What predicts the technical efficiency in healthcare systems of OECD countries? A two-stage DEA approach

References

• Organisation for Economic Co-operation and Development (OECD). Health Data. http://www.oecd.org/els/health-systems/health-data.html. Accessed February 15, 2021.
   Google Scholar
• De Cos PH, Moral-Benito E. Determinants of health-system efficiency: evidence from OECD countries. Int J Health Care Finance Econ. 2014;14:69–93.
   PubMedGoogle Scholar
• Cylus J, Papanicolas I, Smith PC. Using data envelopment analysis to address the challenges of comparing health system efficiency. Global Policy. 2017;8(Supplement 2):60–68.
   Google Scholar
• PWC (Price Waterhouse Coopers’ Health Research Institute). The Price of Excess: Identifying the Waste in Healthcare Spending. http://www.pwc.com/us/en/healthcare/publications/the-price-of-excess.html. Accessed April 14, 2020.
   Google Scholar
• World Health Organization (WHO). The World Health Report: health systems financing: The path to universal coverage. Geneva: World Health Organization Publishings; 2010.
   Google Scholar
• Prada G, Grimes K, Sklokin L. Defining health and healthcare sustainability. Canada: The Conference Board of Canada; 2014.
   Google Scholar
• Ahangar A, Ahmadi AM, Mozayani AH, et al. Transition of health financing and cost risk-sharing and risk-pooling models in the health sector: A systematic review (1990 - 2019). Iran Red Crescent Med J. 2019;21(12):e63215.
   Web of Science ®Google Scholar
• Smith PC. Measuring health system performance. Eur J Health Econom. 2002;3:145–148.
   PubMedGoogle Scholar
• Papanicolas I, Smith PC, Mossialos E. Principles of performance measurement. Euro Observer. 2008;10(1):1–4.
   Google Scholar
• Paolia F, Schmidtb I, Wigzellb O, et al. An EU approach to health system performance assessment: building trust and learning from each other. Health Policy. 2019;123:403–407.
   PubMed Web of Science ®Google Scholar
• World Health Organization. The World Health Report 2000: Health Systems: Improving Performance. World Health Organization; 2000.
   Google Scholar
• Ozcan YA. Health care benchmarkıng and performance evaluation: An assessment using Data envelopment analysis (DEA). Second Edition. USA: Springer; 2014.
   Google Scholar
• Tchouaket EN, Lamarche PA, Goulet L, et al. Health care system performance of 27 OECD countries. Int J Health Planning Manage. 2012;27:104–129.
   PubMed Web of Science ®Google Scholar
• Farrell MJ. The measurement of productive efficiency. J R Stat Soc Ser A. 1957;120(3):253–290.
   Web of Science ®Google Scholar
• Health Systems Assessment. The Health System Assessment Approach: A How-To Manual. Version 2.0. www.healthsystemassessment.org Accessed July 24, 2021.
   Google Scholar
• Hakkinen U, Joumard I. Cross-Country analysıs of efficiency ın OECD Health care sectors: options for research. Geneva: OECD Publishings; 2007.
   Google Scholar
• Quartey-Papafio TK, Islam S, Dehaghani AR. Evaluating suppliers for healthcare centre using ordinal priority approach. Manage Sci Bus Decisions. 2021;1(1):5–11.
   Google Scholar
• Varabyova Y, Schreyögg J. International comparisons of the technical efficiency of the hospital sector: panel data analysis of OECD countries using parametric and non-parametric approaches. Health Policy. 2013;112:70–79.
   PubMed Web of Science ®Google Scholar
• Mohamadi E, Manesh AO, Takian A, et al. Technical efficiency in health production: A comparison between Iran and other upper middle-income countries. Health Policy Technol. 2020;9(3):335–347.
   Web of Science ®Google Scholar
• Ahmed S, Hasan MZ, MacLennan M, et al. Measuring the efficiency of health systems in Asia: a data envelopment analysis. BMJ Open. 2019;9:e022155.
   PubMed Web of Science ®Google Scholar
• Yesilaydin G. Examination of differences in health indicators between efficient and inefficient countries. Pak J Med Sci. 2018;35(1):172–176.
   Web of Science ®Google Scholar
• Ibrahim MD, Daneshvar S, Hocaoğlu MB, et al. An estimation of the efficiency and productivity of healthcare systems in Sub-Saharan Africa: Health-centred millennium Development goal-based evidence. Soc Indic Res. 2019;143(1):371–389.
   Web of Science ®Google Scholar
• Castaldo A, Antonelli MA. Determinants of health sector efficiency: evidence from a two-step analysis on 30 OECD countries. Econ Bull. 2020;40(2):1651–1666.
   Web of Science ®Google Scholar
• Kočıšová K, Sopko J. The efficiency of public health and medical care systems in EU countries: Dynamic network Data envelopment analysis. Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis. 2020;68(2):383–394.
   Google Scholar
• Top M, Konca M, Sapaz B. Technical efficiency of healthcare systems in African countries: an application based on data envelopment analysis. Health Policy Technol. 2020;9(1):62–68.
   Web of Science ®Google Scholar
• Mourad N, Habib A, Tharwat A. Appraising healthcare systems’ efficiency in facing COVID-19 through data envelopment analysis. Decis Sci Lett. 2021;10(3):301–310.
   Google Scholar
• Zhou L, Ampon-Wireko S, Dauda L, et al. Empirical analysis of factors ınfluencing healthcare efficiency among emerging countries. Healthcare. 2021;9(31.
   Google Scholar
• Joumard I, Hoeller P, André C, et al. Health Care Systems: Efficiency and Policy Settings. doi:10.1787/9789264094901-en. Accessed July 24, 2021.
   Google Scholar
• Blum HL. Evaluating health care. Med Care. 1974;12(12):999–1011.
   PubMed Web of Science ®Google Scholar
• Lalonde M. A New perspective on the health of Canadians. Government of Canada; 1974.
   Google Scholar
• Afonso A, Aubyn M. Assessing health efficiency across countries with a two-step and bootstrap analysis. Appl Econ Lett. 2011;18(15):1427–1430.
   Web of Science ®Google Scholar
• Ravangard R, Hatam N, Teimourizad A, et al. Factors affecting the technical efficiency of health systems: a case study of economic cooperation organization (ECO) countries (2004–10). Int J Health Policy Manag. 2014;3(2):63.
   PubMedGoogle Scholar
• Samut PK, Cafri R. Analysis of the efficiency determinants of health systems in OECD countries by dea and panel tobit. Soc Indic Res. 2016;129(1):113–132.
   Web of Science ®Google Scholar
• Moran V, Jacobs R. An international comparison of efficiency of inpatient mental health care systems. Health Policy. 2013;112(1-2):88–99.
   PubMed Web of Science ®Google Scholar
• Kurt ME, Çakmak C, Konca M, et al. The affect of behavioral risk factors on healthcare system performance. Bull Econ Theory Anal. 2021;6(1):1–14.
   Google Scholar
• Yetim B, İlgün G, Çilhoroz Y, et al. The socioeconomic determinants of health expenditure in OECD: An examination on panel data. Int J Healthc Manag. 2021;14(4):1265–1269.
   Web of Science ®Google Scholar
• Xenos P, Yfantopoulos J, Nektarios M, et al. Efficiency and productivity assessment of public hospitals in Greece during the crisis period 2009–2012. Cost Eff Resour Alloc. 2017;15(6.
   PubMedGoogle Scholar
• Sultan WI, Crispim J. Measuring the efficiency of Palestinian public hospitals during 2010–2015: an application of a two-stage dea method. BMC Health Serv Res. 2018;18:381–398.
   PubMed Web of Science ®Google Scholar
• Şahin B, İlgün, G, Sönmez S. Determining the factors affecting the technical efficiency scores of public hospitals using different regression methods. Benchmarking: Int J. 2021;28(7):2202-2215.
   Web of Science ®Google Scholar
• Organisation for Economic Co-operation and Development (OECD). Economy Data. https://data.oecd.org/economy.htm. Accessed February 08, 2021.
   Google Scholar
• Organisation for Economic Co-operation and Development (OECD). Education Data. https://data.oecd.org/education.htm. Accessed February 08, 2021.
   Google Scholar
• World Bank. Education Data. https://data.worldbank.org/topic/education. Accessed January 08, 2021.
   Google Scholar
• World Bank (WB). Health Data. https://data.worldbank.org/topic/health. Accessed January 18, 2021.
   Google Scholar
• World Health Organization (WHO). Global Health Observatory Data Repository. https://apps.who.int/gho/data/node.home. Accessed January 28, 2021.
   Google Scholar
• Ozcan YA, Khushalani J. Assessing efficiency of public health and medical care provision in OECD countries after a decade of reform. Cent Eur J Oper Res. 2017;25(2):325–343.
   Web of Science ®Google Scholar
• Cooper WW, Seiford L, Zhu J. handbook on Data envelopment analysis. Second Edition USA: Springer; 2011.
   Google Scholar
• Charnes A, Cooper WW, Rhodes E. Measuring the efficiency of decision making units. Eur J Oper Res. 1978;2:429–444.
   Web of Science ®Google Scholar
• Banker RD, Charnes A, Cooper WW. Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manage Sci. 1984;30(9):1078–1092.
   Web of Science ®Google Scholar
• Cooper WW, Seiford L, Tone K. Data envelopment analysis: A comprehensive text with models, applications, references and DEA Solver software. USA: Springer; 2007.
   Google Scholar
• Coelli T. A Guide to DEAP Version 2.1: A Data Envelopment Analysis (Computer) Program. CEPA Working Paper; 1996.
   Google Scholar
• Charnes A, Cooper W, Rhodes E. Evaluating program and managerial efficiency: an application of data envelopment analysis to program follow through. Manage Sci. 1981;27(6):668–697.
   Web of Science ®Google Scholar
• Galagedera DUA. Does model mısspecıfıcatıon ın DEA affect some DMUS more than others? experımental evıdence from a CRS frontıer. In: Emrouznejad A, Podinovski V, editor. Data envelopment analysis and performance measurement, warwick print. 2004.
   Google Scholar
• Cetin VR, Bahce S. Measuring the efficiency of health systems of OECD countries by data envelopment analysis. Appl Econ. 2016;48(37):3497–3507.
   Web of Science ®Google Scholar
• Cinaroglu S. Efficiency in health services based on professionals consensus quality indicators. Int J Healthc Manag. 2021;14(4):993–1001.
   Web of Science ®Google Scholar
• Jacobs R, Smith P, Street A. Measuring efficiency in health care: analytic techniques and health policy. Cambridge: Cambridge University Press; 2006.
   Google Scholar
• Cook WD, Zhu J. Modeling performance measurement: Applications and implementation issues in DEA. USA: Springer; 2005.
   Google Scholar
• Ajibesin AA, Nsang A, Oluwade BA, et al. Input-oriented CCR DEA Model for Minimum Energy Multicast: Empirical Study of a Computational Method. https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7311241 Accessed July 16, 2021.
   Google Scholar
• Lotfi FH, Jahanshahloo GR, Ebrahimnejad A, et al. Target setting in the general combined-oriented CCR model using an interactive MOLP method. J Comput Appl Math. 2010;234(1):1–9.
   Web of Science ®Google Scholar
• Golany B, Roll Y. An application procedure for DEA. Omega (Westport). 1989;17(3):237–250.
   Web of Science ®Google Scholar
• Sherman HD. Data envelopment analysis as a new managerial audit methodology-test and evaluation. Auditing: A J Pract Theory. 1984;4:35–53.
   Web of Science ®Google Scholar
• Jenkins L, Anderson M. A multivariate statistical approach to reducing the number of variables in data envelopment analysis. Eur J Oper Res. 2003;147(1):51–61.
   Web of Science ®Google Scholar
• Banker RD. An introduction to DEA with some of its models and their uses. Res Governmental Nonprofit Accounting. 1989;5:125–163.
   Google Scholar
• Yu J, Liu Z, Zhang T, et al. Infection prevention preparedness and practices for female sterilization services within primary care facilities in northern india. BMC Health Serv Res. 2020;20(1):1–14.
   Web of Science ®Google Scholar
• Du J, Cui S, Gao H. Assessing productivity Development of public hospitals: A case study of Shanghai, China. Int J Environ Res Public Health. 2020;17(18):6763.
   PubMed Web of Science ®Google Scholar
• Tobin J. Estimation of relationships for limited dependent variables. Econometrica. 1958: 24–36.
   Web of Science ®Google Scholar
• Goldberger A. Econometric theory. J. Wiley. 1964.
   Google Scholar
• Lionel DT. Determinants of health spending efficiency: a tobit panel data approach based on dea efficiency scores. Acta Universitatis Danubius. 2015;11(4):56–71.
   Google Scholar
• Lee S, Kim C. Estimation of association between healthcare system efficiency and policy factors for public health. Appl Sci. 2018;8(2674):1–11.
   Google Scholar
• Sun D, Ahn H, Lievens T, et al. Evaluation of the performance of national health systems in 2004-2011: an analysis of 173 countries. PloS One. 2017;12(3):e0173346.
   PubMed Web of Science ®Google Scholar
• Liao TF. Interpreting probability models: logit, probit, and other generalized linear models. Sage Publishings; 1994.
   Google Scholar
• Chilingerian JA. Evaluating physician efficiency in hospitals: a multivariate analysis of best practices. Eur J Oper Res. 1995;80:548–574.
   Web of Science ®Google Scholar
• Linna M, Nordblad A, Koivu M. Technical and cost efficiency of oral health care provision in Finnish health centres. Soc Sci Med. 2003;56:343–353.
   PubMed Web of Science ®Google Scholar
• Chen A, Hwang Y, Shao B. Measurement and sources of overall and input inefficiencies: evidences and implications in hospital services. Eur J Oper Res. 2005;161:447–468.
   Web of Science ®Google Scholar
• Hausman AJ. Specification tests in econometrics. Econometrica. 1978;46(6):1251–1271.
   Web of Science ®Google Scholar
• Simar L, Wilson PW. Estimation and inference in two-stage, semi-parametric models of production processes. J Econom. 2007;136(1):31–64.
   Web of Science ®Google Scholar
• Baltagi BH. Econometric Analysis of panel data. Third Edition Wiley & Sons; 2005.
   Google Scholar
• Wooldridge JM. Econometric Analysis of Cross section and panel data. Second Edition MIT Press; 2010.
   Google Scholar
• Zilidis C, Chadjichristodoulou C. Economic crisis impact and social determinants of perinatal outcomes and infant mortality in Greece. Int J Environ Res Public Health. 2020;17(18):6606.
   PubMed Web of Science ®Google Scholar
• Asghar N, Rehman HU, Ali M. Cost productivity of healthcare systems in OIC’s member countries: an application of cost malmquist Total productivity index. Rev Econ Dev Stud. 2019;5(3):461–468.
   Google Scholar