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Assessment of quality and efficiency in higher education system. Empirical study for the EU countries

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  • Râlea, Ioana-Alexandra
  • Pintilescu, Carmen

Abstract

High quality and efficient education are fundamental to a country's development. As a result, the continuous assessment of the quality and efficiency of education remains a subject of constant debate. This has led to an increased interest in developing evaluation methods that are as reliable as possible. In this paper, we assess the quality and efficiency of higher education by constructing composite quality and efficiency indices, using various statistical methods for European Union's countries for the year 2022. For the construction of the composite quality index, we considered nine variables, then we used principal component analysis (PCA) to determine the importance of each variable, whereas the weighting method was applied in order to extract the factor loading coefficients of the score matrix. To construct the composite efficiency index, eight variables were analysed and we applied stochastic frontier analysis (SFA), which estimated a production frontier and measured the random inefficiency of production units. Inefficiency scores were obtained for each country and were combined with the outputs considered in the analysis to provide an overview of the efficiency of decision-making units (DMUs). These results were then correlated with the number of universities included in the international top rankings using the Spearman coefficient. Our findings reveal a positive correlation between the two composite indices and the number of universities featured in these rankings for each country analysed. This confirms that the analysed variables provide insight into the quality and efficiency of higher education system in these countries, which could increase the number of universities included in the international rankings.

Suggested Citation

  • Râlea, Ioana-Alexandra & Pintilescu, Carmen, 2025. "Assessment of quality and efficiency in higher education system. Empirical study for the EU countries," MPRA Paper 124880, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:124880
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    References listed on IDEAS

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    1. Johnes, Geraint & Johnes, Jill, 1993. "Measuring the Research Performance of UK Economics Departments: An Application of Data Envelopment Analysis," Oxford Economic Papers, Oxford University Press, vol. 45(2), pages 332-347, April.
    2. Jerry G. Thursby, 2000. "What Do We Say about Ourselves and What Does It Mean? Yet Another Look at Economics Department Research," Journal of Economic Literature, American Economic Association, vol. 38(2), pages 383-404, June.
    3. Gary Madden & Scott Savage & Steven Kemp, 1997. "Measuring Public Sector Efficiency: A Study of Economics Departments at Australian Universities," Education Economics, Taylor & Francis Journals, vol. 5(2), pages 153-168.
    4. Johnes, Jill, 2006. "Data envelopment analysis and its application to the measurement of efficiency in higher education," Economics of Education Review, Elsevier, vol. 25(3), pages 273-288, June.
    5. Cong Cao & Tianlan Wei & Shengyuan Xu & Fan Su & Haiquan Fang, 2023. "Comprehensive evaluation of higher education systems using indicators: PCA and EWM methods," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-12, December.
    6. Andrea Bonaccorsi & Cinzia Daraio & Léopold Simar, 2006. "Advanced indicators of productivity of universitiesAn application of robust nonparametric methods to Italian data," Scientometrics, Springer;Akadémiai Kiadó, vol. 66(2), pages 389-410, February.
    7. Timothy J. Coelli & D.S. Prasada Rao & Christopher J. O’Donnell & George E. Battese, 2005. "An Introduction to Efficiency and Productivity Analysis," Springer Books, Springer, edition 0, number 978-0-387-25895-9, July.
    8. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
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    More about this item

    Keywords

    quality; efficiency; higher education; PCA; SFA; composite index;
    All these keywords.

    JEL classification:

    • B23 - Schools of Economic Thought and Methodology - - History of Economic Thought since 1925 - - - Econometrics; Quantitative and Mathematical Studies
    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions

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