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Determinants of Tunisian Schools’ Efficiency: A DEA-Tobit Approach

Author

Listed:
  • Yahia, F.B.

    (University of Tunis, Tunisia)

  • Essid, H.

    (University of Tunis, Tunisia)

Abstract

The purpose of this paper is to assess the technical efficiency of Tunisian secondary education and to identify the determinants of its performance by using the Programme for International Student Assessment (PISA) 2015 survey. A two stage analysis is conducted; in the first stage we estimate efficiency score of each school by employing data envelopment analysis (DEA) approach. In the second stage, factors affecting school’s efficiency are examined through a Tobit regression analysis. Results show that almost 96.5% of schools are inefficient and on average, Tunisian schools could have increased their results by 27% using the same resources. We conclude that the number of students in the class has a positive effect on the efficiency scores of secondary schools. Furthermore, school responsibility for resource allocation and the socioeconomic background of students’ family influence negatively the school efficiency.

Suggested Citation

  • Yahia, F.B. & Essid, H., 2019. "Determinants of Tunisian Schools’ Efficiency: A DEA-Tobit Approach," Journal of Applied Management and Investments, Department of Business Administration and Corporate Security, International Humanitarian University, vol. 8(1), pages 44-56, February.
  • Handle: RePEc:ods:journl:v:8:y:2019:i:1:p:44-56
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    References listed on IDEAS

    as
    1. Johnes, Jill, 2015. "Operational Research in education," European Journal of Operational Research, Elsevier, vol. 243(3), pages 683-696.
    2. Miguel St. Aubyn & álvaro Pina & Filomena Garcia & Joana Pais, 2009. "Study on the efficiency and effectiveness of public spending on tertiary education," European Economy - Economic Papers 2008 - 2015 390, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    3. Ramzi, Sourour & Afonso, António & Ayadi, Mohamed, 2016. "Assessment of efficiency in basic and secondary education in Tunisia: A regional analysis," International Journal of Educational Development, Elsevier, vol. 51(C), pages 62-76.
    4. Kristof De Witte & Laura López-Torres, 2017. "Efficiency in education: a review of literature and a way forward," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(4), pages 339-363, April.
    5. Nadeem A. Burney & Jill Johnes & Mohammed Al-Enezi & Marwa Al-Musallam, 2013. "The efficiency of public schools: the case of Kuwait," Education Economics, Taylor & Francis Journals, vol. 21(4), pages 360-379, September.
    6. Coco, Giuseppe & Lagravinese, Raffaele, 2014. "Cronyism and education performance," Economic Modelling, Elsevier, vol. 38(C), pages 443-450.
    7. H餩 Essid & Pierre Ouellette & St鰨ane Vigeant, 2013. "Small is not that beautiful after all: measuring the scale efficiency of Tunisian high schools using a DEA-bootstrap method," Applied Economics, Taylor & Francis Journals, vol. 45(9), pages 1109-1120, March.
    8. Lars-Erik Borge & Linn Renée Naper, 2006. "Efficiency Potential and Efficiency Variation in Norwegian Lower Secondary Schools," FinanzArchiv: Public Finance Analysis, Mohr Siebeck, Tübingen, vol. 62(2), pages 221-249, June.
    9. Haelermans, Carla & De Witte, Kristof & Blank, Jos L.T., 2012. "On the allocation of resources for secondary schools," Economics of Education Review, Elsevier, vol. 31(5), pages 575-586.
    10. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    11. Léopold Simar & Paul Wilson, 2011. "Two-stage DEA: caveat emptor," Journal of Productivity Analysis, Springer, vol. 36(2), pages 205-218, October.
    12. Gronberg, Timothy J. & Jansen, Dennis W. & Taylor, Lori L., 2012. "The relative efficiency of charter schools: A cost frontier approach," Economics of Education Review, Elsevier, vol. 31(2), pages 302-317.
    13. Haelermans, Carla & Ruggiero, John, 2013. "Estimating technical and allocative efficiency in the public sector: A nonparametric analysis of Dutch schools," European Journal of Operational Research, Elsevier, vol. 227(1), pages 174-181.
    14. Essid, Hédi & Ouellette, Pierre & Vigeant, Stéphane, 2010. "Measuring efficiency of Tunisian schools in the presence of quasi-fixed inputs: A bootstrap data envelopment analysis approach," Economics of Education Review, Elsevier, vol. 29(4), pages 589-596, August.
    15. Bradley, Steve & Johnes, Geraint & Millington, Jim, 2001. "The effect of competition on the efficiency of secondary schools in England," European Journal of Operational Research, Elsevier, vol. 135(3), pages 545-568, December.
    16. Davutyan, Nurhan & Demir, Mert & Polat, Sezgin, 2010. "Assessing the efficiency of Turkish secondary education: Heterogeneity, centralization, and scale diseconomies," Socio-Economic Planning Sciences, Elsevier, vol. 44(1), pages 35-44, March.
    17. Anatoliy G. Goncharuk, 2018. "Efficiency vs Effectiveness: Alternative Metrics for Research Performance," Journal of Applied Management and Investments, Department of Business Administration and Corporate Security, International Humanitarian University, vol. 7(1), pages 24-37, February.
    18. Hoff, Ayoe, 2007. "Second stage DEA: Comparison of approaches for modelling the DEA score," European Journal of Operational Research, Elsevier, vol. 181(1), pages 425-435, August.
    19. Podinovski, Victor V. & Ismail, Ihsan & Bouzdine-Chameeva, Tatiana & Zhang, Wenjuan, 2014. "Combining the assumptions of variable and constant returns to scale in the efficiency evaluation of secondary schools," European Journal of Operational Research, Elsevier, vol. 239(2), pages 504-513.
    20. Anatoliy G. Goncharuk, 2016. "Evaluating the Efficiency of Higher Education," Journal of Applied Management and Investments, Department of Business Administration and Corporate Security, International Humanitarian University, vol. 5(2), pages 82-91, May.
    21. Ruggiero, John, 1996. "Efficiency of Educational Production: An Analysis of New York School Districts," The Review of Economics and Statistics, MIT Press, vol. 78(3), pages 499-509, August.
    22. Watanabe, Michio & Tanaka, Katsuya, 2007. "Efficiency analysis of Chinese industry: A directional distance function approach," Energy Policy, Elsevier, vol. 35(12), pages 6323-6331, December.
    23. Blackburn, Vincent & Brennan, Shae & Ruggiero, John, 2014. "Measuring efficiency in Australian Schools: A preliminary analysis," Socio-Economic Planning Sciences, Elsevier, vol. 48(1), pages 4-9.
    24. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    25. Rajiv D. Banker & Ram Natarajan, 2008. "Evaluating Contextual Variables Affecting Productivity Using Data Envelopment Analysis," Operations Research, INFORMS, vol. 56(1), pages 48-58, February.
    26. Sourour Ramzi & Mohamed Ayadi, 2016. "Assessment of Universities Efficiency Using Data Envelopment Analysis: Weights Restrictions and Super-Efficiency Measure," Journal of Applied Management and Investments, Department of Business Administration and Corporate Security, International Humanitarian University, vol. 5(1), pages 40-58, February.
    27. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    28. Tommaso Agasisti, 2013. "The efficiency of Italian secondary schools and the potential role of competition: a data envelopment analysis using OECD-PISA2006 data," Education Economics, Taylor & Francis Journals, vol. 21(5), pages 520-544, December.
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    More about this item

    Keywords

    economic education; efficiency; data envelopment analysis (DEA); Tobit regression; PISA;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • H75 - Public Economics - - State and Local Government; Intergovernmental Relations - - - State and Local Government: Health, Education, and Welfare

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