The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence

In this study, we assessed the efficiency of compulsory lower secondary education. We selected three variables that may significantly affect students’ performance in a particular country. First, we assumed that student scores achieved in PISA testing determine the number of monetary funds spent on t...

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Main Authors: Darya Dancaková, Jozef Glova, Alena Andrejovská
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/9/24/3249
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author Darya Dancaková
Jozef Glova
Alena Andrejovská
author_facet Darya Dancaková
Jozef Glova
Alena Andrejovská
author_sort Darya Dancaková
collection DOAJ
description In this study, we assessed the efficiency of compulsory lower secondary education. We selected three variables that may significantly affect students’ performance in a particular country. First, we assumed that student scores achieved in PISA testing determine the number of monetary funds spent on these three variables, specifically student–teacher ratio, class size, and the annual number of hours spent in school. Second, we evaluated the efficiency of education in a sample of 24 different OECD countries, comparing the students’ performance in PISA 2018. Third, we used the two-stage data envelopment analysis with a bootstrapping procedure for estimating technical efficiency scores. Finally, we applied OLS and quantile regression, where our regression estimates in both models showed a positive effect of GDP per capita on students’ achievement across countries. The positive impact of GDP per capita was significant only for the least efficient countries. Conversely, the level of impact of parental education was much stronger and more positive for the inefficient countries and proved to be negative for more efficient countries.
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spelling doaj.art-41810360dc044dbdace25b6e54e3d9452023-11-23T09:26:23ZengMDPI AGMathematics2227-73902021-12-01924324910.3390/math9243249The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country EvidenceDarya Dancaková0Jozef Glova1Alena Andrejovská2Department of Banking and Investment, Technical University of Košice, 040 01 Košice, SlovakiaDepartment of Banking and Investment, Technical University of Košice, 040 01 Košice, SlovakiaDepartment of Finance, Technical University of Košice, 040 01 Košice, SlovakiaIn this study, we assessed the efficiency of compulsory lower secondary education. We selected three variables that may significantly affect students’ performance in a particular country. First, we assumed that student scores achieved in PISA testing determine the number of monetary funds spent on these three variables, specifically student–teacher ratio, class size, and the annual number of hours spent in school. Second, we evaluated the efficiency of education in a sample of 24 different OECD countries, comparing the students’ performance in PISA 2018. Third, we used the two-stage data envelopment analysis with a bootstrapping procedure for estimating technical efficiency scores. Finally, we applied OLS and quantile regression, where our regression estimates in both models showed a positive effect of GDP per capita on students’ achievement across countries. The positive impact of GDP per capita was significant only for the least efficient countries. Conversely, the level of impact of parental education was much stronger and more positive for the inefficient countries and proved to be negative for more efficient countries.https://www.mdpi.com/2227-7390/9/24/3249educationhuman capitaldata envelopment analysisbootstrappingquantile regressioncorrelation analysis
spellingShingle Darya Dancaková
Jozef Glova
Alena Andrejovská
The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence
Mathematics
education
human capital
data envelopment analysis
bootstrapping
quantile regression
correlation analysis
title The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence
title_full The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence
title_fullStr The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence
title_full_unstemmed The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence
title_short The Robust Efficiency Estimation in Lower Secondary Education: Cross-Country Evidence
title_sort robust efficiency estimation in lower secondary education cross country evidence
topic education
human capital
data envelopment analysis
bootstrapping
quantile regression
correlation analysis
url https://www.mdpi.com/2227-7390/9/24/3249
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