Economic efficiency of public secondary education expenditure: How different are developed and developing countries?
No. 80 (2018-01-01)Author(s)
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Juliana Arias Ciro
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Alejandro Torres García
Abstract
This study measures the efficiency of public secondary education expenditure in 37 developing and developed countries using a two-step semi-parametric DEA (Data Envelopment Analysis) methodology. We first implement two cross-country frontier models for the 2012-2015 period: one using a physical input (i.e., teacher-pupil ratio) and one using monetary inputs (i.e., government and private expenditure per secondary student as a percentage of GDP). These results are corrected by the effects of GDP per capita and adult educational attainment as non-discretionary inputs. We obtain five important results: 1) developed and developing countries are similar in terms of the education production process due to the peers used in the non-parametric estimation of relative efficiency; 2) developing countries could increase their enrolment rates and PISA scores by approximately 22% and 21%, respectively, by maintaining the same teacher-pupil ratios and public-private spending levels; 3) Australia, Belgium, Finland, and Japan are efficient countries in the two frontier models; 4) robust empirical evidence indicates that both income and parental educational attainment negatively affect efficiency in both models; and 5) the physical frontier model significantly favours developing countries, bringing them closer to the efficiency frontier; however, it negatively affects developed countries.
References
Aristovnik, A. (2013). Relative efficiency of education expenditures in Eastern Europe: A non-parametric approach. Journal of Knowledge Management, Economics and Information Technology, 3(3), 1-4.
Afonso, A., Romero-Barrutieta, A., & Monsalve, E. (2013). Public sector efficiency: Evidence for Latin America (ISEG Economics Working Paper No. 20/2013/DE/UECE). Lisbon School of Economics and Management, Universidade de Lisboa.
Lips, D., Watkins, S., & Fleming, J. (2008). Does spending more on education improve academic achievement? Available at: http://www.heritage.org/research/reports/2008/09/does-spending-more-on-education-improve-academic-achievement?query=does+spending+more+on+education+improve+academic+achievement.
Afonso, A., & Aubyn, M. S. (2006). Cross-country efficiency of secondary education provision: A semi-parametric analysis with non-discretionary inputs. Economic Modelling, 23(3), 476-491.
Afonso, A., Schuknecht, L., & Tanzi, V. (2010). Public sector efficiency: Evidence for new EU member states and emerging markets. Applied Economics, 42(17), 2147-2164.
Afonso, A., & St Aubyn, M. (2005). Non-parametric approaches to education and health efficiency in OECD countries. Journal of Applied Economics, 8(2), 227-246.
Afonso, A., Schuknecht, L., & Tanzi, V. (2005). Public sector efficiency: an international comparison. Public Choice, 123(3-4), 321-347.
Barro, R. (2013). Education and economic growth. Annals of Economics and Finance, 14(2), 301-328.
Barro, R., & Lee, J. (2013). A new data set of educational attainment in the world, 1950-2010. Journal of Development Economics, 104, 184-198.
Ben Mimoun, M. (2008). Credit constraints in education: Evidence from International Data. Journal of Applied Economics, 11(1), 33-60.
Breton, T. R. (2014). Schooling and economic growth: What have we learned? (Working Papers 14-08). Center for Research in Economics and Finance (CIEF).
Cordero, J. M., Pedraja, F., & Santín, D. (2009). Alternative approaches to include exogenous variables in DEA measures: A comparison using Monte Carlo. Computers & Operations Research, 36(10), 2699-2706.
De Witte, K., & López-Torres, L. (2017). Efficiency in education: A review of literature and a way forward. Journal of the Operational Research Society, 68(4), 339-363.
Fuchs, T., & Woessmann, L. (2004). What accounts for international differences in student performance?: A re-examination using PISA data (Discussion Paper Series 1287). IZA DP.
Gennaioli, N., & Shleifer, A. (2013). Human capital and regional development. The Quarterly Journal of Economics, 128(1), 105-164.
Gupta, S., & Verhoeven, M. (2001). The efficiency of government expenditure: Experiences from Africa. Journal of Policy Modeling, 23(4), 433-467.
Herrera, S., & Pang, G. (2005). Eficiencia del gasto público en países desarrollados: enfoque de frontera de eficiencia (Policy Research Working Paper Series 3645). Washington, D. C.: The World Bank.
Huguenin, J. (2015). Data Envelopment Analysis and non-discretionary inputs: How to select the most suitable model using multi-criteria decision analysis. Expert Systems with Applications, 42, 2570-2581.
Lee, J. W., & Barro, R. J. (2001). Schooling quality in a cross–section of countries. Economica, 68(272), 465-488.
Salazar, A. (2014). The efficiency of education expenditure in Latin America and lessons for Colombia. Desarrollo y Sociedad, 74, 19-67.
Simar, L., & Wilson, P. (2007). Estimation and inference in two-stage, semi-parametric models of production process. Journal of Econometrics, 136, 31-64.
St. Aubyn, M. (2003). Evaluating efficiency in the Portuguese education sector. Economia, 26, 25-51.
Sutherland, D., Price, R., Joumard, I., & Nicq, C. (2007). Performance indicators for public spending efficiency in primary and secondary education (Working Paper 546). OECD Economics Department.
OECD Data. Available at: https://data.oecd.org/eduresource/private-spending-on-education.htm
UNESCO, Data Centre. UNESCO Institute for Statistics. (2015). Available at: http://databank.worldbank.org/data/views/variableselection/selectvariables.aspx?source=world-development-indicators
World Bank: World Development Indicators. (2015). Available at: http://data.uis.unesco.org/#