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International differences in educational equity: An assessment using the Benefit of the Doubt model

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  • D’Inverno, Giovanna
  • Polo, Cristina
  • Sicilia, Gabriela
  • Simancas, Rosa

Abstract

Educational equity is a key tool to promote countries’ social and economic development and has become a central issue in international policy agendas. Since equity is multidimensional in nature and a complex process, a proper assessment of performance in terms of equity is a demanding task that requires aggregating several individual indicators to obtain a synthetic and simplified vision. This research aim to fill this gap by providing a synthetic measure to carry out a comprehensive and fair comparison of the degree of equity of the OECD educational systems. In particular, we use a robust directional Benefit of the Doubt (BoD) model to construct an Equity Composite Indicator, which allows us to benchmark the OECD educational systems in terms of equity based on a single criterion, considering its multiple dimensions and respecting the different priorities and particularities of the educational systems. The results find significant differences in equity among OECD educational systems. Furthermore, the empirical analysis reinforces the hypothesis that educational equity is a multidimensional concept, requiring the inclusion of all dimensions in the comparative analysis. This research provides a new approach that can be used not only to assess the evolution of educational equity across countries, but also to model its relationship with other economic variables. The proposed model could be useful in helping policymakers understand and improve educational equity in practice, as well as evaluate the impact of public policies.

Suggested Citation

  • D’Inverno, Giovanna & Polo, Cristina & Sicilia, Gabriela & Simancas, Rosa, 2025. "International differences in educational equity: An assessment using the Benefit of the Doubt model," Socio-Economic Planning Sciences, Elsevier, vol. 99(C).
  • Handle: RePEc:eee:soceps:v:99:y:2025:i:c:s0038012125000552
    DOI: 10.1016/j.seps.2025.102206
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    1. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    2. Tommaso Agasisti & Francesco Avvisati & Francesca Borgonovi & Sergio Longobardi, 2018. "Academic resilience: What schools and countries do to help disadvantaged students succeed in PISA," OECD Education Working Papers 167, OECD Publishing.
    3. Kristof De Witte & Florian Tomini, 2017. "Inequality and education: education as a cure for disadvantage," Chapters, in: Geraint Johnes & Jill Johnes & Tommaso Agasisti & Laura López-Torres (ed.), Handbook of Contemporary Education Economics, chapter 5, pages 98-119, Edward Elgar Publishing.
    4. Juan C. Palomino & Gustavo A. Marrero & Juan G. Rodríguez, 2019. "Channels of Inequality of Opportunity: The Role of Education and Occupation in Europe," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1045-1074, June.
    5. Hanushek, Eric A. & Woessmann, Ludger, 2011. "The Economics of International Differences in Educational Achievement," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 2, pages 89-200, Elsevier.
    6. 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.
    7. Dovile Stumbriene & Ana S. Camanho & Audrone Jakaitiene, 2020. "The performance of education systems in the light of Europe 2020 strategy," Annals of Operations Research, Springer, vol. 288(2), pages 577-608, May.
    8. repec:bla:ecpoli:v:22:y:2007:i::p:781-861 is not listed on IDEAS
    9. Ludger Wößmann, 2008. "Efficiency and equity of European education and training policies," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 15(2), pages 199-230, April.
    10. Cinzia Daraio & Léopold Simar, 2005. "Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach," Journal of Productivity Analysis, Springer, vol. 24(1), pages 93-121, September.
    11. Eric A. Hanushek & Ludger Woessmann, 2020. "A quantitative look at the economic impact of the European Union’s educational goals," Education Economics, Taylor & Francis Journals, vol. 28(3), pages 225-244, May.
    12. repec:hal:pseose:halshs-01030825 is not listed on IDEAS
    13. Verschelde, Marijn & Rogge, Nicky, 2012. "An environment-adjusted evaluation of citizen satisfaction with local police effectiveness: Evidence from a conditional Data Envelopment Analysis approach," European Journal of Operational Research, Elsevier, vol. 223(1), pages 214-225.
    14. Gustavo A. Marrero & Juan C. Palomino & Gabriela Sicilia, 2024. "Inequality of opportunity in educational achievement in Western Europe: contributors and channels," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 22(2), pages 383-410, June.
    15. Francine D. Blau & Lawrence M. Kahn, 2005. "Do Cognitive Test Scores Explain Higher U.S. Wage Inequality?," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 184-193, February.
    16. 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.
    17. Ralph Hippe & Luisa De Sousa Lobo Borges de Araujo & Patricia Dinis Mota da Costa, 2016. "Equity in Education in Europe," JRC Research Reports JRC104595, Joint Research Centre.
    18. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    19. Andrea Saltelli, 2007. "Composite Indicators between Analysis and Advocacy," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 81(1), pages 65-77, March.
    20. Francisco H. G. Ferreira & Jérémie Gignoux, 2014. "The Measurement of Educational Inequality: Achievement and Opportunity," The World Bank Economic Review, World Bank, vol. 28(2), pages 210-246.
    21. D’Inverno, Giovanna & Carosi, Laura & Romano, Giulia, 2021. "Environmental sustainability and service quality beyond economic and financial indicators: A performance evaluation of Italian water utilities," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    22. Jeanneaux, Philippe & Latruffe, Laure, 2016. "Modelling pollution-generating technologies in performance benchmarking: Recent developments, limits and future prospects in the nonparametric frameworkAuthor-Name: Dakpo, K. Hervé," European Journal of Operational Research, Elsevier, vol. 250(2), pages 347-359.
    23. Bedard, Kelly & Ferrall, Christopher, 2003. "Wage and test score dispersion: some international evidence," Economics of Education Review, Elsevier, vol. 22(1), pages 31-43, February.
    24. Zanella, Andreia & Camanho, Ana S. & Dias, Teresa G., 2015. "Undesirable outputs and weighting schemes in composite indicators based on data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 245(2), pages 517-530.
    25. Kristof De Witte & Mika Kortelainen, 2013. "What explains the performance of students in a heterogeneous environment? Conditional efficiency estimation with continuous and discrete environmental variables," Applied Economics, Taylor & Francis Journals, vol. 45(17), pages 2401-2412, June.
    26. Matt Dickson, 2013. "The Causal Effect of Education on Wages Revisited," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(4), pages 477-498, August.
    27. Stumbrienė, Dovilė & Želvys, Rimantas & Žilinskas, Julius & Dukynaitė, Rita & Jakaitienė, Audronė, 2022. "Efficiency and effectiveness analysis based on educational inclusion and fairness of European countries," Socio-Economic Planning Sciences, Elsevier, vol. 82(PB).
    28. Gabriela Schütz & Heinrich W. Ursprung & Ludger Wößmann, 2008. "Education Policy and Equality of Opportunity," Kyklos, Wiley Blackwell, vol. 61(2), pages 279-308, May.
    29. Cordero, José Manuel & Salinas-Jiménez, Javier & Salinas-Jiménez, M Mar, 2017. "Exploring factors affecting the level of happiness across countries: A conditional robust nonparametric frontier analysis," European Journal of Operational Research, Elsevier, vol. 256(2), pages 663-672.
    30. Giorgio Brunello & Daniele Checchi, 2007. "Does school tracking affect equality of opportunity? New international evidence [‘Educational opportunities and the role of institutions’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 22(52), pages 782-861.
    31. M. M. Segovia-González & I. Contreras, 2023. "A Composite Indicator to Compare the Performance of Male and Female Students in Educational Systems," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 165(1), pages 181-212, January.
    32. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2012. "How to measure the impact of environmental factors in a nonparametric production model," European Journal of Operational Research, Elsevier, vol. 223(3), pages 818-833.
    33. Cazals, Catherine & Florens, Jean-Pierre & Simar, Leopold, 2002. "Nonparametric frontier estimation: a robust approach," Journal of Econometrics, Elsevier, vol. 106(1), pages 1-25, January.
    34. De Witte, Kristof & Schiltz, Fritz, 2018. "Measuring and explaining organizational effectiveness of school districts: Evidence from a robust and conditional Benefit-of-the-Doubt approach," European Journal of Operational Research, Elsevier, vol. 267(3), pages 1172-1181.
    35. Federico Cingano, 2014. "Trends in Income Inequality and its Impact on Economic Growth," OECD Social, Employment and Migration Working Papers 163, OECD Publishing.
    36. Gabriel Gutiérrez & John Jerrim & Rodrigo Torres, 2020. "School Segregation Across the World: Has Any Progress Been Made in Reducing the Separation of the Rich from the Poor?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(2), pages 157-179, June.
    37. Camanho, Ana S. & Stumbriene, Dovile & Barbosa, Flávia & Jakaitiene, Audrone, 2023. "The assessment of performance trends and convergence in education and training systems of European countries," European Journal of Operational Research, Elsevier, vol. 305(1), pages 356-372.
    38. Francesco Vidoli & Elisa Fusco & Claudio Mazziotta, 2015. "Non-compensability in Composite Indicators: A Robust Directional Frontier Method," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 122(3), pages 635-652, July.
    39. Sarrico, C. S. & Dyson, R. G., 2004. "Restricting virtual weights in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 159(1), pages 17-34, November.
    40. Oliveira, Renata & Zanella, Andreia & Camanho, Ana S., 2019. "The assessment of corporate social responsibility: The construction of an industry ranking and identification of potential for improvement," European Journal of Operational Research, Elsevier, vol. 278(2), pages 498-513.
    41. Lafuente, Esteban & Araya, Manuel & Leiva, Juan Carlos, 2022. "Assessment of local competitiveness: A composite indicator analysis of Costa Rican counties using the ‘Benefit of the Doubt’ model," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).
    42. 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.
    43. Rogge, Nicky & De Jaeger, Simon & Lavigne, Carolien, 2017. "Waste Performance of NUTS 2-regions in the EU: A Conditional Directional Distance Benefit-of-the-Doubt Model," Ecological Economics, Elsevier, vol. 139(C), pages 19-32.
    44. repec:oup:ecpoli:v:22:y:2007:i::p:781-861 is not listed on IDEAS
    45. Giménez, Víctor & Ayvar-Campos, Francisco Javier & Navarro-Chávez, José César Lenin, 2017. "Efficiency in the generation of social welfare in Mexico: A proposal in the presence of bad outputs," Omega, Elsevier, vol. 69(C), pages 43-52.
    46. Gabriella Sicilia & Rosa Simancas, 2023. "Eficiencia y equidad educativa en España: un análisis comparativo a nivel regional," Hacienda Pública Española / Review of Public Economics, IEF, vol. 245(2), pages 7-33, June.
    47. Tom Puyenbroeck, 2018. "On the Output Orientation of the Benefit-of-the-Doubt-Model," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(2), pages 415-431, September.
    48. Salvatore Greco & Alessio Ishizaka & Menelaos Tasiou & Gianpiero Torrisi, 2019. "On the Methodological Framework of Composite Indices: A Review of the Issues of Weighting, Aggregation, and Robustness," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 61-94, January.
    49. Pauline Givord, 2019. "Does greater social diversity in schools have an impact on equity in learning outcomes?," PISA in Focus 97, OECD Publishing.
    50. Abdul Abdullah & Hristos Doucouliagos & Elizabeth Manning, 2015. "Does Education Reduce Income Inequality? A Meta-Regression Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(2), pages 301-316, April.
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