, teacher quality, and student performance. A multilevel logistic regression model was employed to analyse data collected from Ghanaian secondary schools. The model accounts for both fixed effects (e.g., funding levels) and random effects (e.g., differences between schools). The analysis revealed that school funding had a significant positive impact on student performance, with an odds ratio of 1.05 per unit increase in funding. Multilevel regression analysis provided insights into the reliability and effectiveness of secondary school systems in Ghana, highlighting the importance of adequate funding. Investment strategies should focus on increasing educational resources to improve student outcomes. multilevel regression, system reliability, secondary schools, Ghana The empirical specification follows $Y=\beta_0+\beta^\top X+\varepsilon$, and inference is reported with uncertainty-aware statistical criteria.</p>
title Multilevel Regression Analysis to Assess System Reliability in Ghanaian Secondary Schools Systems
topic Sub-Saharan
logistic
multilevel
regression
education
evaluation
reliability
url https://doi.org/10.5281/zenodo.18993701