Nonparametric estimation of education productivity incorporating nondiscretionary inputs with an application to Dutch schools
In this paper we develop a Malmquist productivity index for public sector production characterized by the influence of environmental variables. We extend Johnson and Ruggiero (2011) to the more general case of variable returns to scale to further decompose the Malmquist productivity index into technical, efficiency, scale and environmental change. We apply our model to analyze productivity of Dutch schools using 2002–2007 data. The results indicate that the environment influences the productivity index as well as the technical, efficiency, scale and environmental change components. We see that schools with a moderate classification of environment have the highest productivity numbers. In line with expectations, schools with the worst environment also perform worse and would perform better with an improved environment.
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- Othman Joumady & Catherine Ris, 2005. "Performance in European higher education: A non-parametric production frontier approach," Education Economics, Taylor & Francis Journals, vol. 13(2), pages 189-205.
- Eric A. Hanushek, 1979. "Conceptual and Empirical Issues in the Estimation of Educational Production Functions," Journal of Human Resources, University of Wisconsin Press, vol. 14(3), pages 351-388.
- Caroline M. Hoxby, 2004. "Productivity in Education: The Quintessential Upstream Industry," Southern Economic Journal, Southern Economic Association, vol. 71(2), pages 209-231, October.
- Pierre Ouellette & Valérie Vierstraete, 2008. "Malmquist indexes with quasi-fixed inputs: An application to school districts in Québec," Cahiers de recherche 08-25, Departement d'Economique de la Faculte d'administration à l'Universite de Sherbrooke.
- Afonso, Antonio & St. Aubyn, Miguel, 2006.
"Cross-country efficiency of secondary education provision: A semi-parametric analysis with non-discretionary inputs,"
Elsevier, vol. 23(3), pages 476-491, May.
- António Afonso & Miguel St. Aubyn, 2005. "Cross-country Efficiency of Secondary Education Provision: a Semi-parametric Analysis with Nondiscretionary Inputs," Working Papers Department of Economics 2005/05, ISEG - School of Economics and Management, Department of Economics, University of Lisbon.
- Afonso, António & St. Aubyn, Miguel, 2005. "Cross-country efficiency of secondary education provision: a semi-parametric analysis with non-discretionary inputs," Working Paper Series 0494, European Central Bank.
- Kirjavainen, Tanja & Loikkanen, Heikki, 1996.
"Efficiency Differences of Finnish Senior Secondary Schools: An Application of DEA and Tobit-Analysis,"
570, The Research Institute of the Finnish Economy.
- Kirjavainen, Tanja & Loikkanent, Heikki A., 1998. "Efficiency differences of finnish senior secondary schools: An application of DEA and Tobit analysis," Economics of Education Review, Elsevier, vol. 17(4), pages 377-394, October.
- K. Chakraborty & B. Biswas & WC. Lewis, 2000. "Economies of scale in public education: an econometric analysis," Contemporary Economic Policy, Western Economic Association International, vol. 18(2), pages 238-247, 04.
- Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
- Aleksandra PARTEKA & Joanna WOLSZCZAK-DERLACZ, 2011.
"Dynamics of productivity in higher education. Cross-European evidence based on bootstrapped Malmquist indices,"
Departmental Working Papers
2011-10, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
- Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2013. "Dynamics of productivity in higher education: cross-european evidence based on bootstrapped Malmquist indices," Journal of Productivity Analysis, Springer, vol. 40(1), pages 67-82, August.
- 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.
- Maria Alberta Oliveira & Carlos Santos, 2005. "Assessing school efficiency in Portugal using FDH and bootstrapping," Applied Economics, Taylor & Francis Journals, vol. 37(8), pages 957-968.
- Fare, Rolf & Grosskopf, Shawna, 1985. " Nonparametric Cost Approach to Scale Efficiency," Scandinavian Journal of Economics, Wiley Blackwell, vol. 87(4), pages 594-604.
- 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.
- Christopher J. O'Donnell, 2012.
"Nonparametric Estimates of the Components of Productivity and Profitability Change in U.S. Agriculture,"
American Journal of Agricultural Economics,
Agricultural and Applied Economics Association, vol. 94(4), pages 873-890.
- C.J. O'Donnell, 2010. "Nonparametric Estimates Of The Components Of Productivity And Profitability Change In U.S. Agriculture," CEPA Working Papers Series WP022010, School of Economics, University of Queensland, Australia.
- 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.
- Ruggiero, John, 1998. "Non-discretionary inputs in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 111(3), pages 461-469, December.
- Izadi, Hooshang & Johnes, Geraint & Oskrochi, Reza & Crouchley, Robert, 2002. "Stochastic frontier estimation of a CES cost function: the case of higher education in Britain," Economics of Education Review, Elsevier, vol. 21(1), pages 63-71, February.
- M-J Manceb�n & J Calero & � Choi & D P Xim�nez-de-Emb�n, 2012. "The efficiency of public and publicly subsidized high schools in Spain: Evidence from PISA-2006," Journal of the Operational Research Society, Palgrave Macmillan, vol. 63(11), pages 1516-1533, November.
- Fare, Rolf & Shawna Grosskopf & Mary Norris & Zhongyang Zhang, 1994. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries," American Economic Review, American Economic Association, vol. 84(1), pages 66-83, March.
- Fare, Rolf & Knox Lovell, C. A., 1978. "Measuring the technical efficiency of production," Journal of Economic Theory, Elsevier, vol. 19(1), pages 150-162, October.
- Mike Smet & Walter Nonneman, 1998. "Economies of scale and scope in Flemish secondary schools," Applied Economics, Taylor & Francis Journals, vol. 30(9), pages 1251-1258.
- Conroy, Stephen J. & Arguea, Nestor M., 2008. "An estimation of technical efficiency for Florida public elementary schools," Economics of Education Review, Elsevier, vol. 27(6), pages 655-663, December.
- 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.
- John Ruggiero, 2007. "Measuring the Cost of Meeting Minimum Educational Standards: An Application of Data Envelopment Analysis," Education Economics, Taylor & Francis Journals, vol. 15(1), pages 1-13.
- Shawna Grosskopf & Kathy J. Hayes & Lori L. Taylor & William L. Weber, 1997. "Budget-Constrained Frontier Measures Of Fiscal Equality And Efficiency In Schooling," The Review of Economics and Statistics, MIT Press, vol. 79(1), pages 116-124, February.
- Hédi Essid & Pierre Ouellette & Stéphane 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.
- Pierre Ouellette & Valerie Vierstraete, 2005. "An evaluation of the efficiency of Quebec's school boards using the Data Envelopment Analysis method," Applied Economics, Taylor & Francis Journals, vol. 37(14), pages 1643-1653.
- Ruggiero, John, 1996. "On the measurement of technical efficiency in the public sector," European Journal of Operational Research, Elsevier, vol. 90(3), pages 553-565, May.
- Banker, Rajiv D., 1984. "Estimating most productive scale size using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 17(1), pages 35-44, July.
- Gerhard Kempkes, 2008. "Do Institutions Matter for University Cost Efficiency? Evidence from Germany," CESifo Economic Studies, CESifo, vol. 54(2), pages 177-203, June.
- Ray, Subhash C & Desli, Evangelia, 1997. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries: Comment," American Economic Review, American Economic Association, vol. 87(5), pages 1033-39, December.
- De Witte, Kristof & Rogge, Nicky & Cherchye, Laurens & Van Puyenbroeck, Tom, 2012.
"Economies of scope in research and teaching: a non-parametric investigation,"
2012/14, Hogeschool-Universiteit Brussel, Faculteit Economie en Management.
- De Witte, Kristof & Rogge, Nicky & Cherchye, Laurens & Van Puyenbroeck, Tom, 2013. "Economies of scope in research and teaching: A non-parametric investigation," Omega, Elsevier, vol. 41(2), pages 305-314.
- 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.
- Hanushek, Eric A, 1986. "The Economics of Schooling: Production and Efficiency in Public Schools," Journal of Economic Literature, American Economic Association, vol. 24(3), pages 1141-77, September.
- Millimet, Daniel L. & Collier, Trevor, 2008. "Efficiency in public schools: Does competition matter?," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 134-157, July.
- Shawna Grosskopf & Kathy J. Hayes & Lori L. Taylor, 2009. "The Relative Efficiency Of Charter Schools," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 80(1), pages 67-87, 03.
- Rajiv D. Banker & Richard C. Morey, 1986. "The Use of Categorical Variables in Data Envelopment Analysis," Management Science, INFORMS, vol. 32(12), pages 1613-1627, December.
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