IDEAS home Printed from https://ideas.repec.org/a/eee/soceps/v42y2008i3p158-189.html
   My bibliography  Save this article

A cross-national comparison and taxonomy of DEA-based hospital efficiency studies

Author

Listed:
  • O'Neill, Liam
  • Rauner, Marion
  • Heidenberger, Kurt
  • Kraus, Markus

Abstract

This paper provides the first taxonomy of hospital efficiency studies that uses data envelopment analysis (DEA) and related techniques. We provide a systematic review of 79 such studies published from 1984-2004 that represent 12 countries. Only studies written in English are considered. A cross-national comparison reveals significant differences with respect to important study characteristics such as type of DEA model selected and choice of input and output categories. Compared with US studies, European efforts are more likely to measure allocative rather than technical efficiency, use longitudinal data, and use fewer observations. We take a longitudinal perspective that illustrates the life cycle of this research, as well as its diffusion across disciplines. Our taxonomy can be used by policy makers and researchers to review past, and assemble new, DEA models.

Suggested Citation

  • O'Neill, Liam & Rauner, Marion & Heidenberger, Kurt & Kraus, Markus, 2008. "A cross-national comparison and taxonomy of DEA-based hospital efficiency studies," Socio-Economic Planning Sciences, Elsevier, vol. 42(3), pages 158-189, September.
  • Handle: RePEc:eee:soceps:v:42:y:2008:i:3:p:158-189
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0038-0121(07)00020-1
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    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. Banker, Rajiv D. & Thrall, R. M., 1992. "Estimation of returns to scale using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 62(1), pages 74-84, October.
    3. Kris Siddharthan & Melissa Ahern & Robert Rosenman, 2000. "Data Envelopment Analysis to determine efficiencies of health maintenance organizations," Health Care Management Science, Springer, vol. 3(1), pages 23-29, January.
    4. Maniadakis, Nikolaos & Thanassoulis, Emmanuel, 2004. "A cost Malmquist productivity index," European Journal of Operational Research, Elsevier, vol. 154(2), pages 396-409, April.
    5. Bruce Hollingsworth & P.J. Dawson & N. Maniadakis, 1999. "Efficiency measurement of health care: a review of non‐parametric methods and applications," Health Care Management Science, Springer, vol. 2(3), pages 161-172, July.
    6. Zhimin Huang & Susan Li, 2001. "Stochastic DEA Models With Different Types of Input-Output Disturbances," Journal of Productivity Analysis, Springer, vol. 15(2), pages 95-113, March.
    7. Rajiv D. Banker & Robert F. Conrad & Robert P. Strauss, 1986. "A Comparative Application of Data Envelopment Analysis and Translog Methods: An Illustrative Study of Hospital Production," Management Science, INFORMS, vol. 32(1), pages 30-44, January.
    8. Margit Sommersguter-Reichmann, 2000. "The impact of the Austrian hospital financing reform on hospital productivity: empirical evidence on efficiency and technology changes using a non-parametric input-based Malmquist approach," Health Care Management Science, Springer, vol. 3(4), pages 309-321, September.
    9. 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.
    10. Zuckerman, Stephen & Hadley, Jack & Iezzoni, Lisa, 1994. "Measuring hospital efficiency with frontier cost functions," Journal of Health Economics, Elsevier, vol. 13(3), pages 255-280, October.
    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. Lee Rivers Mobley & Jon Magnussen, 1998. "An international comparison of hospital efficiency: does institutional environment matter?," Applied Economics, Taylor & Francis Journals, vol. 30(8), pages 1089-1100.
    13. James F. Burgess, Jr. & Paul W. Wilson, 1996. "Hospital Ownership and Technical Inefficiency," Management Science, INFORMS, vol. 42(1), pages 110-123, January.
    14. Valdmanis, Vivian, 1992. "Sensitivity analysis for DEA models : An empirical example using public vs. NFP hospitals," Journal of Public Economics, Elsevier, vol. 48(2), pages 185-205, July.
    15. N/A, 2004. "Index for 2004," European Union Politics, , vol. 5(4), pages 511-512, December.
    16. David Parkin & Bruce Hollingsworth, 1997. "Measuring production efficiency of acute hospitals in Scotland, 1991-94: validity issues in data envelopment analysis," Applied Economics, Taylor & Francis Journals, vol. 29(11), pages 1425-1433.
    17. Kooreman, Peter, 1994. "Data envelopment analysis and parametric frontier estimation: complementary tools," Journal of Health Economics, Elsevier, vol. 13(3), pages 345-346, October.
    18. Giokas, Dimitris I., 2001. "Greek hospitals: how well their resources are used," Omega, Elsevier, vol. 29(1), pages 73-83, February.
    19. 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.
    20. Ozcan, Yasar A., 1995. "Efficiency of hospital service production in local markets: The balance sheet of U.S. medical armament," Socio-Economic Planning Sciences, Elsevier, vol. 29(2), pages 139-150, June.
    21. Robert B. Fetter, 1991. "Diagnosis Related Groups: Understanding Hospital Performance," Interfaces, INFORMS, vol. 21(1), pages 6-26, February.
    22. Gattoufi, Said & Oral, Muhittin & Kumar, Ashok & Reisman, Arnold, 2004. "Epistemology of data envelopment analysis and comparison with other fields of OR/MS for relevance to applications," Socio-Economic Planning Sciences, Elsevier, vol. 38(2-3), pages 123-140.
    23. Grosskopf, Shawna & Margaritis, Dimitri & Valdmanis, Vivian, 2001. "The effects of teaching on hospital productivity," Socio-Economic Planning Sciences, Elsevier, vol. 35(3), pages 189-204, September.
    24. Athanassopoulos, Antreas & Gounaris, Chrysostomos, 2001. "Assessing the technical and allocative efficiency of hospital operations in Greece and its resource allocation implications," European Journal of Operational Research, Elsevier, vol. 133(2), pages 416-431, January.
    25. J Harris & H Ozgen & Y Ozcan, 2000. "Do mergers enhance the performance of hospital efficiency?," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 51(7), pages 801-811, July.
    26. Brockett, Patrick L. & Cooper, William W. & Wang, Yuying & Shin, Hong-Chul, 1998. "Inefficiency and congestion in Chinese production before and after the 1978 economic reforms," Socio-Economic Planning Sciences, Elsevier, vol. 32(1), pages 1-20, March.
    27. Newhouse, Joseph P., 1994. "Frontier estimation: How useful a tool for health economics?," Journal of Health Economics, Elsevier, vol. 13(3), pages 317-322, October.
    28. Gillian McCallion & Donal G. McKillop & J. Colin Glass & Christine Kerr, 1999. "Rationalizing Northern Ireland Hospital Services Towards Larger Providers: Best-Practice Efficiency Studies and Current Policy," Public Money & Management, Taylor & Francis Journals, vol. 19(2), pages 27-32, April.
    29. Chang, Hsi-Hui, 1998. "Determinants of Hospital Efficiency: the Case of Central Government-owned Hospitals in Taiwan," Omega, Elsevier, vol. 26(2), pages 307-317, April.
    30. Grosskopf, S. & Valdmanis, V., 1987. "Measuring hospital performance : A non-parametric approach," Journal of Health Economics, Elsevier, vol. 6(2), pages 89-107, June.
    31. Gillian McCallion & J. Colin Glass & Robert Jackson & Christine Kerr & Donal McKillop, 2000. "Investigating productivity change and hospital size: a nonparametric frontier approach," Applied Economics, Taylor & Francis Journals, vol. 32(2), pages 161-174.
    32. Rajiv D. Banker, 1993. "Maximum Likelihood, Consistency and Data Envelopment Analysis: A Statistical Foundation," Management Science, INFORMS, vol. 39(10), pages 1265-1273, October.
    33. Puig-Junoy, Jaume, 2000. "Partitioning input cost efficiency into its allocative and technical components: an empirical DEA application to hospitals," Socio-Economic Planning Sciences, Elsevier, vol. 34(3), pages 199-218, September.
    34. Morey, RC & Fine, DJ & Loree, SW, 1990. "Comparing the allocative efficiencies of hospitals," Omega, Elsevier, vol. 18(1), pages 71-83.
    35. Nikolaos Maniadakis & Emmanuel Thanassoulis, 2000. "Assessing productivity changes in UK hospitals reflecting technology and input prices," Applied Economics, Taylor & Francis Journals, vol. 32(12), pages 1575-1589.
    36. Liam O'Neill, 1998. "Multifactor efficiency in Data Envelopment Analysis with an application to urban hospitals," Health Care Management Science, Springer, vol. 1(1), pages 19-27, September.
    37. Maindiratta, Ajay, 1990. "Largest size-efficient scale and size efficiencies of decision-making units in data envelopment analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 57-72.
    38. Beatriz Gonzalez Lopez-Valcarcel & Patricia Barber Perez, 1996. "Changes in the efficiency of spanish public hospitals after the introduction of program-contracts," Investigaciones Economicas, Fundación SEPI, vol. 20(3), pages 377-402, September.
    39. Eulália Dalmau-Atarrodona & Jaume Puig-Junoy, 1998. "Market Structure and Hospital Efficiency: Evaluating Potential Effects of Deregulation in a National Health Service," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 13(4), pages 447-466, August.
    40. Miika Linna, 1998. "Measuring hospital cost efficiency with panel data models," Health Economics, John Wiley & Sons, Ltd., vol. 7(5), pages 415-427, August.
    41. Ouellette, Pierre & Vierstraete, Valerie, 2004. "Technological change and efficiency in the presence of quasi-fixed inputs: A DEA application to the hospital sector," European Journal of Operational Research, Elsevier, vol. 154(3), pages 755-763, May.
    42. Chirikos, Thomas N. & Sear, Alan M., 1994. "Technical efficiency and the competitive behavior of hospitals," Socio-Economic Planning Sciences, Elsevier, vol. 28(4), pages 219-227, December.
    43. Ondrich, Jan & Ruggiero, John, 2001. "Efficiency measurement in the stochastic frontier model," European Journal of Operational Research, Elsevier, vol. 129(2), pages 434-442, March.
    44. Retzlaff-Roberts, Donna L. & Morey, Richard C., 1993. "A goal-programming method of stochastic allocative data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 71(3), pages 379-397, December.
    45. Leonard, Kevin J. & Rauner, Marion S. & Schaffhauser-Linzatti, Michaela-Maria & Yap, Richard, 2003. "The effect of funding policy on day of week admissions and discharges in hospitals: the cases of Austria and Canada," Health Policy, Elsevier, vol. 63(3), pages 239-257, March.
    46. 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.
    47. Diego Prior & Magda Solà, 2000. "Technical efficiency and economies of diversification in health care," Health Care Management Science, Springer, vol. 3(4), pages 299-307, September.
    48. 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.
    Full references (including those not matched with items on IDEAS)

    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. N. Maniadakis & N. Kotsopoulos & P. Prezerakos & J. Yfantopoulos, 2009. "Health Care Services Performance Measurement: Theory, Methods and Empirical Evidence," European Research Studies Journal, European Research Studies Journal, vol. 0(3), pages 151-170.
    2. Puig-Junoy, Jaume, 2000. "Partitioning input cost efficiency into its allocative and technical components: an empirical DEA application to hospitals," Socio-Economic Planning Sciences, Elsevier, vol. 34(3), pages 199-218, September.
    3. Greta Falavigna & Roberto Ippoliti & Alessandro Manello, 2013. "Hospital organization and performance: a directional distance function approach," Health Care Management Science, Springer, vol. 16(2), pages 139-151, June.
    4. Andrew Worthington, 1999. "An Empirical Survey Of Frontier Efficiency Measurement Techniques In Healthcare Services," School of Economics and Finance Discussion Papers and Working Papers Series 067, School of Economics and Finance, Queensland University of Technology.
    5. Bao Hoang Nguyen & Robin C. Sickles & Valentin Zelenyuk, 2021. "What do we know from the vast literature on efficiency and productivity in healthcare? A Systematic Review and Bibliometric Analysis," CEPA Working Papers Series WP092021, School of Economics, University of Queensland, Australia.
    6. Jacques Ngoie Kibambe & Steven F. Koch, 2005. "DEA Applied to a Gauteng Sample of South African Public Hospitals," Working Papers 200512, University of Pretoria, Department of Economics.
    7. Akkan, Can & Karadayi, Melis Almula & Ekinci, Yeliz & Ülengin, Füsun & Uray, Nimet & Karaosmanoğlu, Elif, 2020. "Efficiency analysis of emergency departments in metropolitan areas," Socio-Economic Planning Sciences, Elsevier, vol. 69(C).
    8. Reuben Elan & Verma Bharat Bhushan & Bhat Ramesh, 2001. "Hospital Efficiency: An Empirical Analysis of District and Grant-in-Aid Hospitals in Gujarat," IIMA Working Papers WP2001-07-05, Indian Institute of Management Ahmedabad, Research and Publication Department.
    9. Giménez, Víctor & Prieto, William & Prior, Diego & Tortosa-Ausina, Emili, 2019. "Evaluation of efficiency in Colombian hospitals: An analysis for the post-reform period," Socio-Economic Planning Sciences, Elsevier, vol. 65(C), pages 20-35.
    10. Giokas, Dimitris I., 2001. "Greek hospitals: how well their resources are used," Omega, Elsevier, vol. 29(1), pages 73-83, February.
    11. Mustafa Jahangoshai Rezaee & Abuzar Karimdadi & Hamidreza Izadbakhsh, 2019. "Road map for progress and attractiveness of Iranian hospitals by integrating self-organizing map and context-dependent DEA," Health Care Management Science, Springer, vol. 22(3), pages 410-436, September.
    12. Kim-Huong Nguyen & Tim Coelli, 2009. "Quantifying the effects of modelling choices on hospital efficiency measures: A meta-regression analysis," CEPA Working Papers Series WP072009, School of Economics, University of Queensland, Australia.
    13. Monica Giancotti & Annamaria Guglielmo & Marianna Mauro, 2017. "Efficiency and optimal size of hospitals: Results of a systematic search," PLOS ONE, Public Library of Science, vol. 12(3), pages 1-40, March.
    14. Guilhermina Rego & Rui Nunes & José Costa, 2010. "The challenge of corporatisation: the experience of Portuguese public hospitals," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 11(4), pages 367-381, August.
    15. Chang, Hsihui & Cheng, Mei-Ai & Das, Somnath, 2004. "Hospital ownership and operating efficiency: Evidence from Taiwan," European Journal of Operational Research, Elsevier, vol. 159(2), pages 513-527, December.
    16. Chowdhury, Hedayet & Zelenyuk, Valentin, 2016. "Performance of hospital services in Ontario: DEA with truncated regression approach," Omega, Elsevier, vol. 63(C), pages 111-122.
    17. Pinar Guven Uslu & Thuy Pham Linh, 2008. "Effects of Changes in Public Policy on Efficiency and Productivity of General Hospitals in Vietnam," Working Paper series, University of East Anglia, Centre for Competition Policy (CCP) 2008-30, Centre for Competition Policy, University of East Anglia, Norwich, UK..
    18. Lorena Androutsou & Michail Kokkinos & Dimitra Latsou & Mary Geitona, 2022. "Assessing the Efficiency and Productivity of the Hospital Clinics on the Island of Rhodes during the COVID-19 Pandemic," IJERPH, MDPI, vol. 19(23), pages 1-12, November.
    19. Varabyova, Yauheniya & Schreyögg, Jonas, 2013. "International comparisons of the technical efficiency of the hospital sector: Panel data analysis of OECD countries using parametric and non-parametric approaches," Health Policy, Elsevier, vol. 112(1), pages 70-79.
    20. Thomas Czypionka & Markus Kraus & Susanne Mayer & Gerald Röhrling, 2014. "Efficiency, ownership, and financing of hospitals: The case of Austria," Health Care Management Science, Springer, vol. 17(4), pages 331-347, December.

    More about this item

    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:eee:soceps:v:42:y:2008:i:3:p:158-189. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/seps .

    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.