IDEAS home Printed from https://ideas.repec.org/a/spr/series/v11y2020i1d10.1007_s13209-019-0194-8.html
   My bibliography  Save this article

Which estimator to measure local governments’ cost efficiency? The case of Spanish municipalities

Author

Listed:
  • Isabel Narbón-Perpiñá

    (Universitat Autònoma de Barcelona)

  • Maria Teresa Balaguer-Coll

    (Universitat Jaume I)

  • Marko Petrović

    (Universitat Jaume I)

  • Emili Tortosa-Ausina

    (Universitat Jaume I)

Abstract

We analyse overall cost efficiency in Spanish local governments during the crisis period (2008–2015). To this end, we first consider some of the most popular nonparametric methods to evaluate local government efficiency, data envelopment analysis and free disposal hull, as well as recent proposals, namely the order-m partial frontier and the nonparametric estimator proposed by Kneip et al. (Econom Theory 24(6):1663–1697, 2008). Second, to compare the four methods and choose the most appropriate one for our particular context and dataset (local government cost efficiency in Spain), we carry out an experiment via Monte Carlo simulations and discuss the relative performance of the efficiency scores under various scenarios. Our results suggest that there is no one approach suitable for all efficiency analysis. We find that for our sample of 1846 Spanish local governments, the average cost efficiency would have been between 0.5417 and 0.7543 during the period 2008–2015, suggesting that Spanish local governments could have achieved the same level of local outputs with about 25% and 46% fewer resources.

Suggested Citation

  • Isabel Narbón-Perpiñá & Maria Teresa Balaguer-Coll & Marko Petrović & Emili Tortosa-Ausina, 2020. "Which estimator to measure local governments’ cost efficiency? The case of Spanish municipalities," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 11(1), pages 51-82, March.
  • Handle: RePEc:spr:series:v:11:y:2020:i:1:d:10.1007_s13209-019-0194-8
    DOI: 10.1007/s13209-019-0194-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13209-019-0194-8
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1007/s13209-019-0194-8?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Nuria Bosch & Marta Espasa & Toni Mora, 2010. "Citizens control and the efficiency of local public services," Working Papers in Economics 247, Universitat de Barcelona. Espai de Recerca en Economia.
    2. Kneip, Alois & Simar, Léopold & Wilson, Paul W., 2008. "Asymptotics And Consistent Bootstraps For Dea Estimators In Nonparametric Frontier Models," Econometric Theory, Cambridge University Press, vol. 24(6), pages 1663-1697, December.
    3. Witte, Kristof De & Geys, Benny, 2011. "Evaluating efficient public good provision: Theory and evidence from a generalised conditional efficiency model for public libraries," Journal of Urban Economics, Elsevier, vol. 69(3), pages 319-327, May.
    4. Fried, Harold O. & Lovell, C. A. Knox & Schmidt, Shelton S. (ed.), 2008. "The Measurement of Productive Efficiency and Productivity Growth," OUP Catalogue, Oxford University Press, number 9780195183528, Decembrie.
    5. Lorenzo Boetti & Massimiliano Piacenza & Gilberto Turati, 2012. "Decentralization and Local Governments' Performance: How Does Fiscal Autonomy Affect Spending Efficiency?," FinanzArchiv: Public Finance Analysis, Mohr Siebeck, Tübingen, vol. 68(3), pages 269-302, September.
    6. 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.
    7. Rachida El Mehdi & Christian M. Hafner, 2014. "Local Government Efficiency: The Case of Moroccan Municipalities," African Development Review, African Development Bank, vol. 26(1), pages 88-101, March.
    8. Geys, Benny & Heinemann, Friedrich & Kalb, Alexander, 2010. "Voter involvement, fiscal autonomy and public sector efficiency: Evidence from German municipalities," European Journal of Political Economy, Elsevier, vol. 26(2), pages 265-278, June.
    9. Jose M. Cordero & Francisco Pedraja-Chaparro & Elsa C. Pisaflores & Cristina Polo, 2017. "Efficiency assessment of Portuguese municipalities using a conditional nonparametric approach," Journal of Productivity Analysis, Springer, vol. 48(1), pages 1-24, August.
    10. Fried, Harold O. & Lovell, C. A. Knox & Schmidt, Shelton S. (ed.), 1993. "The Measurement of Productive Efficiency: Techniques and Applications," OUP Catalogue, Oxford University Press, number 9780195072181, Decembrie.
    11. 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.
    12. Balaguer-Coll, Maria Teresa & Prior, Diego & Tortosa-Ausina, Emili, 2007. "On the determinants of local government performance: A two-stage nonparametric approach," European Economic Review, Elsevier, vol. 51(2), pages 425-451, February.
    13. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    14. H. W. Lampe & D. Hilgers & C. Ihl, 2015. "Does accrual accounting improve municipalities' efficiency? Evidence from Germany," Applied Economics, Taylor & Francis Journals, vol. 47(41), pages 4349-4363, September.
    15. James Bennett & Thomas Dilorenzo, 1982. "Off-budget activities of local government: The bane of the tax revolt," Public Choice, Springer, vol. 39(3), pages 333-342, January.
    16. Jose Francisco Bellod Redondo, 2015. "Plan E: la estrategia keynesiana frente a la crisis en España," Revista de Economía Crítica, Asociación de Economía Crítica, vol. 20, pages 4-22.
    17. Alexander Kalb, 2010. "The Impact of Intergovernmental Grants on Cost Efficiency: Theory and Evidence from German Municipalities," Economic Analysis and Policy, Elsevier, vol. 40(1), pages 21-63, March.
    18. Krüger, Jens J., 2012. "A Monte Carlo study of old and new frontier methods for efficiency measurement," European Journal of Operational Research, Elsevier, vol. 222(1), pages 137-148.
    19. Mark Andor & Frederik Hesse, 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, Springer, vol. 41(1), pages 85-109, February.
    20. Núria Bosch & Marta Espasa & Toni Mora, 2012. "Citizen Control and the Efficiency of Local Public Services," Environment and Planning C, , vol. 30(2), pages 248-266, April.
    21. Fan, Yanqin & Li, Qi & Weersink, Alfons, 1996. "Semiparametric Estimation of Stochastic Production Frontier Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 14(4), pages 460-468, October.
    22. Michael Marlow & David Joulfaian, 1989. "The determinants of off-budget activity of state and local governments," Public Choice, Springer, vol. 63(2), pages 113-123, November.
    23. Isabel Narbón-Perpiñá & Maria Balaguer-Coll & Emili Tortosa-Ausina, 2019. "Evaluating local government performance in times of crisis," Local Government Studies, Taylor & Francis Journals, vol. 45(1), pages 64-100, January.
    24. Rafael Sanchez & Francisca Pacheco, 2014. "A Longitudinal Parametric Approach to Estimate Local Government Efficiency," Working Papers wp_033, Adolfo Ibáñez University, School of Government.
    25. Maria Balaguer-Coll & Diego Prior & Emili Tortosa-Ausina, 2010. "Decentralization and efficiency of local government," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(3), pages 571-601, December.
    26. 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.
    27. Resti, Andrea, 2000. "Efficiency measurement for multi-product industries: A comparison of classic and recent techniques based on simulated data," European Journal of Operational Research, Elsevier, vol. 121(3), pages 559-578, March.
    28. Alexander Kalb & Benny Geys & Friedrich Heinemann, 2012. "Value for money? German local government efficiency in a comparative perspective," Applied Economics, Taylor & Francis Journals, vol. 44(2), pages 201-218, January.
    29. Oleg Badunenko & Daniel J. Henderson & Subal C. Kumbhakar, 2012. "When, where and how to perform efficiency estimation," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 175(4), pages 863-892, October.
    30. Ruggiero, John, 1999. "Efficiency estimation and error decomposition in the stochastic frontier model: A Monte Carlo analysis," European Journal of Operational Research, Elsevier, vol. 115(3), pages 555-563, June.
    31. Francesco Aiello & Graziella Bonanno, 2019. "Explaining Differences In Efficiency: A Meta‐Study On Local Government Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 33(3), pages 999-1027, July.
    32. Maria Balaguer-Coll & Diego Prior & Emili Tortosa-Ausina, 2013. "Output complexity, environmental conditions, and the efficiency of municipalities," Journal of Productivity Analysis, Springer, vol. 39(3), pages 303-324, June.
    33. Geys, Benny, 2006. "Looking across borders: A test of spatial policy interdependence using local government efficiency ratings," Journal of Urban Economics, Elsevier, vol. 60(3), pages 443-462, November.
    34. James Fogarty & Amin Mugera, 2013. "Local Government Efficiency: Evidence from Western Australia," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 46(3), pages 300-311, September.
    35. Banker, Rajiv D. & Gadh, Vandana M. & Gorr, Wilpen L., 1993. "A Monte Carlo comparison of two production frontier estimation methods: Corrected ordinary least squares and data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 67(3), pages 332-343, June.
    36. M. Teresa Balaguer-Coll & Diego Prior, 2009. "Short- and long-term evaluation of efficiency and quality. An application to Spanish municipalities," Applied Economics, Taylor & Francis Journals, vol. 41(23), pages 2991-3002.
    37. 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.
    38. Lenka Šťastn᠍ & Martin Gregor, 2015. "Public sector efficiency in transition and beyond: evidence from Czech local governments," Applied Economics, Taylor & Francis Journals, vol. 47(7), pages 680-699, February.
    39. 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.
    40. da Cruz, Nuno Ferreira & Marques, Rui Cunha, 2014. "Revisiting the determinants of local government performance," Omega, Elsevier, vol. 44(C), pages 91-103.
    41. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Joan Crespo & Jesús Peiró-Palomino & Emili Tortosa-Ausina, 2020. "Does university performance have an economic payoff for their home regions? Evidence for the Spanish provinces," Working Papers 2020/20, Economics Department, Universitat Jaume I, Castellón (Spain).
    2. Kristiaan Kerstens & Ignace Van de Woestyne, 2021. "Cost functions are nonconvex in the outputs when the technology is nonconvex: convexification is not harmless," Annals of Operations Research, Springer, vol. 305(1), pages 81-106, October.
    3. Maria Teresa Balaguer‐Coll & Isabel Narbón‐Perpiñá & Jesús Peiró‐Palomino & Emili Tortosa‐Ausina, 2022. "Quality of government and economic growth at the municipal level: Evidence from Spain," Journal of Regional Science, Wiley Blackwell, vol. 62(1), pages 96-124, January.
    4. Valero-Carreras, Daniel & Aparicio, Juan & Guerrero, Nadia M., 2021. "Support vector frontiers: A new approach for estimating production functions through support vector machines," Omega, Elsevier, vol. 104(C).
    5. Jorge Garcia-Unanue & Jose Luis Felipe & Leonor Gallardo & Carlos Majano & Gemma Perez-Lopez, 2021. "Decentralisation and Efficiency in Municipal Sports Services: Expenditure vs. Cost," Sustainability, MDPI, vol. 13(4), pages 1-13, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Isabel Narbón-Perpiñá & Mª Teresa Balaguer-Coll & Marko Petrovic & Emili Tortosa-Ausina, 2017. "Which estimator to measure local governments’ cost efficiency? An application to Spanish municipalities," Working Papers 2017/06, Economics Department, Universitat Jaume I, Castellón (Spain).
    2. Isabel Narbón-Perpiñá & Kristof De Witte, 2016. "Local governments’ efficiency: A systematic literature review – Part II," Working Papers 2016/21, Economics Department, Universitat Jaume I, Castellón (Spain).
    3. Isabel Narbón-Perpiñá & Maria Balaguer-Coll & Emili Tortosa-Ausina, 2019. "Evaluating local government performance in times of crisis," Local Government Studies, Taylor & Francis Journals, vol. 45(1), pages 64-100, January.
    4. Maria Teresa Balaguer‐Coll & Isabel Narbón‐Perpiñá & Jesús Peiró‐Palomino & Emili Tortosa‐Ausina, 2022. "Quality of government and economic growth at the municipal level: Evidence from Spain," Journal of Regional Science, Wiley Blackwell, vol. 62(1), pages 96-124, January.
    5. Enrique J. Buch‐Gómez & Roberto Cabaleiro‐Casal, 2020. "Turnout, political strength, and cost efficiency in Spanish municipalities of the autonomous region of Galicia: Evidence from an alternative stochastic frontier approach," Papers in Regional Science, Wiley Blackwell, vol. 99(3), pages 533-553, June.
    6. Andor, Mark A. & Parmeter, Christopher & Sommer, Stephan, 2019. "Combining uncertainty with uncertainty to get certainty? Efficiency analysis for regulation purposes," European Journal of Operational Research, Elsevier, vol. 274(1), pages 240-252.
    7. Jose M. Cordero & Francisco Pedraja-Chaparro & Elsa C. Pisaflores & Cristina Polo, 2017. "Efficiency assessment of Portuguese municipalities using a conditional nonparametric approach," Journal of Productivity Analysis, Springer, vol. 48(1), pages 1-24, August.
    8. Cordero, José Manuel & Pedraja-Chaparro, Francisco & Pisaflores, Elsa C. & Polo, Cristina, 2016. "Efficiency assessment of Portuguese municipalities using a conditional nonparametric approach," MPRA Paper 70674, University Library of Munich, Germany.
    9. lo Storto, Corrado, 2020. "Performance evaluation of social service provision in Italian major municipalities using Network Data Envelopment Analysis," Socio-Economic Planning Sciences, Elsevier, vol. 71(C).
    10. Mark Andor & Frederik Hesse, 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, Springer, vol. 41(1), pages 85-109, February.
    11. D'Inverno, Giovanna & Carosi, Laura & Ravagli, Letizia, 2018. "Global public spending efficiency in Tuscan municipalities," Socio-Economic Planning Sciences, Elsevier, vol. 61(C), pages 102-113.
    12. Isabel Narbón-Perpiñá & Maria Teresa Balaguer-Coll & Diego Prior & Emili Tortosa-Ausina, 2021. "Searching for the optimal territorial structure: the case of Spanish provincial councils," Regional Studies, Taylor & Francis Journals, vol. 55(4), pages 645-664, April.
    13. Francesco Aiello & Graziella Bonanno & Luigi Capristo, 2017. "Explaining Differences In Efficiency: The Case Of Local Government Literature," Working Papers 201704, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
    14. Krüger, Jens J., 2012. "A Monte Carlo study of old and new frontier methods for efficiency measurement," European Journal of Operational Research, Elsevier, vol. 222(1), pages 137-148.
    15. Caitlin T. O’Loughlin & Paul W. Wilson, 2021. "Benchmarking the performance of US Municipalities," Empirical Economics, Springer, vol. 60(6), pages 2665-2700, June.
    16. Caitlin O’Loughlin & Léopold Simar & Paul W. Wilson, 2023. "Methodologies for assessing government efficiency," Chapters, in: António Afonso & João Tovar Jalles & Ana Venâncio (ed.), Handbook on Public Sector Efficiency, chapter 4, pages 72-101, Edward Elgar Publishing.
    17. Ifigeneia-Dimitra Pougkakioti, 2021. "Measuring The Efficiency And Productivity Change Of Municipalities With An Output Oriented Model:Empirical Evidence Across Greek Municipalities Over The Time Period 2012-2016," Romanian Journal of Regional Science, Romanian Regional Science Association, vol. 15(1), pages 98-125, JUNE.
    18. Francesco Aiello & Graziella Bonanno, 2019. "Explaining Differences In Efficiency: A Meta‐Study On Local Government Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 33(3), pages 999-1027, July.
    19. Léopold Simar & Paul W. Wilson, 2015. "Statistical Approaches for Non-parametric Frontier Models: A Guided Tour," International Statistical Review, International Statistical Institute, vol. 83(1), pages 77-110, April.
    20. Omneya Abdelsalam & Sabur Mollah & Emili Tortosa-Ausina, 2018. "Political connection and bank in(efficiency)," Working Papers 2018-11, Swansea University, School of Management.

    More about this item

    Keywords

    Efficiency; Local government; Monte Carlo simulations; Nonparametric frontiers;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
    • H70 - Public Economics - - State and Local Government; Intergovernmental Relations - - - General
    • R15 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Econometric and Input-Output Models; Other Methods

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:series:v:11:y:2020:i:1:d:10.1007_s13209-019-0194-8. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.