IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0174533.html
   My bibliography  Save this article

Efficiency and optimal size of hospitals: Results of a systematic search

Author

Listed:
  • Monica Giancotti
  • Annamaria Guglielmo
  • Marianna Mauro

Abstract

Background: National Health Systems managers have been subject in recent years to considerable pressure to increase concentration and allow mergers. This pressure has been justified by a belief that larger hospitals lead to lower average costs and better clinical outcomes through the exploitation of economies of scale. In this context, the opportunity to measure scale efficiency is crucial to address the question of optimal productive size and to manage a fair allocation of resources. Methods and findings: This paper analyses the stance of existing research on scale efficiency and optimal size of the hospital sector. We performed a systematic search of 45 past years (1969–2014) of research published in peer-reviewed scientific journals recorded by the Social Sciences Citation Index concerning this topic. We classified articles by the journal’s category, research topic, hospital setting, method and primary data analysis technique. Results showed that most of the studies were focussed on the analysis of technical and scale efficiency or on input / output ratio using Data Envelopment Analysis. We also find increasing interest concerning the effect of possible changes in hospital size on quality of care. Conclusions: Studies analysed in this review showed that economies of scale are present for merging hospitals. Results supported the current policy of expanding larger hospitals and restructuring/closing smaller hospitals. In terms of beds, studies reported consistent evidence of economies of scale for hospitals with 200–300 beds. Diseconomies of scale can be expected to occur below 200 beds and above 600 beds.

Suggested Citation

  • 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.
  • Handle: RePEc:plo:pone00:0174533
    DOI: 10.1371/journal.pone.0174533
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0174533
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0174533&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0174533?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. Cheng, Gang & Zervopoulos, Panagiotis D., 2014. "Estimating the technical efficiency of health care systems: A cross-country comparison using the directional distance function," European Journal of Operational Research, Elsevier, vol. 238(3), pages 899-910.
    2. Ng, Ying Chu, 2011. "The productive efficiency of Chinese hospitals," China Economic Review, Elsevier, vol. 22(3), pages 428-439, September.
    3. Dranove, David, 1998. "Economies of scale in non-revenue producing cost centers: Implications for hospital mergers," Journal of Health Economics, Elsevier, vol. 17(1), pages 69-83, January.
    4. Troels Kristensen & Peter Bogetoft & Kjeld Pedersen, 2010. "Potential gains from hospital mergers in Denmark," Health Care Management Science, Springer, vol. 13(4), pages 334-345, December.
    5. Piacenza, Massimiliano & Turati, Gilberto & Vannoni, Davide, 2010. "Restructuring hospital industry to control public health care expenditure: The role of input substitutability," Economic Modelling, Elsevier, vol. 27(4), pages 881-890, July.
    6. 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.
    7. Peyrache, Antonio, 2013. "Industry structural inefficiency and potential gains from mergers and break-ups: A comprehensive approach," European Journal of Operational Research, Elsevier, vol. 230(2), pages 422-430.
    8. Sean Ennis & Michael Schoenbaum & Theodore Keeler, 2000. "Optimal prices and costs for hospitals with excess bed capacity," Applied Economics, Taylor & Francis Journals, vol. 32(9), pages 1201-1212.
    9. Kristensen, Troels & Olsen, Kim Rose & Kilsmark, Jannie & Lauridsen, Jørgen T. & Pedersen, Kjeld Møller, 2012. "Economies of scale and scope in the Danish hospital sector prior to radical restructuring plans," Health Policy, Elsevier, vol. 106(2), pages 120-126.
    10. Gary Ferrier & Julie Trivitt, 2013. "Incorporating quality into the measurement of hospital efficiency: a double DEA approach," Journal of Productivity Analysis, Springer, vol. 40(3), pages 337-355, December.
    11. C. O’Donnell & K. Nguyen, 2013. "An econometric approach to estimating support prices and measures of productivity change in public hospitals," Journal of Productivity Analysis, Springer, vol. 40(3), pages 323-335, December.
    12. Helda Azevedo & Céu Mateus, 2014. "Cost effects of hospital mergers in Portugal," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(9), pages 999-1010, December.
    13. Banker, Rajiv D., 1984. "Estimating most productive scale size using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 17(1), pages 35-44, July.
    14. 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.
    15. Annika Herr, 2008. "Cost and technical efficiency of German hospitals: does ownership matter?," Health Economics, John Wiley & Sons, Ltd., vol. 17(9), pages 1057-1071, September.
    16. 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.
    17. 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.
    18. Butler, Timothy W. & Li, Ling, 2005. "The utility of returns to scale in DEA programming: An analysis of Michigan rural hospitals," European Journal of Operational Research, Elsevier, vol. 161(2), pages 469-477, March.
    19. 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.
    20. Jacques Ngoie Kibambe & Steven F. Koch, 2007. "Dea Applied To A Gauteng Sample Of Public Hospitals1," South African Journal of Economics, Economic Society of South Africa, vol. 75(2), pages 351-368, June.
    21. Gary Ferrier & Hervé Leleu & Vivian Valdmanis, 2010. "The impact of CON regulation on hospital efficiency," Health Care Management Science, Springer, vol. 13(1), pages 84-100, March.
    22. Daniel Bilodeau & Pierre-Yves Crémieux & Brigitte Jaumard & Pierre Ouellette & Tsévi Vovor, 2004. "Measuring Hospital Performance in the Presence of Quasi-Fixed Inputs: An Analysis of Québec Hospitals," Journal of Productivity Analysis, Springer, vol. 21(2), pages 183-199, March.
    23. 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.
    24. Martin Gaynor & Deborah Haas-Wilson, 1999. "Change, Consolidation, and Competition in Health Care Markets," Journal of Economic Perspectives, American Economic Association, vol. 13(1), pages 141-164, Winter.
    25. Polyzos, Nicholas M., 2002. "Striving towards efficiency in the Greek hospitals by reviewing case mix classifications," Health Policy, Elsevier, vol. 61(3), pages 305-328, September.
    26. Suraratdecha, Chutima & Okunade, Albert A., 2006. "Measuring operational efficiency in a health care system: A case study from Thailand," Health Policy, Elsevier, vol. 77(1), pages 2-23, June.
    27. Mette Asmild & Bruce Hollingsworth & Stephen Birch, 2013. "The scale of hospital production in different settings: one size does not fit all," Journal of Productivity Analysis, Springer, vol. 40(2), pages 197-206, October.
    28. 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.
    29. 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.
    30. Kostas Kounetas & Fotis Papathanassopoulos, 2013. "How efficient are Greek hospitals? A case study using a double bootstrap DEA approach," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(6), pages 979-994, December.
    31. 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.
    32. David Moher & Alessandro Liberati & Jennifer Tetzlaff & Douglas G Altman & The PRISMA Group, 2009. "Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-6, July.
    33. Pablo Arocena & Ariadna García‐Prado, 2007. "Accounting for quality in the measurement of hospital performance: evidence from Costa Rica," Health Economics, John Wiley & Sons, Ltd., vol. 16(7), pages 667-685, July.
    34. Mehdi Farsi & Massimo Filippini, 2008. "Effects of ownership, subsidization and teaching activities on hospital costs in Switzerland," Health Economics, John Wiley & Sons, Ltd., vol. 17(3), pages 335-350, March.
    35. Ricardo Gonçalves & Pedro Pita Barros, 2013. "Economies of scale and scope in the provision of diagnostic techniques and therapeutic services in Portuguese hospitals," Applied Economics, Taylor & Francis Journals, vol. 45(4), pages 415-433, February.
    36. 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.
    37. Fidler, Armin H. & Haslinger, Reinhard R. & Hofmarcher, Maria M. & Jesse, Maris & Palu, Toomas, 2007. "Incorporation of public hospitals: A "Silver Bullet" against overcapacity, managerial bottlenecks and resource constraints?: Case studies from Austria and Estonia," Health Policy, Elsevier, vol. 81(2-3), pages 328-338, May.
    38. Cohen, Jeffrey P. & Morrison Paul, Catherine, 2008. "Agglomeration and Cost Economies for Washington State Hospital Services," Regional Science and Urban Economics, Elsevier, vol. 38(6), pages 553-564, November.
    39. 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.
    40. Laugesen, Miriam J. & France, George, 2014. "Integration: the firm and the health care sector," Health Economics, Policy and Law, Cambridge University Press, vol. 9(3), pages 295-312, July.
    41. Bruce Hollingsworth, 2008. "The measurement of efficiency and productivity of health care delivery," Health Economics, John Wiley & Sons, Ltd., vol. 17(10), pages 1107-1128, October.
    42. Anthony Scott & David Parkin, 1995. "Investigating hospital efficiency in the new NHS: The role of the translog cost function," Health Economics, John Wiley & Sons, Ltd., vol. 4(6), pages 467-478, November.
    43. E Zere & Diane Mcintyre & T Addison, 2001. "Technical Efficiency And Productivity Of Public Sector Hospitals In Three South African Provinces," South African Journal of Economics, Economic Society of South Africa, vol. 69(2), pages 336-358, June.
    44. Oliveira, Monica D. & Bevan, Gwyn, 2008. "Modelling hospital costs to produce evidence for policies that promote equity and efficiency," European Journal of Operational Research, Elsevier, vol. 185(3), pages 933-947, March.
    45. Paul W. Wilson & Kathleen Carey, 2004. "Nonparametric analysis of returns to scale in the US hospital industry," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 505-524.
    46. 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.
    47. Miika Linna, 1998. "Measuring hospital cost efficiency with panel data models," Health Economics, John Wiley & Sons, Ltd., vol. 7(5), pages 415-427, August.
    48. Robert Rosenman & Kris Siddharthan & Melissa Ahern, 1997. "Output Efficiency of Health Maintenance Organizations in Florida," Health Economics, John Wiley & Sons, Ltd., vol. 6(3), pages 295-302, May.
    49. Hoque, Zahirul, 2014. "20 years of studies on the balanced scorecard: Trends, accomplishments, gaps and opportunities for future research," The British Accounting Review, Elsevier, vol. 46(1), pages 33-59.
    50. Garcia-Lacalle, Javier & Martin, Emilio, 2010. "Rural vs urban hospital performance in a 'competitive' public health service," Social Science & Medicine, Elsevier, vol. 71(6), pages 1131-1140, September.
    51. Ahgren, Bengt, 2008. "Is it better to be big?: The reconfiguration of 21st century hospitals: Responses to a hospital merger in Sweden," Health Policy, Elsevier, vol. 87(1), pages 92-99, July.
    52. Vitaliano, Donald F., 1987. "On the estimation of hospital cost functions," Journal of Health Economics, Elsevier, vol. 6(4), pages 305-318, December.
    53. Kyung Kim & Kathleen Carey & James Burgess, 2009. "Emergency department visits: the cost of trauma centers," Health Care Management Science, Springer, vol. 12(3), pages 243-251, September.
    54. G D Ferrier & V G Valdmanis, 2004. "Do mergers improve hospital productivity?," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 55(10), pages 1071-1080, October.
    55. Chen, Andrew & Hwang, Yuhchang & Shao, Benjamin, 2005. "Measurement and sources of overall and input inefficiencies: Evidences and implications in hospital services," European Journal of Operational Research, Elsevier, vol. 161(2), pages 447-468, March.
    56. Weaver, Marcia & Deolalikar, Anil, 2004. "Economies of scale and scope in Vietnamese hospitals," Social Science & Medicine, Elsevier, vol. 59(1), pages 199-208, July.
    57. Preyra, Colin & Pink, George, 2006. "Scale and scope efficiencies through hospital consolidations," Journal of Health Economics, Elsevier, vol. 25(6), pages 1049-1068, November.
    58. 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.
    59. Donal. G. McKillop & J. Colin Glass & Christine A. Kerr & Gillian McCallion, 1999. "Efficiency in Northern Ireland Hospitals - A Non-parametric Analysis," The Economic and Social Review, Economic and Social Studies, vol. 30(2), pages 175-196.
    60. Vita, Michael G., 1990. "Exploring hospital production relationships with flexible functional forms," Journal of Health Economics, Elsevier, vol. 9(1), pages 1-21, June.
    61. Tong Li & Robert Rosenman, 2001. "Estimating hospital costs with a generalized Leontief function," Health Economics, John Wiley & Sons, Ltd., vol. 10(6), pages 523-538, September.
    62. Teresa D. Harrison, 2011. "Do Mergers Really Reduce Costs? Evidence From Hospitals," Economic Inquiry, Western Economic Association International, vol. 49(4), pages 1054-1069, October.
    63. Mickael Lothgren & Magnus Tambour, 1999. "Testing scale efficiency in DEA models: a bootstrapping approach," Applied Economics, Taylor & Francis Journals, vol. 31(10), pages 1231-1237.
    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. Ferreira, Diogo Cunha & Nunes, Alexandre Morais & Marques, Rui Cunha, 2018. "Doctors, nurses, and the optimal scale size in the Portuguese public hospitals," Health Policy, Elsevier, vol. 122(10), pages 1093-1100.
    2. Bofinger, Peter & Feld, Lars P. & Schmidt, Christoph M. & Schnabel, Isabel & Wieland, Volker, 2018. "Vor wichtigen wirtschaftspolitischen Weichenstellungen. Jahresgutachten 2018/19 [Setting the Right Course for Economic Policy. Annual Report 2018/19]," Annual Economic Reports / Jahresgutachten, German Council of Economic Experts / Sachverständigenrat zur Begutachtung der gesamtwirtschaftlichen Entwicklung, volume 127, number 201819.
    3. Peter Dohmen & Martin Ineveld & Aniek Markus & Liana Hagen & Joris Klundert, 2023. "Does competition improve hospital performance: a DEA based evaluation from the Netherlands," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(6), pages 999-1017, August.
    4. Michael Freeman & Nicos Savva & Stefan Scholtes, 2021. "Economies of Scale and Scope in Hospitals: An Empirical Study of Volume Spillovers," Management Science, INFORMS, vol. 67(2), pages 673-697, February.
    5. O'Neill, Olivia Amanda & Barsade, Sigal G. & Sguera, Francesco, 2023. "The psychological and financial impacts of an emotional culture of anxiety and its antidote, an emotional culture of companionate love," Social Science & Medicine, Elsevier, vol. 317(C).
    6. Yang, David, 2018. "Has the arrival of Amazon altered the market structure for consumer electronic goods in Australia?," MPRA Paper 88153, University Library of Munich, Germany.
    7. Christos Bialas & Dimitrios Bechtsis & Eirini Aivazidou & Charisios Achillas & Dimitrios Aidonis, 2023. "A Holistic View on the Adoption and Cost-Effectiveness of Technology-Driven Supply Chain Management Practices in Healthcare," Sustainability, MDPI, vol. 15(6), pages 1-22, March.
    8. Lazuka, Volha, 2019. "It’s a long walk: Lasting effects of maternity ward openings on labour market performance," Lund Papers in Economic History 187, Lund University, Department of Economic History.
    9. Mélanie Lefèvre & Nicolas Bouckaert & Cécile Camberlin & Carine Van de Voorde, 2022. "Economies of scale and optimal size of maternity services in Belgium: A Data Envelopment Analysis," International Journal of Health Planning and Management, Wiley Blackwell, vol. 37(3), pages 1421-1438, May.
    10. Alice Tran & Kim-Huong Nguyen & Len Gray & Tracy Comans, 2019. "A Systematic Literature Review of Efficiency Measurement in Nursing Homes," IJERPH, MDPI, vol. 16(12), pages 1-18, June.
    11. Rachet-Jacquet, Laurie & Gutacker, Nils & Siciliani, Luigi, 2021. "Scale economies in the health sector: The effect of hospital volume on health gains from hip replacement surgery," Journal of Economic Behavior & Organization, Elsevier, vol. 190(C), pages 704-729.
    12. Kerstens, Kristiaan & Shen, Zhiyang, 2021. "Using COVID-19 mortality to select among hospital plant capacity models: An exploratory empirical application to Hubei province," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    13. Rodney P. Jones, 2023. "Addressing the Knowledge Deficit in Hospital Bed Planning and Defining an Optimum Region for the Number of Different Types of Hospital Beds in an Effective Health Care System," IJERPH, MDPI, vol. 20(24), pages 1, December.
    14. Ku-Hsieh Chen & Pei-Hwa Chen & Julie Ann Elston & Yingchao Zhang, 2023. "Are family firms more efficient? Revisiting the U-shaped curve of scale and efficiency," Small Business Economics, Springer, vol. 61(3), pages 983-1008, October.
    15. Sebastian McRae & Jens O. Brunner & Jonathan F. Bard, 2020. "Analyzing economies of scale and scope in hospitals by use of case mix planning," Health Care Management Science, Springer, vol. 23(1), pages 80-101, March.
    16. Ying-Wei Wang & Shu-Li Chia & Chien-Ming Chou & Michael S. Chen & Jürgen M. Pelikan & Cordia Chu & Mei-Hsiu Wang & Chiachi Bonnie Lee, 2019. "Development and Validation of a Self-Assessment Tool for an Integrative Model of Health Promotion in Hospitals: Taiwan’s Experience," IJERPH, MDPI, vol. 16(11), pages 1-18, June.
    17. Javier Cerezo-Espinosa de los Monteros & Antonio Castro-Torres & Juan Gómez-Salgado & Javier Fagundo-Rivera & Carlos Gómez-Salgado & Valle Coronado-Vázquez, 2021. "Administration of Strategic Agreements in Public Hospitals: Considerations to Enhance the Quality and Sustainability of Mergers and Acquisitions," IJERPH, MDPI, vol. 18(8), pages 1-18, April.
    18. Christoph Pross & Christoph Strumann & Alexander Geissler & Helmut Herwartz & Nadja Klein, 2018. "Quality and resource efficiency in hospital service provision: A geoadditive stochastic frontier analysis of stroke quality of care in Germany," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-30, September.
    19. Cinaroglu, Songul, 2021. "Changes in hospital efficiency and size: An integrated propensity score matching with data envelopment analysis," Socio-Economic Planning Sciences, Elsevier, vol. 76(C).
    20. 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.
    21. André Moser & Milo A. Puhan & Marcel Zwahlen, 2020. "The role of causal inference in health services research I: tasks in health services research," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 65(2), pages 227-230, March.
    22. Bocong Yuan & Jiannan Li, 2019. "The Policy Effect of the General Data Protection Regulation (GDPR) on the Digital Public Health Sector in the European Union: An Empirical Investigation," IJERPH, MDPI, vol. 16(6), pages 1-15, March.
    23. Aleksandar Medarević & Dejana Vuković, 2021. "Efficiency and Productivity of Public Hospitals in Serbia Using DEA-Malmquist Model and Tobit Regression Model, 2015–2019," IJERPH, MDPI, vol. 18(23), pages 1-22, November.
    24. Diwas Singh KC & Stefan Scholtes & Christian Terwiesch, 2020. "Empirical Research in Healthcare Operations: Past Research, Present Understanding, and Future Opportunities," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 73-83, January.
    25. Tortorella, Guilherme Luz & Fogliatto, Flávio Sanson & Espôsto, Kleber Francisco & Vergara, Alejandro Mac Cawley & Vassolo, Roberto & Mendoza, Diego Tlapa & Narayanamurthy, Gopalakrishnan, 2020. "Effects of contingencies on healthcare 4.0 technologies adoption and barriers in emerging economies," Technological Forecasting and Social Change, Elsevier, vol. 156(C).

    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. Sebastian Kohl & Jan Schoenfelder & Andreas Fügener & Jens O. Brunner, 2019. "The use of Data Envelopment Analysis (DEA) in healthcare with a focus on hospitals," Health Care Management Science, Springer, vol. 22(2), pages 245-286, June.
    2. 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.
    3. Kristensen, Troels & Olsen, Kim Rose & Kilsmark, Jannie & Lauridsen, Jørgen T. & Pedersen, Kjeld Møller, 2012. "Economies of scale and scope in the Danish hospital sector prior to radical restructuring plans," Health Policy, Elsevier, vol. 106(2), pages 120-126.
    4. George Fragkiadakis & Michael Doumpos & Constantin Zopounidis & Christophe Germain, 2016. "Operational and economic efficiency analysis of public hospitals in Greece," Post-Print hal-01414677, HAL.
    5. Angeliki Flokou & Vassilis Aletras & Dimitris Niakas, 2017. "Decomposition of potential efficiency gains from hospital mergers in Greece," Health Care Management Science, Springer, vol. 20(4), pages 467-484, December.
    6. George Fragkiadakis & Michael Doumpos & Constantin Zopounidis & Christophe Germain, 2016. "Operational and economic efficiency analysis of public hospitals in Greece," Annals of Operations Research, Springer, vol. 247(2), pages 787-806, December.
    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. Ferreira, D.C. & Marques, R.C. & Nunes, A.M., 2018. "Economies of scope in the health sector: The case of Portuguese hospitals," European Journal of Operational Research, Elsevier, vol. 266(2), pages 716-735.
    9. 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.
    10. Helda Azevedo & Céu Mateus, 2014. "Cost effects of hospital mergers in Portugal," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(9), pages 999-1010, December.
    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. Anthun, Kjartan Sarheim & Kittelsen, Sverre Andreas Campbell & Magnussen, Jon, 2017. "Productivity growth, case mix and optimal size of hospitals. A 16-year study of the Norwegian hospital sector," Health Policy, Elsevier, vol. 121(4), pages 418-425.
    13. Kao, Chiang & Pang, Rui-Zhi & Liu, Shiang-Tai & Bai, Xue-Jie, 2021. "Optimal expansion paths for hospitals of different types: Viewpoint of scope economies and evidence from Chinese hospitals," European Journal of Operational Research, Elsevier, vol. 289(2), pages 628-638.
    14. Nguyen, Hong Ngoc & O’Donnell, Christopher, 2023. "Estimating the cost efficiency of public service providers in the presence of demand uncertainty," European Journal of Operational Research, Elsevier, vol. 309(3), pages 1334-1348.
    15. Valentin Zelenyuk & Zhichao Wang, 2023. "Random vs. Explained Inefficiency in Stochastic Frontier Analysis: The Case of Queensland Hospitals," CEPA Working Papers Series WP052023, School of Economics, University of Queensland, Australia.
    16. Garcia-Lacalle, Javier & Martin, Emilio, 2010. "Rural vs urban hospital performance in a 'competitive' public health service," Social Science & Medicine, Elsevier, vol. 71(6), pages 1131-1140, September.
    17. Leleu, Hervé & Moises, James & Valdmanis, Vivian, 2012. "Optimal productive size of hospital's intensive care units," International Journal of Production Economics, Elsevier, vol. 136(2), pages 297-305.
    18. See, Kok Fong & Ng, Ying Chu, 2021. "Do hospital reform and ownership matter to Shenzhen hospitals in China? A productivity analysis," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 145-155.
    19. Mehmet Gok & Erkut Altındağ, 2015. "Analysis of the cost and efficiency relationship: experience in the Turkish pay for performance system," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(5), pages 459-469, June.
    20. Galina Besstremyannaya, 2015. "Heterogeneous effect of residency matching and prospective payment on labor returns and hospital scale economies," Discussion Papers 15-001, Stanford Institute for Economic Policy Research.

    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:plo:pone00:0174533. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.