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A two-stage DEA model to evaluate the efficiency of the Italian health system

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  • De Nicola, Arianna
  • Gitto, Simone
  • Mancuso, Paolo

Abstract

Over the past twenty years, important changes in the Italian health system have led to different approaches in organizing, delivering and financing health services throughout the regions of the country. This study aims to examine the impact these factors have had on efficiency. The methodology adopted is based on the developments in bootstrapping Data Envelopment Analysis (DEA). In particular, employing a two-stage procedure, we analyzed the impact that political interventions have produced on healthcare efficiency. The data, which were at the local health unit level for the period 2004-2005, were aggregated to the provincial level in order to take into account patient mobility. The study reveals that the organizational model adopted by the Lombardia region allows for the best results in healthcare efficiency. Second, administrative decentralization from the regional governments to local health units is a source of inefficiency. Third, adjusting the cost of delivering care, by taking into consideration regional health characteristics, improves efficiency. Finally, future policy interventions should make careful valuations of the impacts of patient mobility on healthcare efficiency.

Suggested Citation

  • De Nicola, Arianna & Gitto, Simone & Mancuso, Paolo, 2011. "A two-stage DEA model to evaluate the efficiency of the Italian health system," MPRA Paper 39126, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:39126
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    References listed on IDEAS

    as
    1. Grosskopf, Shawna & Margaritis, Dimitri & Valdmanis, Vivian, 2004. "Competitive effects on teaching hospitals," European Journal of Operational Research, Elsevier, vol. 154(2), pages 515-525, April.
    2. 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.
    3. Halkos, George E. & Tzeremes, Nickolaos G., 2011. "A conditional nonparametric analysis for measuring the efficiency of regional public healthcare delivery: An application to Greek prefectures," Health Policy, Elsevier, vol. 103(1), pages 73-82.
    4. Leopold Simar & Valentin Zelenyuk, 2006. "On Testing Equality of Distributions of Technical Efficiency Scores," Econometric Reviews, Taylor & Francis Journals, vol. 25(4), pages 497-522.
    5. Aletras, Vassilios & Kontodimopoulos, Nick & Zagouldoudis, Athanasios & Niakas, Dimitris, 2007. "The short-term effect on technical and scale efficiency of establishing regional health systems and general management in Greek NHS hospitals," Health Policy, Elsevier, vol. 83(2-3), pages 236-245, October.
    6. Rosella Levaggi & Roberto Zanola, 2004. "Patients' migration across regions: the case of Italy," Applied Economics, Taylor & Francis Journals, vol. 36(16), pages 1751-1757.
    7. 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.
    8. Linna, Miika & Hakkinen, Unto & Magnussen, Jon, 2006. "Comparing hospital cost efficiency between Norway and Finland," Health Policy, Elsevier, vol. 77(3), pages 268-278, August.
    9. Gian Paolo Barbetta & Gilberto Turati & Angelo M. Zago, 2007. "Behavioral differences between public and private not‐for‐profit hospitals in the Italian national health service," Health Economics, John Wiley & Sons, Ltd., vol. 16(1), pages 75-96, January.
    10. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    11. Matthias Staat, 2006. "Efficiency of hospitals in Germany: a DEA-bootstrap approach," Applied Economics, Taylor & Francis Journals, vol. 38(19), pages 2255-2263.
    12. James F. Burgess, Jr. & Paul W. Wilson, 1996. "Hospital Ownership and Technical Inefficiency," Management Science, INFORMS, vol. 42(1), pages 110-123, January.
    13. Ancarani, A. & Di Mauro, C. & Giammanco, M.D., 2009. "The impact of managerial and organizational aspects on hospital wards' efficiency: Evidence from a case study," European Journal of Operational Research, Elsevier, vol. 194(1), pages 280-293, April.
    14. Valentin Zelenyuk, 2009. "Power of significance test of dummy variables in two-stage efficiency analysis model," Applied Economics Letters, Taylor & Francis Journals, vol. 16(15), pages 1493-1495.
    15. Gary Ferrier & Michael Rosko & Vivian Valdmanis, 2006. "Analysis of uncompensated hospital care using a DEA model of output congestion," Health Care Management Science, Springer, vol. 9(2), pages 181-188, May.
    16. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    17. Ferrario, Caterina & Zanardi, Alberto, 2011. "Fiscal decentralization in the Italian NHS: What happens to interregional redistribution?," Health Policy, Elsevier, vol. 100(1), pages 71-80, April.
    18. Silvio Daidone & Francesco D’Amico, 2009. "Technical efficiency, specialization and ownership form: evidences from a pooling of Italian hospitals," Journal of Productivity Analysis, Springer, vol. 32(3), pages 203-216, December.
    19. Retzlaff-Roberts, Donna & Chang, Cyril F. & Rubin, Rose M., 2004. "Technical efficiency in the use of health care resources: a comparison of OECD countries," Health Policy, Elsevier, vol. 69(1), pages 55-72, July.
    20. Eugenio Anessi-Pessina & Elena Cantù & Claudio Joninii, 2004. "Phasing Out Market Mechanisms in the Italian National Health Service," Public Money & Management, Taylor & Francis Journals, vol. 24(5), pages 309-316, October.
    21. Giovanni Fattore & Aleksandra Torbica, 2006. "Inpatient reimbursement system in Italy: How do tariffs relate to costs?," Health Care Management Science, Springer, vol. 9(3), pages 251-258, August.
    22. Tediosi, Fabrizio & Gabriele, Stefania & Longo, Francesco, 2009. "Governing decentralization in health care under tough budget constraint: What can we learn from the Italian experience?," Health Policy, Elsevier, vol. 90(2-3), pages 303-312, May.
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    Cited by:

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    2. Bettina Campedelli & Andrea Guerrina & Giulia Romano & Chiara Leardini, 2014. "La performance della rete ospedaliera pubblica della regione Veneto. L?impatto delle variabili ambientali e operative sull?efficienza," MECOSAN, FrancoAngeli Editore, vol. 2014(92), pages 119-142.
    3. Rahab Mbau & Anita Musiega & Lizah Nyawira & Benjamin Tsofa & Andrew Mulwa & Sassy Molyneux & Isabel Maina & Julie Jemutai & Charles Normand & Kara Hanson & Edwine Barasa, 2023. "Analysing the Efficiency of Health Systems: A Systematic Review of the Literature," Applied Health Economics and Health Policy, Springer, vol. 21(2), pages 205-224, March.

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    More about this item

    Keywords

    healthcare efficiency; two-stage estimation; Data Envelopment Analysis; patient mobility; bootstrap;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • I1 - Health, Education, and Welfare - - Health

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