Abstract
Economic recession and the government’s budget deficit are placing increasing pressure on hospitals in Finland to contain costs. The state subsidy reform in 1993 was expected to enhance productive efficiency by introducing competitive elements to health care. The reform allowed the municipalities to adopt a more active role as purchasers of hospital services as they became the budget holders of public health care money. Hospitals in Finland are owned by hospital districts, which are made up of federations of municipalities to which every municipality must belong. So far the role of hospital districts as local monopolies for producing specialised services has prevented the emergence of internal markets between the purchasers (municipalities) and the providers (Häkkinen 1995). Moreover, the purchaser cannot compare prices between hospitals because of the heterogeneity of the current pricing systems. However, purchasers, central government and tax-payers all began to express interest in the measurement of hospital efficiency after recent studies (Pekurinen et al. 1991, Kekomäki and Linna 1994, Linna and Häkkinen 1995) revealed that substantial differences could exist between hospitals in their productive efficiency.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Aigner D, Lovell K, Schmidt P. Formulation and estimation of stochastic production function models. Journal of Econometrics 1977: 6: 21–37.
Averill A, McGuire T, Manning B, Fowler D, Horn S, Dickson P, Coye M, Knowlton D, Bender J. A study of the relationship between severity of ilness and hospital cost in New Jersey hospitals. Health Services Research 1992: 5: 587–604.
Banker R, Conrad R, Strauss R. A comparative application of DEA and translog methods: an illustrative study of hospital production. Mgmt Sci 1986: 1: 30–44.
Banker R, Charnes A and Cooper W. Some models for estimating technical and scale inefficiencies in DEA. Mgmt Sci. 1984: 30: 1078–1092.
Besley D, Kuh E, Welsch R. Regression diagnostics: Identifying influential data and sources of collinearity. John Wiley and Sons, New York 1980.
Blackorby C., Primont D, Russel R. On testing separability restrictions with flexible functional forms. Journal of Econometrics 1977: 5: 195–209.
Breusch T, Pagan A. A simple test for heteroscedasticity and random coefficient variation. Econometrica 1979: 47: 1287–1294.
Brown R, Caves D, Christensen L. Modeling the structure of cost and production for multiproduct firms. Southern Economic Journal 1979: 46: 256–272.
Burgess J, Wilson P. Hospital Ownership and Technical Inefficiency. Management Science 1996: 42: 110–123.
Butler J. Hospital cost analysis. Kluwer Academic Publishers, Dordrecht 1995.
Caves D, Christensen L, Tretheway M. Flexible cost functions for multi-product firms. Review of Economics and Statistics 1980: 62: 477–481.
Charnes A, Cooper W, Rhodes E. Measuring the efficiency of decision making units. European Journal of Operational Research 1978: 2: 429–444.
Cornwell C., Schmidt P, and Sickles R. Production frontiers with cross-sectional and time-series variation in efficiency levels. Journal of Econometrics 1990: 46:185–200.
Dyson R, Thanassoulis E. Reducing weight flexibility in Data Envelopment Analysis. J. Op. Res. Soc. 1988: 6: 563–576.
Farley D. Measuring casemix specialization and the concentration of diagnoses in hospitals using information theory. J Health E 1989: 8: 185–207.
Farrell M. The measurement of productive efficiency. Journal of the Royal Statistical Society Vol. 120 1957.
Ferrier G, Valdmanis V. Rural Hospital Performance and Its Correlates. The Journal of Productivity Analysis: 7:63–80.
Färe R, Lovell K. Measuring the technical efficiency of production. J Econ T 1978: 19: 150–162.
Försund F. A comparison of parametric and non-parametric efficiency measures: the case of Norwegian ferries. The Journal of Productivity Analysis, 1992: 3: 25–43.
Försund F, Lovell C, Schmidt P. A survey of production functions and of their relationship to efficiency measurement. J Economet 1980: 13: 5–25.
Grannemann T, Brown R, Pauly M. Estimating hospital cost, A multiple-output analysis. J Health E 1986: 5: 7–127.
Greene W. Econometric Analysis. Second edition, Macmillan Publishing Company, New York 1993a.
Greene W. The econometric approach to efficiency analysis, 68-119. In Fried H, Lovell C., Schmidt S. (eds.). The measurement of productive efficiency. Techniques and applications. Oxford University Press, New York 1993b.
Greene W. LIMDEP 6.0. Econometric software Inc., Belport, New York 1992.
Grosskopf S, Valdmanis V. Measuring hospital performance. A non-parametric approach. J Health E 1987: 6: 89–107.
Harkki P. Suomen sairaaloiden tuottavuusanalyysi DEA-menetelmää käyttäen. Pro Gradu-tutkielma, Helsingin Kauppakorkeakoulun Laskentatoimen laitos 1994.
Hausman J. Specification tests in econometrics. Econometrica 1978: 46: 1251–1271.
Horn D et al. Interhospital differences in severity of illness. The New England Jounal of Medicine. 1985: July 4: 20–24.
Häkkinen U. Health care in Finland: current issues. In: Alban, A. and Christiansen T. (eds). New initiatives in health care systems. The Nordic Lights. Odense: Odense University Press 1995.
Jondrow J, Lovell C., Materov I, Schmidt P. On the estimation of technical inefficiency in the stochastic production function model. J Economet 1982: 19: 233–238.
Kekomäki M, Linna M. The productivity of Finnish hospitals: Case measuring the productivity of the 15 non-university ophthalmological units. Paper presented at the 15th Annual Meeting of the Nordic Health Economists’ Study Group. Reykjavik, Iceland 18th-19th August.
Kumbhakar S. Production frontiers, panel data, and time-varying technical inefficiency. Journal of Econometrics 1990:46:201–211.
Linna M, Häkkinen U. Sairaaloiden tuottavuus suomessa 1991-1993. DEA-analyysin tuloksia. STAKES Aiheita/5 1995.
Linna M, Häkkinen U. Ekonometrinen tutkimus yliopistosairaaloiden erityisvaltionosuuden korvausperusteista. STAKES Aiheita/15 1996.
Magnussen J. Efficiency Measurement and the Operationalization of Hospital Production. Health Services Research 1996: 31:1: 21–37.
Newhouse J. Frontier estimation: How useful a tool for health economics? J Health E 1994: 13: 317–322.
Niemi M. Julkisen tuotannon tehokkuuden mittaaminen-Data Envelopment Analyysi sairaaloiden tehokkuuseroista 1992. Kansantaloustieteen Pro Gradu-tutkielma, Tampereen Yliopisto 1995.
Nunamaker T. Using data envelopment analysis to measure the efficiency of non-profit organisations: a critical evaluation. Managerial and decision economics 1985: 6: 50–58.
Pekurinen M, Pitkänen E, Sintonen H, Alander V, Coyle D. Hospital productivity in Finland. Further analysis. Liiketaloudellinen aikakausikirja 1991: 39: 50–67.
Ray S, Kim H. Cost efficiency in the US steel industry: A nonparametric analysis using Data Envelopment Analysis. European Journal of Operational Research 1995: 80: 654–671.
Rogowski J, Newhouse J. Estimating the indirect costs of teaching. J Health E 1992: 11: 153–171.
Roll Y, Golany B. Alternate Methods of Treating Factor Weights in DE A. OMEGA International Journal of Managenment Science 1993: 21: 99–109.
Roll Y, Cook W, Golany B. Controlling Factor Weights in Data Envelopment Analysis. HE Transactions 1991:23:2–9.
Salonen M, Häkkinen U, Keskimäki I, Linna M. DRG-ryhmien kustannuspainot suomalaisella aineistolla. Stakes Aiheita 35/1995. SCI Journal Citation Reports. 1994.
Seiford and Thrall. Recent developments in DEA. The mathematical programming approach to frontier analysis. Journal of Econometrics 1990: 46: 7–38.
Sheingold S. Alternatives for multivariate regression to adjust prospective payment rates. Health Care Financing Review, 1990: 3: 31–41.
Sherman D. Hospital efficiency measurement and evaluation. Empirical test of a new technique. Medical Care 1984: vol.22No. 10: 922–938.
Simar L. Estimating efficiencies from frontier models with panel data. A comparison of parametric, nonparametric and semiparametric methods with bootstrapping. Journal of Productivity Analysis 1992: 3: 171–203.
Skinner J. What do stochastic frontier cost functions tell us about inefficiency? J Health E 1994: 13: 323–328.
Sloan F, Feldman R, Steinwald A. Effects of teaching on hospital cost. J Health E 1983: 2: 1–28.
Suomen Kuntaliitto. Suomen sairaalataloustilasto, Helsinki 1995.
Thanassoulis E. Warwick DEA. User manual version 6.5. Warwick Business School. Warwick University 1992.
Virtanen M, Brommels M, Keskimäki I. FinDRG potilasryhmitys. Luokitusopas, Stakes. Ohjeita ja luokituksia 1995:2.
Vita M. Exploring hospital production functions with flexible functional forms. J Health E 1990: 9: 1–21.
Vitaliano D, Toren M. Cost and efficiency of nursing homes: a stochastic frontier approach. J Health E 1994: 13:281–300.
Zuckerman S, Hadley J, Iezzoni L. Measuring hospital efficiency with frontier cost functions. J Health E 1994: 13: 255–280.
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1998 Springer Science+Business Media New York
About this chapter
Cite this chapter
Linna, M., Häkkinen, U. (1998). A Comparative Application of Econometric Frontier and Dea Methods for Assessing Cost Efficiency of Finnish Hospitals. In: Zweifel, P. (eds) Health, the Medical Profession, and Regulation. Developments in Health Economics and Public Policy, vol 6. Springer, Boston, MA. https://doi.org/10.1007/978-1-4615-5681-7_9
Download citation
DOI: https://doi.org/10.1007/978-1-4615-5681-7_9
Publisher Name: Springer, Boston, MA
Print ISBN: 978-1-4613-7601-9
Online ISBN: 978-1-4615-5681-7
eBook Packages: Springer Book Archive