Abstract
Improving the efficiency and effectiveness of public services and at the same time reducing public deficit have become an important concern in the public sector. Undoubtedly, local governments could benefit from adhering to these objectives. They play an important role in providing public goods and services to citizens in many countries, since they are the closest political level to the population and their needs. Moreover, local authorities and public managers are increasingly under pressure to conform to the standards demanded by the general public in terms of both quantity and quality. Nevertheless, the resources to fulfill the demand for more and better local public services are scarce, especially after the cutbacks and debt constraints imposed by the economic and financial crisis. In this framework, the assessment of municipal efficiency has become a very important factor in providing additional guidance for policy makers worldwide.
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Notes
- 1.
According to the National Law that regulates the competencies attributed to the municipalities, this group of municipalities includes two levels of competencies powers divided as follows: local governments with a population from 5000 to 20,000 inhabitants and local governments with a population from 20,000 to 50,000 inhabitants, but the divergences are minimal.
- 2.
- 3.
- 4.
Aiello and Bonanno (2018) perform a meta-regression analysis using data from a substantial number of studies and quantify the impact of potential sources of heterogeneity on local government efficiency.
- 5.
Kuosmanen and Johnson (2010) show that this problem is equivalent to the standard (output-oriented, variable returns to scale) DEA model when a sign constraint on residuals is incorporated to the formulation (ε i ≤ 0 ∀ i) and considering the problem subject to shape constraints (monotonicity and convexity).
- 6.
The Infrastructure and Local Equipment Survey provides information for municipalities with a population of less than 50,000 inhabitants. Unfortunately, information on the Catalan municipalities for the years 2006, 2007, and 2012 is missing from this database. On this ground, we were obliged to impute the values for the above years based on the information from adjacent years. In fact, for 2006 and 2007, we calculated moving averages using information with respect to 2005, 2008, and 2009, whereas, for 2012, we projected the value according to the average annual growth rate for 2010 and 2011.
- 7.
The component values were rescaled by adding the maximum negative value to all the values to assure that the variable values accounted for in the model are all positive.
- 8.
The variable used is outstanding local authority debt as of 31/12 of the current year according to the Public Finance and Debt System.
References
Afonso, A., & Fernandes, S. (2006). Measuring local government spending efficiency: Evidence for the Lisbon region. Regional Studies, 40(1), 39–53.
Afonso, A., & Fernandes, S. (2008). Assessing and explaining the relative efficiency of local government. The Journal of Socio-Economic, 37, 1946–1979.
Afonso, A., & Venâncio, A. (2019). Local territorial reform and regional spending efficiency. Local Government Studies, 1–23.
Agasisti, T., Dal Bianco, A., & Griffini, M. (2016). The public sector efficiency in Italy: The case of Lombardy municipalities in the provision of the essential public services. Economia Pubblica, 26, 59–84.
Aiello, F., & Bonanno, G. (2018). Explaining differences in efficiency: A meta-study on local government literature. Journal of Economic Surveys, 33, 999.
Aigner, D., Lovell, C. K., & Schmidt, P. (1977). Formulation and estimation of stochastic frontier production function models. Journal of Econometrics, 6(1), 21–37.
Andor, M., & Hesse, F. (2014). The StoNED age: The departure into a new era of efficiency analysis? A Monte Carlo comparison of StoNED and the “oldies” (SFA and DEA). Journal of Productivity Analysis, 41(1), 85–109.
Andrews, R., & Boyne, G. A. (2009). Size, structure and administrative overheads: An empirical analysis of English local authorities. Urban Studies, 46, 739–759.
Asatryan, Z., & De Witte, K. (2015). Direct democracy and local government efficiency. European Journal of Political Economy, 39, 58–66.
Ashworth, J., Geys, B., Heyndels, B., & Wille, F. (2014). Competition in the political arena and local government performance. Applied Economics, 46(19), 2264–2276.
Athanassopoulos, A., & Triantis, K. (1998). Assessing aggregate cost efficiency and the related policy implications for Greek local municipalities. Information Systems and Operational Research, 36(3), 66–83.
Balaguer-Coll, M. T., & Prior, D. (2009). Short-and long-term evaluation of efficiency and quality. An application to Spanish municipalities. Applied Economics, 41, 2991–3002.
Balaguer-Coll, M. T., Prior, D., & Tortosa-Ausina, E. (2007). On the determinants of local government performance: A two stage nonparametric approach. European Economic Review, 51, 425–451.
Balaguer-Coll, M. T., Prior, D., & Tortosa-Ausina, E. (2010). Decentralization and efficiency of local government. The Annals of Regional Science, 45(3), 571–601.
Balaguer-Coll, M. T., Prior, D., & Tortosa-Ausina, E. (2013). Output complexity, environmental conditions, and the efficiency of municipalities. Journal of Productivity Analysis, 39, 303–324.
Battese, G. E., & Coelli, T. J. (1988). Prediction of firm-level technical efficiencies with a generalized frontier production function and panel data. Journal of Econometrics, 38(3), 387–399.
Benito, B., Solana, J., & Moreno, M. (2014). Explaining efficiency in municipal services providers. Journal of Productivity Analysis, 42, 225–239.
Blom-Hansen, J., Houlberg, K., Serritzlew, S., & Treisman, D. (2016). Jurisdiction size and local government policy expenditure: Assessing the effect of municipal amalgamation. American Political Science Review, 110(4), 812–831.
Boetti, L., Piacenza, M., & Turati, G. (2012). Decentralization and local governments’ performance: How does fiscal autonomy affect spending efficiency? FinanzArchiv: Public Finance Analysis, 68(3), 269–302.
Bönisch, P., Haug, P., Illy, A. & Schreier, L. (2011). Municipality size and efficiency of local public services: Does size matter?. IWH Discussion papers, 18/2011, Halle (Germany)
Borge, L. E., Falch, T., & Tovmo, P. (2008). Public sector efficiency: The roles of political and budgetary institutions, fiscal capacity, and democratic participation. Public Choice, 136(3–4), 475–495.
Bosch, N., Espasa, M., & Mora, T. (2012). Citizen control and the efficiency of local public services. Environment and Planning C: Government and Policy, 30(2), 1–248.
Bosch, N., Pedraja, F., & Suárez-Pandiello, J. (2000). Measuring the efficiency of Spanish municipal refuse collection services. Local Government Studies, 26(3), 71–90.
Bruns, C., & Himmler, O. (2011). Newspaper circulation and local government efficiency. Scandinavian Journal of Economics, 113(2), 470–492.
Byrnes, J., Crase, L., Dollery, B., & Villano, R. (2010). The relative economic efficiency of urban water utilities in regional New South Wales and Victoria. Resource and Energy Economics, 32(3), 439–455.
Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429–444.
Cordero, J. M., Pedraja-Chaparro, F., Pisaflores, E. C., & Polo, C. (2017a). Efficiency assessment of Portuguese municipalities using a conditional nonparametric approach. Journal of Productivity Analysis, 48(1), 1–24.
Cordero, J. M., Díaz-Caro, C., & Polo, C. (2017b). Measuring efficiency in Catalan municipalities using a dynamic conditional model. Revista de Economía Aplicada, 25(75), 29–51.
Cruz, N. F., & Marques, R. C. (2014). Revisiting the determinants of local government performance. Omega, 44, 91–103.
Cuadrado-Ballesteros, B., García-Sanchez, I. M., & Prado-Lorenzo, J. M. (2013). Effect of modes of public services delivery on the efficiency of local governments: A two-stage approach. Utilities Policy, 26(2), 23–35.
Cuadrado-Ballesteros, B., & Bisogno, M. (2018). Efficiency as a determinant of financial condition: An assessment of Italian and Spanish local governments. International Public Management Journal. https://doi.org/10.1080/10967494.2018.1476426.
Daraio, C., & Simar, L. (2005). Introducing environmental variables in nonparametric frontier models: A probabilistic approach. Journal of Productivity Analysis, 24(1), 93–121.
Daraio, C., & Simar, L. (2007). Conditional nonparametric frontier models for convex and nonconvex technologies: A unifying approach. Journal of Productivity Analysis, 28(1–2), 13–32.
De Borger, B., & Kerstens, K. (1996a). Cost efficiency of Belgian local governments: A comparative analysis of FDH, DEA and econometric approaches. Regional Science and Urban Economics, 26, 145–170.
De Borger, B., & Kerstens, K. (1996b). Radial and non-radial measures of technical efficiency: An empirical illustration for Belgian local Governments using an FDH reference technology. Journal of Productivity Analysis, 7, 41–62.
De Borger, B., Kerstens, K., Moesen, W., & Vanneste, J. (1994). Explaining differences in productive efficiency: An application to Belgian municipalities. Public Choice, 80(3–4), 339–358.
Deprins, D., Simar, L., & Tulkens, H. (1984). Measuring labor inefficiency in post offices. In P. Marchand, P. Pestieau, & H. Tulkens (Eds.), The performance of public enterprises: Concepts and Measurements (pp. 243–267). Amsterdam: North Holland.
De Witte, K., & Geys, B. (2011). Evaluating efficient public good provision: Theory and evidence from a generalised conditional efficiency model for public libraries. Journal of Urban Economics, 69(3), 319–327.
De Witte, K., & Geys, B. (2013). Citizen coproduction and efficient public good provision: Theory and evidence from local public libraries. European Journal of Operational Research, 224(3), 592–602.
Doumpos, M., & Cohen, S. (2014). Applying data envelopment analysis on accounting data to asses and optimize the efficiency of Greek local governments. Omega, 46, 74–85.
Eskelinen, J., & Kuosmanen, T. (2013). Intertemporal efficiency analysis of sales teams of a bank: Stochastic semi-nonparametric approach. Journal of Banking & Finance, 37(12), 5163–5175.
Fogarty, J., & Mugera, A. (2013). Local government efficiency: Evidence from Western Australia. Australian Economic Review, 46(3), 300–311.
García-Sánchez, I. M. (2009). Measuring the efficiency of local police force. European Journal of Law and Economics, 27(1), 59–77.
Geys, B., Heinemann, F., & Kalb, A. (2010). Voter involvement, fiscal autonomy and public sector efficiency: Evidence from German municipalities. European Journal of Political Economy, 26(2), 265–278.
Geys, B., Heinemann, F., & Kalb, A. (2013). Local government efficiency in German municipalities. Raumforschung und Raumordnung, 71(4), 283–293.
Geys, B., & Moesen, W. (2009). Exploring sources of local government technical inefficiency: Evidence from Flemish municipalities. Public Finance and Management, 9, 1–29.
Giménez, V. M., & Prior, D. (2007). Long-and short-term cost efficiency frontier evaluation: Evidence from Spanish local governments. Fiscal Studies, 28(1), 121–139.
Hayes, K. J., Razzolini, L., & Ross, L. B. (1998). Bureaucratic choice and nonoptimal provision of public goods: Theory and evidence. Public Choice, 94(1–2), 1–20.
Hildreth, C. (1954). Point estimates of ordinates of concave functions. Journal of the American Statistical Association, 49(267), 598–619.
Jondrow, J., Lovell, C. K., Materov, I. S., & Schmidt, P. (1982). On the estimation of technical inefficiency in the stochastic frontier production function model. Journal of Econometrics, 19(2–3), 233–238.
Johnson, A. L., & Kuosmanen, T. (2011). One-stage estimation of the effects of operational conditions and practices on productive performance: Asymptotically normal and efficient, root-n consistent StoNEZD method. Journal of Productivity Analysis, 36(2), 219–230.
Kalb, A., Geys, B., & Heinemann, F. (2012). Value for money? German local government efficiency in a comparative perspective. Applied Economics, 44(2), 201–218.
Kumbhakar, S. C., Parmeter, C. F., & Tsionas, E. G. (2013). A zero inefficiency stochastic frontier model. Journal of Econometrics, 172(1), 66–76.
Kuosmanen, T., & Johnson, A. L. (2010). Data envelopment analysis as nonparametric least-squares regression. Operations Research, 58, 149–160.
Kuosmanen, T., & Johnson, A. L. (2017). Modeling joint production of multiple outputs in StoNED: Directional distance function approach. European Journal of Operational Research, 262(2), 792–801.
Kuosmanen, T., & Kortelainen, M. (2012). Stochastic non-smooth envelopment of data: Semi-parametric frontier estimation subject to shape constraints. Journal of Productivity Analysis, 38(1), 11–28.
Kuosmanen, T., Johnson, A. L., & Saastamoinen, A. (2015). Stochastic nonparametric approach to efficiency analysis: A unified framework. In J. Zhu (Ed.), Data envelopment analysis. A handbook of models and methods (pp. 191–244). New York: Springer.
Kutlar, A., Bakirci, F., & Yüksel, F. (2012). An analysis on the economic effectiveness of municipalities in Turkey. African Journal of Marketing Management, 4(3), 80–98.
Loikkanen, H. A., & Susiluoto, I. (2005). Cost efficiency of Finnish municipalities in basic service provision 1994-2002. Urban Public Economics Review, 4, 39–64.
Marques, R. C., Kortt, M. A., & Dollery, B. (2015). Determining the optimal size of local government: The case of Tasmanian councils. Australian Journal of Public Administration, 74(2), 212–226.
McQuestin, D., Drew, J., & Dollery, B. (2018). Do municipal mergers improve technical efficiency? An empirical analysis of the 2008 Queensland municipal merger program. Australian Journal of Public Administration, 77(3), 442–455.
Meeusen, W., & Vandenbroeck, J. (1977). Efficiency estimation from Cobb-Douglas production functions with composed error. International Economic Review, 18(2), 435–445.
Nakazawa, K. (2013). Cost inefficiency of municipalities after amalgamation. Procedia Economics and Finance, 5, 581–588.
Nakazawa, K. (2014). Does the method of amalgamation affect cost inefficiency of the new municipalities? Open Journal of Applied Sciences, 4, 143–154.
Narbón-Perpiñá, I., & De Witte, K. (2018a). Local governments’ efficiency: A systematic literature review–Part I. International Transactions in Operational Research, 25(2), 431–468.
Narbón-Perpiñá, I., & De Witte, K. (2018b). Local governments’ efficiency: A systematic literature review–Part II. International Transactions in Operational Research, 25(4), 1107–1136.
Niaounakis, T., & Blank, J. (2017). Inter-municipal cooperation, economies of scale and cost efficiency: An application of stochastic frontier analysis to Dutch municipal tax departments. Local Government Studies, 43(4), 533–554.
Nijkamp, P., & Suzuki, S. (2009). A generalized goals-achievement model in data envelopment analysis: An application to efficiency improvement in local government finance in Japan. Spatial Economic Analysis, 4(3), 249–274.
Otsuka, A., Goto, M., & Sueyoshi, T. (2014). Cost-efficiency of Japanese local governments: Effects of decentralization and regional integration. Regional Studies, Regional Science, 1(1), 207–220.
Pacheco, F., Sanchez, R., & Villena, M. (2014). A longitudinal parametric approach to estimate local government efficiency. MPRA paper, 54918. http://mpra.ub.uni-muenchen.de/54918/
Pérez-López, G., Prior, D., & Zafra-Gómez, J. L. (2015). Rethinking new public management delivery forms and efficiency: Long-term effects in Spanish local government. Journal of Public Administration Research and Theory, 25(4), 1157–1183.
Pérez-López, G., Prior, D., & Zafra-Gómez, J. L. (2018). Temporal scale efficiency in DEA panel data estimations. An application to the solid waste disposal service in Spain. Omega, 76, 18–27.
Picazo-Tadeo, A. J., González-Gómez, F., & Sáez-Fernández, F. J. (2009). Accounting for operating environments in measuring water utilities’ managerial efficiency. The Service Industries Journal, 29(6), 761–773.
Prado-Lorenzo, J. M., & García-Sánchez, I. M. (2007). Efficiency evaluation in municipal services: An application to the street lighting service in Spain. Journal of Productivity Analysis, 27(3), 149–162.
Prieto, A. M., & Zofio, J. L. (2001). Evaluating effectiveness in public provision of infrastructure and equipment: The case of Spanish municipalities. Journal of Productivity Analysis, 15, 41–58.
Revelli, F. (2010). Spend more, get more? An inquiry into English local government performance. Oxford Economic Papers, 62(1), 185–207.
Rho, S., & Schmidt, P. (2015). Are all firms inefficient? Journal of Productivity Analysis, 43(3), 327–349.
Ruggiero, J. (2007). A comparison of DEA and the stochastic frontier model using panel data. International Transactions in Operational Research, 14(3), 259–266.
Schmidt, P., & Sickles, R. C. (1984). Production frontiers and panel data. Journal of Business and Economics Statistics, 2(4), 367–374.
Settimi, C., Vidoli, F., Fusco, E., & Ballanti, D. (2014). Estimating technical efficiency in the Italian Municipalities. Procedia Economics and Finance, 17, 131–137.
Simar, L., & Wilson, P. W. (2007). Estimation and inference in two-stage, semi-parametric models of production processes. Journal of Econometrics, 136(1), 31–64.
Simar, L., & Wilson, P. W. (2011). Two-stage DEA: Caveat emptor. Journal of Productivity Analysis, 36(2), 205.
Simões, P., & Marques, R. C. (2012). On the economic performance of the waste sector. A literature review. Journal of Environmental Management, 106, 40–47.
Sørensen, R. J. (2014). Political competition, party polarization, and government performance. Public Choice, 161(3–4), 427–450.
Sousa, M. C., & Ramos, F. S. (1999). Measuring public spending efficiency in Brazilian municipalities: A nonparametric approach. In G. Westermann (Ed.), Data envelopment analysis in the service sector (pp. 237–267). Wiesbaden: Deutscher Universitäts-Verlag.
Sousa, M. C., & Stošić, B. (2005). Technical efficiency of the Brazilian municipalities: Correcting nonparametric frontier measurements for outliers. Journal of Productivity Analysis, 24(2), 157–181.
Steiner, R., & Kaiser, C. (2017). Effects of amalgamations: Evidence from Swiss municipalities. Public Management Review, 19(2), 232–252.
Sung, N. (2007). Information technology, efficiency and productivity: Evidence from Korean local governments. Applied Economics, 39(13), 1691–1703.
Van Den Eeckaut, P., Tulkens, H., & Jamar, M. A. (1993). Cost efficiency in Belgian municipalities. Cost efficiency in Belgium municipalities. In H. Fried, C. Lovell, & S. Schmidt (Eds.), The measurement of productive efficiency: Techniques and applications (pp. 300–334). New York: Oxford University Press.
Wang, H. J., & Schmidt, P. (2002). One-step and two-step estimation of the effects of exogenous variables on technical efficiency levels. Journal of Productivity Analysis, 18, 129–144.
Worthington, A. C. (2000). Cost efficiency in Australian local government: A comparative analysis of mathematical programming and econometric approaches. Financial Accountability and Management, 16(3), 201–224.
Worthington, A. C., & Dollery, B. E. (2000a). Measuring efficiency in local governments’ planning and regulatory function. Public Productivity & Management Review, 29(2), 469–485.
Worthington, A. C., & Dollery, B. E. (2000b). An empirical survey of frontier efficiency measurement techniques in local government. Local Government Studies, 26(2), 23–52.
Yagi, D., Chen, Y., Johnson, A. L., & Kuosmanen, T. (2018). Shape-constrained kernel-weighted least squares: Estimating production functions for Chilean manufacturing industries. Journal of Business & Economic Statistics. in press. https://doi.org/10.1080/07350015.2018.1431128.
Yusfany, A. (2015). The efficiency of local governments and its influence factors. International Journal of Technology Enhancements and Emerging Engineering Research, 4(10), 219–241.
Zafra-Gómez, J. L., & Muñiz, M. (2010). Overcoming cost-inefficiencies within small municipalities: Improve financial condition or reduce the quality of public services? Environment and Planning C: Government and Policy, 28, 609–629.
Acknowledgments
The authors would like to express their gratitude to the Regional Government of Extremadura (Junta de Extremadura) for supporting this research through grants IB16171 and GR18106. Carlos Díaz-Caro would also like to acknowledge the funding received from the Institute of Economics of Barcelona (IEB) and the Provincial Government of Barcelona through the Catalan Local Government Research Aid.
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Cordero, J.M., Díaz-Caro, C., Polo, C. (2020). Measuring Global Municipal Performance in Heterogeneous Contexts: A Semi-nonparametric Frontier Approach. In: Aparicio, J., Lovell, C., Pastor, J., Zhu, J. (eds) Advances in Efficiency and Productivity II. International Series in Operations Research & Management Science, vol 287. Springer, Cham. https://doi.org/10.1007/978-3-030-41618-8_14
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