Efficiency of public spending in developing countries : an efficiency frontier approach
AbstractGovernment spending in developing countries typically account for between15 and 30 percent of GDP. Hence, small changes in the efficiency of public spending could have a major impact on GDP and on the attainment of the government's objectives. The first challenge that stakeholders face is measuring efficiency. This paper attempts such quantification and has two major parts. The first part estimates efficiency as the distance between observed input-output combinations and an efficiency frontier (defined as the maximum attainable output for a given level of inputs). This frontier is estimated for several health and education output indicators by means of the Free Disposable Hull (FDH) and Data Envelopment Analysis (DEA) techniques. Both input-inefficiency (excess input consumption to achieve a level of output) and output-inefficiency (output shortfall for a given level of inputs) are scored in a sample of 140 countries using data from 1996 to 2002. The second part of the paper seeks to verify empirical regularities of the cross-country variation in efficiency. Results show that countries with higher expenditure levels register lower efficiency scores, as well as countries where the wage bill is a larger share of the government's budget. Similarly, countries with higher ratios of public to private financing of the service provision score lower efficiency, as do countries plagued by the HIV/AIDS epidemic and those with higher income inequality. Countries with higher aid-dependency ratios also tend to score lower in efficiency, probably due to the volatility of this type of funding that impedes medium term planning and budgeting. Though no causality may be inferred from this exercise, it points at different factors to understand why some countries might need more resources than others to achieve similar educational and health outcomes.
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Bibliographic InfoPaper provided by The World Bank in its series Policy Research Working Paper Series with number 3645.
Date of creation: 01 Jun 2005
Date of revision:
Environmental Economics&Policies; Health Monitoring&Evaluation; Economic Theory&Research; Pharmaceuticals&Pharmacoeconomics; Financial Crisis Management&Restructuring;
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- David C. Wheelock & Paul Wilson, 2003.
"Robust nonparametric estimation of efficiency and technical change in U.S. commercial banking,"
2003-037, Federal Reserve Bank of St. Louis.
- Paul W. Wilson & David C. Wheelock, 2004. "Robust Nonparametric Estimation of Efficiency and Technical Change in U.S. Commercial Banking," Econometric Society 2004 North American Summer Meetings 433, Econometric Society.
- Wobst, Peter & Arndt, Channing, 2003. "HIV/AIDS and Primary School Performance in Tanzania," 2003 Annual Meeting, August 16-22, 2003, Durban, South Africa 25870, International Association of Agricultural Economists.
- Andrew Worthington, 2001. "An Empirical Survey of Frontier Efficiency Measurement Techniques in Education," Education Economics, Taylor and Francis Journals, vol. 9(3), pages 245-268.
- Sebastian Galiani & Paul Gertler & Ernesto Schargrodsky, 2005.
"Water for Life: The Impact of the Privatization of Water Services on Child Mortality,"
Journal of Political Economy,
University of Chicago Press, vol. 113(1), pages 83-120, February.
- Sebastian Galiani & Paul Gertler & Ernesto Schargrodsky, 2002. "Water for Life: The Impact of the Privatization of Water Services on Child Mortality," Working Papers 54, Universidad de San Andres, Departamento de Economia, revised Sep 2005.
- Farasat A.S. Bokhari & Yunwei Gai & Pablo Gottret, 2005.
"Government Health Expenditures and Health Outcomes,"
wp2005_02_01, Department of Economics, Florida State University, revised May 2006.
- Farasat A. S. Bokhari & Yunwei Gai & Pablo Gottret, 2007. "Government health expenditures and health outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 16(3), pages 257-273.
- Le Grand, Julian, 1987. "Inequalities in health : Some international comparisons," European Economic Review, Elsevier, vol. 31(1-2), pages 182-191.
- Jayasuriya, Ruwan & Wodon, Quentin, 2003. "Measuring and Explaining Country Efficiency in Improving Health and Education Indicators," MPRA Paper 11183, University Library of Munich, Germany.
- Varian, Hal R., 1990. "Goodness-of-fit in optimizing models," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 125-140.
- Sen, Amartya, 1981. "Public Action and the Quality of Life in Developing Countries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 43(4), pages 287-319, November.
- Mark Berger & Jodi Messer, 2002. "Public financing of health expenditures, insurance, and health outcomes," Applied Economics, Taylor & Francis Journals, vol. 34(17), pages 2105-2113.
- Nancy Birdsall & Stijn Claessens & Ishac Diwan, 2002.
"Policy Selectivity Foregone: Debt and Donor Behavior in Africa,"
17, Center for Global Development.
- Nancy Birdsall & Stijn Claessens & Ishac Diwan, 2003. "Policy Selectivity Forgone: Debt and Donor Behavior in Africa," World Bank Economic Review, World Bank Group, vol. 17(3), pages 409-435, December.
- Ravallion, Martin, 2003.
"In measuring aggregate"social efficiency","
Policy Research Working Paper Series
3166, The World Bank.
- Isabelle Joumard & Per Mathis Kongsrud & Young-Sook Nam & Robert W.R. Price, 2004. "Enhancing the Effectiveness of Public Spending: Experience in OECD Countries," OECD Economics Department Working Papers 380, OECD Publishing.
- Eric A. Hanushek, 2002.
"The Failure of Input-based Schooling Policies,"
NBER Working Papers
9040, National Bureau of Economic Research, Inc.
- Paul Bishop & Steven Brand, 2003. "The efficiency of museums: a stochastic frontier production function approach," Applied Economics, Taylor & Francis Journals, vol. 35(17), pages 1853-1858.
- Filmer, Deon & Pritchett, Lant, 1999. "The impact of public spending on health: does money matter?," Social Science & Medicine, Elsevier, vol. 49(10), pages 1309-1323, November.
- Hanushek, Eric A. & Luque, Javier A., 2003.
"Efficiency and equity in schools around the world,"
Economics of Education Review,
Elsevier, vol. 22(5), pages 481-502, October.
- António Afonso & Ludger Schuknecht & Vito Tanzi, 2005.
"Public sector efficiency: An international comparison,"
Springer, vol. 123(3), pages 321-347, June.
- Afonso, António & Schuknecht, Ludger & Tanzi, Vito, 2003. "Public sector efficiency: an international comparison," Working Paper Series 0242, European Central Bank.
- António Afonso & Miguel St. Aubyn, 2004. "Non-parametric Approaches to Education and Health Expenditure Efficiency in OECD Countries," Working Papers 2004/01, Department of Economics at the School of Economics and Management (ISEG), Technical University of Lisbon..
- Cazals, Catherine & Florens, Jean-Pierre & Simar, Léopold, 2002.
"Nonparametric Frontier Estimation: A Robust Approach,"
Open Access publications from University of Toulouse 1 Capitole
http://neeo.univ-tlse1.fr, University of Toulouse 1 Capitole.
- 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.
- 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.
- Nin, Alejandro & Arndt, Channing & Preckel, Paul V., 2003. "Is agricultural productivity in developing countries really shrinking? New evidence using a modified nonparametric approach," Journal of Development Economics, Elsevier, vol. 71(2), pages 395-415, August.
- Laurens Cherchye & Thierry Post, 2003. "Methodological Advances in DEA: A survey and an application for the Dutch electricity sector," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 57(4), pages 410-438.
- Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
- Léopold Simar & Paul Wilson, 2000.
"Statistical Inference in Nonparametric Frontier Models: The State of the Art,"
Journal of Productivity Analysis,
Springer, vol. 13(1), pages 49-78, January.
- Simar, L. & Wilson, P.W., 1999. "Statistical Inference in Nonparametric Frontier Models: the State of the Art," Papers 9904, Catholique de Louvain - Institut de statistique.
- Kevin Cullinane & Dong-Wook Song, 2003. "A stochastic frontier model of the productive efficiency of Korean container terminals," Applied Economics, Taylor & Francis Journals, vol. 35(3), pages 251-267.
- G. S. Maddala, 1987. "Limited Dependent Variable Models Using Panel Data," Journal of Human Resources, University of Wisconsin Press, vol. 22(3), pages 307-338.
- International Monetary Fund, 1999.
"Neglected Heterogeneity and Dynamics in Cross-Country Savings Regressions,"
IMF Working Papers
99/128, International Monetary Fund.
- Haque, N. U. & Pesaran, M. H. & Sharma, Sunil, 1999. "Neglected Heterogeneity and Dynamics in Cross-country Savings Regressions," Cambridge Working Papers in Economics 9904, Faculty of Economics, University of Cambridge.
- Tsangyao Chang, 2002. "An econometric test of Wagner's law for six countries based on cointegration and error-correction modelling techniques," Applied Economics, Taylor & Francis Journals, vol. 34(9), pages 1157-1169.
- Kaufmann, Daniel & Kraay, Aart & Zoido-Lobaton, Pablo, 1999. "Governance matters," Policy Research Working Paper Series 2196, The World Bank.
- Kaufmann, Daniel & Kraay, Aart & Zoido-Lobaton, Pablo, 1999. "Aggregating governance indicators," Policy Research Working Paper Series 2195, The World Bank.
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