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Estimating an educational production function for five countries of Latin America on the basis of the PISA data

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  • Deutsch, Joseph
  • Dumas, Audrey
  • Silber, Jacques

Abstract

This paper takes a new look at the determinants of cognitive ability. Using the results of the 2006 PISA survey for five Latin American countries (Brazil, Chile, Colombia, Mexico and Uruguay) it adopts an efficiency analysis perspective. Rather than selecting as inputs a few variables, it integrates the maximum amount of available information via the use of correspondence analysis (CA). Efficiency is estimated at the individual level via corrected ordinary least squares and is then regressed on explanatory variables obtained again via correspondence analysis. Unobserved school effects are taken into account by estimating a random effect model. Finally, using the so-called Shapley decomposition, we determine the exact impact on individual efficiency of each of the factors that are considered as determinants of this efficiency.

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  • Deutsch, Joseph & Dumas, Audrey & Silber, Jacques, 2013. "Estimating an educational production function for five countries of Latin America on the basis of the PISA data," Economics of Education Review, Elsevier, vol. 36(C), pages 245-262.
    • Handle: RePEc:eee:ecoedu:v:36:y:2013:i:c:p:245-262
    DOI: 10.1016/j.econedurev.2013.07.005
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    8. Cordero, Jose Manuel & Polo, Cristina & Simancas, Rosa, 2022. "Assessing the efficiency of secondary schools: Evidence from OECD countries participating in PISA 2015," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).
    9. Cordero, Jose M. & Polo, Cristina & Santín, Daniel & Simancas, Rosa, 2018. "Efficiency measurement and cross-country differences among schools: A robust conditional nonparametric analysis," Economic Modelling, Elsevier, vol. 74(C), pages 45-60.
    10. Gregorio Gimenez & Denisa Ciobanu & Beatriz Barrado, 2021. "A Proposal of Spatial Measurement of Peer Effect through Socioeconomic Indices and Unsatisfied Basic Needs," Economies, MDPI, vol. 9(2), pages 1-20, May.
    11. French, Joseph J. & French, Atchaporn & Li, Wei-Xuan, 2015. "The relationship among cultural dimensions, education expenditure, and PISA performance," International Journal of Educational Development, Elsevier, vol. 42(C), pages 25-34.
    12. Juan Carlos Henao & David A. Ortiz Escobar, 2018. "Corrupción en Colombia Tomo 2 Enfoques sectoriales sobre corrupción," Books, Universidad Externado de Colombia, Facultad de Derecho, number 1025.
    13. Meital Izraelov & Jacques Silber, 2019. "An assessment of the global food security index," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 11(5), pages 1135-1152, October.
    14. Jorge Calero & Inés P. Murillo Huertas & José L. Raymond, 2021. "Efficiency in the transformation of schooling into competences: A cross‐country analysis using PIAAC data," Bulletin of Economic Research, Wiley Blackwell, vol. 73(2), pages 252-275, April.
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    16. Juan Aparicio & Sergio Perelman & Daniel Santín, 2022. "Comparing the evolution of productivity and performance gaps in education systems through DEA: an application to Latin American countries," Operational Research, Springer, vol. 22(2), pages 1443-1477, April.
    17. Aparicio, Juan & Cordero, Jose M. & Gonzalez, Martin & Lopez-Espin, Jose J., 2018. "Using non-radial DEA to assess school efficiency in a cross-country perspective: An empirical analysis of OECD countries," Omega, Elsevier, vol. 79(C), pages 9-20.
    18. Víctor Giménez & Claudio Thieme & Diego Prior & Emili Tortosa-Ausina, 2017. "An international comparison of educational systems: a temporal analysis in presence of bad outputs," Journal of Productivity Analysis, Springer, vol. 47(1), pages 83-101, February.
    19. Inés P. Murillo & José L. Raymond & Jorge Calero, 2017. "Efficiency in the transformation of schooling into competences: A cross-country analysis using PIAAC data," Working Papers 2017/12, Institut d'Economia de Barcelona (IEB).
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    More about this item

    Keywords

    Brazil; Chile; Colombia; Corrected ordinary least squares; Correspondence analysis; Educational production function; Mexico; PISA data; Shapley value; Uruguay;
    All these keywords.

    JEL classification:

    • A20 - General Economics and Teaching - - Economic Education and Teaching of Economics - - - General
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

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