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Healthcare efficiency assessment using DEA analysis in the Slovak Republic

Author

Listed:
  • Robert Stefko

    (The University of Presov)

  • Beata Gavurova

    (Technical University of Kosice)

  • Kristina Kocisova

    (Technical University of Kosice)

Abstract

A regional disparity is becoming increasingly important growth constraint. Policy makers need quantitative knowledge to design effective and targeted policies. In this paper, the regional efficiency of healthcare facilities in Slovakia is measured (2008–2015) using data envelopment analysis (DEA). The DEA is the dominant approach to assessing the efficiency of the healthcare system but also other economic areas. In this study, the window approach is introduced as an extension to the basic DEA models to evaluate healthcare technical efficiency in individual regions and quantify the basic regional disparities and discrepancies. The window DEA method was chosen since it leads to increased discrimination on results especially when applied to small samples and it enables year-by-year comparisons of the results. Two stable inputs (number of beds, number of medical staff), three variable inputs (number of all medical equipment, number of magnetic resonance (MR) devices, number of computed tomography (CT) devices) and two stable outputs (use of beds, average nursing time) were chosen as production variable in an output-oriented 4-year window DEA model for the assessment of technical efficiency in 8 regions. The database was made available from the National Health Information Center and the Slovak Statistical Office, as well as from the online databases Slovstat and DataCube. The aim of the paper is to quantify the impact of the non-standard Data Envelopment Analysis (DEA) variables as the use of medical technologies (MR, CT) on the results of the assessment of the efficiency of the healthcare facilities and their adequacy in the evaluation of the monitored processes. The results of the analysis have shown that there is an indirect dependence between the values of the variables over time and the results of the estimated efficiency in all regions. The regions that had low values of the variables over time achieved a high degree of efficiency and vice versa. Interesting knowledge was that the gradual addition of variables number of MR, number of CT and number of medical devices together, to the input side did not have a significant impact on the overall estimated efficiency of healthcare facilities.

Suggested Citation

  • Robert Stefko & Beata Gavurova & Kristina Kocisova, 2018. "Healthcare efficiency assessment using DEA analysis in the Slovak Republic," Health Economics Review, Springer, vol. 8(1), pages 1-12, December.
    • Handle: RePEc:spr:hecrev:v:8:y:2018:i:1:d:10.1186_s13561-018-0191-9
    DOI: 10.1186/s13561-018-0191-9
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    as
    1. 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.
    2. Ancarani, Alessandro & Di Mauro, Carmela & Gitto, Simone & Mancuso, Paolo & Ayach, Ali, 2016. "Technology acquisition and efficiency in Dubai hospitals," Technological Forecasting and Social Change, Elsevier, vol. 113(PB), pages 475-485.
    3. Eduardo Ley, 1991. "Eficiencia productiva: un estudio aplicado al sector hospitalario," Investigaciones Economicas, Fundación SEPI, vol. 15(1), pages 71-88, January.
    4. Benoit Dervaux & Gary Ferrier & Herve Leleu & Vivian Valdmanis, 2004. "Comparing French and US hospital technologies: a directional input distance function approach," Applied Economics, Taylor & Francis Journals, vol. 36(10), pages 1065-1081.
    5. 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.
    6. Nikolaos Oikonomou & Yannis Tountas & Argiris Mariolis & Kyriakos Souliotis & Kostas Athanasakis & John Kyriopoulos, 2016. "Measuring the efficiency of the Greek rural primary health care using a restricted DEA model; the case of southern and western Greece," Health Care Management Science, Springer, vol. 19(4), pages 313-325, December.
    7. Martini, Gianmaria & Berta, Paolo & Mullahy, John & Vittadini, Giorgio, 2014. "The effectiveness–efficiency trade-off in health care: The case of hospitals in Lombardy, Italy," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 217-231.
    8. Pınar Kaya Samut & Reyhan Cafrı, 2016. "Analysis of the Efficiency Determinants of Health Systems in OECD Countries by DEA and Panel Tobit," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 129(1), pages 113-132, October.
    9. Tsekouras, Kostas & Papathanassopoulos, Fotis & Kounetas, Kostas & Pappous, Giorgos, 2010. "Does the adoption of new technology boost productive efficiency in the public sector? The case of ICUs system," International Journal of Production Economics, Elsevier, vol. 128(1), pages 427-433, November.
    10. 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.
    11. Jos Blank & Vivian Valdmanis, 2010. "Environmental factors and productivity on Dutch hospitals: a semi-parametric approach," Health Care Management Science, Springer, vol. 13(1), pages 27-34, March.
    12. Josef Jablonský, 2004. "Modely hodnocení efektivnosti produkčních jednotek [Models for efficiency evaluation of decision making units]," Politická ekonomie, Prague University of Economics and Business, vol. 2004(2).
    13. W. David Bradford & Andrew N. Kleit & Marie A. Krousel-Wood & Richard N. Re, 2001. "Stochastic Frontier Estimation Of Cost Models Within The Hospital," The Review of Economics and Statistics, MIT Press, vol. 83(2), pages 302-309, May.
    14. 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.
    15. 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.
    16. Miika Linna & Unto Häkkinen & Eero Linnakko, 1998. "An econometric study of costs of teaching and research in Finnish hospitals," Health Economics, John Wiley & Sons, Ltd., vol. 7(4), pages 291-305, June.
    17. 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.
    18. U.‐G. Gerdtham & M. Löthgren & M. Tambour & C. Rehnberg, 1999. "Internal markets and health care efficiency: a multiple‐output stochastic frontier analysis," Health Economics, John Wiley & Sons, Ltd., vol. 8(2), pages 151-164, March.
    19. Eduardo Ley, 1991. "Eficiencia productiva: un estudio aplicado al sector hospitalario. Respuesta," Investigaciones Economicas, Fundación SEPI, vol. 15(3), pages 755-756, September.
    20. Kontodimopoulos, Nick & Nanos, Panagiotis & Niakas, Dimitris, 2006. "Balancing efficiency of health services and equity of access in remote areas in Greece," Health Policy, Elsevier, vol. 76(1), pages 49-57, March.
    21. Cláudia Araújo & Carlos Barros & Peter Wanke, 2014. "Efficiency determinants and capacity issues in Brazilian for-profit hospitals," Health Care Management Science, Springer, vol. 17(2), pages 126-138, June.
    22. 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.
    23. Roxani Karagiannis, 2015. "A system-of-equations two-stage DEA approach for explaining capacity utilization and technical efficiency," Annals of Operations Research, Springer, vol. 227(1), pages 25-43, April.
    24. Miika Linna, 1998. "Measuring hospital cost efficiency with panel data models," Health Economics, John Wiley & Sons, Ltd., vol. 7(5), pages 415-427, August.
    25. Jaume Puig‐Junoy, 1998. "Technical efficiency in the clinical management of critically ill patients," Health Economics, John Wiley & Sons, Ltd., vol. 7(3), pages 263-277, May.
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