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Cost efficiency of university hospitals in the Nordic countries: a cross-country analysis

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Abstract

This paper estimates cost efficiency scores using the bootstrap bias-corrected procedure, including variables for teaching and research, for the performance of university hospitals in the Nordic countries. Previous research has shown that hospital provision of research and education interferes with patient care routines and inflates the costs of health care services, turning university hospitals into outliers in comparative productivity and efficiency analyses. The organisation of patient care, medical education and clinical research as well as available data at the university hospital level are highly similar in the Nordic countries, creating a data set of comparable decision-making units suitable for a cross-country cost efficiency analysis. The results demonstrate significant differences in university hospital cost efficiency when variables for teaching and research are entered into the analysis, both between and within the Nordic countries. The results of a second-stage analysis show that the most important explanatory variables are geographical location of the hospital and the share of discharges with a high case weight. However, a substantial amount of the variation in cost efficiency at the university hospital level remains unexplained.

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Notes

  1. Iceland is not included in this study because of dissimilarities in output data.

  2. The university hospitals are defined in http://www.sum.dk/publikationer/offentligg_produktivitet_sygehus_tredje_drap/html/index.htm.

  3. In 2004, two university hospitals in Stockholm County were merged (with expectations on economies of scale in health care production and research activities) into one super specialised university hospital creating the largest university hospital in northern Europe. These hospitals are included as one single hospital in the study.

  4. The university hospitals are defined in http://www.sintef.no/Projectweb/Startsiden/Om-SAMDATA.

  5. One Swedish university hospital was excluded because of missing data.

  6. In the Swedish data teaching costs are included in operating costs.

  7. In Sweden, the cost figures are based on governmental funding of medical research and in Finland and Norway on governmental funding of medical teaching and research.

  8. Under the assumption that materials, equipment and rents take a share of 30 percent from the total operating costs, the country-specific shares of doctors and nurses, according to OECD health data 2007, yield the following results: Sweden: 17.1 percent and 52.9 percent; Norway: 13.5 percent and 56.5 percent, Finland: 17.1 percent and 52.9 percent and Denmark: 21.9 percent and 48.1 percent.

  9. The quality of a bibliometric analysis improves with increasing coverage of publications in the area. ISI Thomson Scientific received excellent coverage of publications in the subject area of clinical medicine in a recent study.

  10. The indicator shows the share of publications attributed to a unit that belongs to the five percent most cited publications in the world from the same year, in the same subject and of the same document type.

  11. The indicator corresponds to the relative number of citations of publications from a specific unit compared to the world average of citations of publications of the same document type, age and subject area. As an example, 0.9 implies that a unit’s publications are cited 10 percent below average and 1.2 that they are cited 20 percent above average.

  12. The citation window is 2002–2009.

  13. The data collections were made on Aug 12 2009 (except for the Swedish data for 2002, which were drawn between March 24 and April 2 2009). Data are derived from the 1995–2004 Science Citation Index Expanded, Social Sciences Citation Index and Arts & Humanities Citation Index Tagged data prepared by the Thomson Scientific Inc (TS), Philadelphia, Pennsylvania, USA: ©Copyright Thomson Scientific Inc® 2006. All rights reserved.

  14. Available from sverre.kittelsen@frisch.uio.no upon request.

  15. Release 9.1. SAS Institute, Inc. Cary, NC, USA.

References

  1. Hadley, J.: Teaching and hospital costs. J. Health Econ. 2, 75–79 (1983)

    Article  PubMed  CAS  Google Scholar 

  2. Sloan, F.A., Feldman, R.D., Steinwald, A.B.: Effects of teaching on hospital costs. J. Health Econ. 2, 1–28 (1983)

    Article  PubMed  CAS  Google Scholar 

  3. Granneman, T.W., Brown, R.S., Pauly, M.V.: Estimating hospital cost, a multiple-output analysis. J. Health Econ. 5, 107–127 (1986)

    Article  Google Scholar 

  4. Rogowski, J., Newhouse, J.: Estimating the indirect costs of teaching. J. Health Econ. 11, 153–171 (1992)

    Article  PubMed  CAS  Google Scholar 

  5. Sheingold, S.H.: Alternatives for using multivariate regression to adjust prospective payment rates. Health Care. Financ. Rev. 3, 31–41 (1990)

    Google Scholar 

  6. Zuckerman, S., Hadley, J., Iezzoni, L.: Measuring hospital efficiency with frontier cost functions. J. Health Econ. 13, 255–280; discussion 335–340 (1994)

    Google Scholar 

  7. Magnussen, J.: Efficiency measurement and the operationalization of hospital production. Health Serv. Res. 31, 21–37 (1996)

    PubMed  CAS  Google Scholar 

  8. Vitikainen, K., Street, A., Linna, M.: Estimation of hospital efficiency- do different definitions and casemix measures for hospital output affect the results? Health Policy 89, 149–159 (2009)

    Article  PubMed  Google Scholar 

  9. Linna, M., Hakkinen, U.: A comparative application of econometric frontier and DEA methods for assessing cost efficiency of Finnish hospitals. Dev. Health Econ. Public Policy. 6, 169–187 (1998)

    Article  PubMed  CAS  Google Scholar 

  10. Linna, M.: Measuring hospital cost efficiency with panel data models. Health Econ. 7, 415–427 (1998)

    Article  PubMed  CAS  Google Scholar 

  11. Huttin, C., de Pouvourville, G.: The impact of teaching and research on hospital costs. Eur. J. Health Econ. 2, 47–53 (2001)

    Article  Google Scholar 

  12. Kittelsen, S.A.C., Piro, F.N., Magnussen, J.: Hva betyr forskning,utdanning og reisetid for sykehusenes kostnader? HERO Working paper, 2002:18. Health economics research programme, University of Oslo (2002) http://www.hero.uio.no/publicat/2002/HERO2002_18.pdf Accessed 31 August 2009

  13. O’Neill, L., Dexter, F.: Market capture of inpatient perioperative services using DEA. Health Care Manag. Sci. 7, 263–273 (2004)

    Article  PubMed  Google Scholar 

  14. Grosskopf, S., Margaritis, D., Valdmanis, V.: Competitive effects on teaching hospitals. Eur. J. Oper. Res. 154, 515–525 (2004)

    Article  Google Scholar 

  15. Linna, M., Hakkinen, U., Magnussen, J.: Comparing hospital cost efficiency between Norway and Finland. Health Policy 77, 268–278 (2006)

    Article  PubMed  Google Scholar 

  16. Kittelsen, S.A.C., Magnussen, J., Anthun, K., Häkkinen, U., Linna, M., Medin, E., Olsen, K.R., Rehnberg, C.: hospital productivity and the Norwegian ownership reform—a Nordic comparative study. HERO Working paper, 2008:10. Health Economics Research Programme, University of Oslo (2008) http://www.hero.uio.no/publicat/2008/2008_10.pdf. Accessed 31 August 2009

  17. Hollingsworth, B.: The measurement of efficiency and productivity of health care delivery. Health Econ. 17, 1107–1128 (2008)

    Article  PubMed  Google Scholar 

  18. Fetter, R.B.: Background in: Fetter, R.B., Brand, D.A., Gamache, D. (ed.) DRGs their design and development. Ann Arbor (M.I.): Health Administration Press (1991)

  19. Hansen, K.K., Zwanziger, J.: Marginal costs in general acute care hospitals: a comparison among California, New York and Canada. Health Econ. 5, 195–216 (1996)

    Article  PubMed  CAS  Google Scholar 

  20. Mobley, L.R., Magnussen, J.: An international comparison of hospital efficiency: does institutional environment matter? Appl. Econ. 30, 1089–1100 (1998)

    Article  Google Scholar 

  21. Steinmann, L., Dittrich, G., Karmann, A., Zweifel, P.: Measuring and comparing the (in)efficiency of German and Swiss hospitals. Eur. J. Health Econ. 5, 216–226 (2004)

    Article  PubMed  Google Scholar 

  22. Dervaux, B., Ferrier, G.D., Leleu, H., Valdmanis, V.: Comparing French and US hospital technologies: a directional input distance function approach. Appl. Econ. 36, 1065–1081 (2004)

    Article  Google Scholar 

  23. Milne, R., Abebe, A., Torsney, B.: The impact of teaching on hospital costs: a budgetary approach to non-market institutions. J. Op. Res. Soc. 40, 1089–1098 (1989)

    CAS  Google Scholar 

  24. Lopez-Casanovas, G., Saez, M.: The impact of teaching status on average costs in Spanish hospitals. Health Econ. 6, 641–651 (1999)

    Article  Google Scholar 

  25. Linna, M., Häkkinen, U., Linnakko, E.: An econometric study of costs of teaching and research in Finnish hospitals. Health Econ. 7, 291–305 (1998)

    Article  PubMed  CAS  Google Scholar 

  26. Linna, M., Häkkinen, U.: Reimbursing for the costs of teaching and research in Finnish hospitals: a stochastic frontier model. Int. J. Health Care Finance Econ. 6, 83–97 (2006)

    Article  PubMed  Google Scholar 

  27. Mela, G.S., Cimmino, M.A., Ugolini, D.: Impact assessment of oncology research in the European Union. Eur. J. Cancer 35, 1182–1186 (1999)

    Article  PubMed  CAS  Google Scholar 

  28. Grossi, F., Belvedere, O., Rosso, R.: Geography of clinical cancer research publications from 1995 to 1999. Eur. J. Cancer. 39, 106–111(2003)

    Google Scholar 

  29. Belinchón I., Ramos, J.M., Sánchez-Yus E., Betlloch I.: Dermatological scientific production from European Union authors (1987–2000). Scientometrics. 61, 271–281 (2004)

    Google Scholar 

  30. Skram, U., Larsen, B., Ingwersen, P., Viby-Mogensen, J.: Scandinavian research in anaesthesiology 1981–2000: visibility and impact in EU and world context. Acta Anaesthesiol. Scand. 48, 1006–1013 (2004)

    Article  PubMed  CAS  Google Scholar 

  31. Garfield, E.: Fortnightly review: how can impact factor be improved? BMJ 313, 411–413 (1996)

    PubMed  CAS  Google Scholar 

  32. Seglen, P.O.: Why the impact factor of journals should not be used for evaluating research. BMJ 314, 498–502 (1997)

    PubMed  CAS  Google Scholar 

  33. Glänzel, W., Moed, H.F.: Journal impact measures in bibliometric research. Scientometrics. 53, 171–193 (2002)

    Article  Google Scholar 

  34. Saha, S., Saint, S., Christakis, D.A.: Impact factor: a valid measure of journal quality? J. Med. Libr. Assoc. 91, 42–46 (2003)

    Google Scholar 

  35. Moed, H.F.: Citation analysis in research evaluation. Springer, Dordrecht (2005)

    Google Scholar 

  36. Lundberg, J.: Bibliometrics as a research assessment tool- impact beyond the impact factor [Dissertation]. Department of learning, informatics, management and ethics, Karolinska Institutet, Stockholm (2006)

  37. van Leeuwen, T.N.: Second generation bibliometric indicators [Dissertation]. Leiden: Centre for Science and Technology Studies, Leiden Univeristy, Leiden (2004)

  38. Vekt på forskning. Nytt system for dokumentasjon av vitenskapelig publisering. Instilling fra faglig och teknisk utvalg til UHR. Universitets- og høgskolerådet (2004) http://www.uhr.no/documents/Vekt_p__forskning__sluttrapport.pdf Accessed 31 August 2009

  39. SOU 2007:81. Resurser för kvalitet. The Government Offices of Sweden (2007) http://www.regeringen.se/content/1/c6/09/13/39/89f63bda.pdf Accessed 31 August 2009

  40. Jacobs, R., Smith, P., Street, A.: Measuring efficiency in health care. Analytic techniques and health policy. Cambridge University Press, Cambridge (2006)

    Book  Google Scholar 

  41. Farrell, M.J.: The measurement of productive efficiency. J. Royal. Stat. Soc. 120, 253–281 (1957)

    Article  Google Scholar 

  42. Charnes, A., Cooper, W.W., Rhodes, E.: Measuring the efficiency of decision-making units. Eur. J. Op. Res. 2, 429–444 (1978)

    Article  Google Scholar 

  43. Simar, L., Wilson, P.W.: Sensitivity analysis of efficiency scores: how to bootstrap in nonparametric frontier models. Manag. Sci. 44, 49–61 (1998)

    Article  Google Scholar 

  44. Simar, L., Wilson, P.W.: Estimation and inference in two-stage, semi-parametric models of production processes. J. Econometrics. 136, 31–64 (2007)

    Article  Google Scholar 

  45. McDonald, J.: Using least squares and tobit in second stage DEA efficiency analyses. Eur. J. Op. Res. 2, 792–798 (2009)

    Article  Google Scholar 

  46. SOU 2008:7 Världsklass! Åtgärdsplan för den kliniska forskningen. The Government Offices of Sweden (2008) http://www.regeringen.se/content/1/c6/09/79/05/3881eb4a.pdf Accessed 31 August 2009

  47. Sandström, U., Sandström, E.: Resurser för citeringar. Högskoleverkets rapportserie 2008:18 R. http://www.hsv.se/download/18.8f0e4c9119e2b4a60c80006308/0818R.pdf Accessed on August 31 2009

  48. SOU 2009:43 Klinisk forskning–Ett lyft för sjukvården. The Government Offices of Sweden (2009) http://www.regeringen.se/content/1/c6/12/56/78/e10dacba.pdf Accessed on August 31 2009

  49. Ryttberg, B., Nyström, E., Stenberg, A., Palm, K., Näslund, I.: “Öppna jämförelser” ger inget säkert mått på infarktvårdens kvalitet. Epidemiologiska registret duger inte för att jämföra landsting. Lakartidningen. 35, 2121–2124 (2009)

    Google Scholar 

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Correspondence to Emma Medin.

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Medin, E., Anthun, K.S., Häkkinen, U. et al. Cost efficiency of university hospitals in the Nordic countries: a cross-country analysis. Eur J Health Econ 12, 509–519 (2011). https://doi.org/10.1007/s10198-010-0263-1

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