IDEAS home Printed from https://ideas.repec.org/a/wly/hlthec/v12y2003i2p113-124.html
   My bibliography  Save this article

The determinants of health care expenditure: testing pooling restrictions in small samples

Author

Listed:
  • Helmut Herwartz
  • Bernd Theilen

Abstract

Health care expenditure has increased substantially in all Western industrialized countries in the last decades. The necessity to contain the increase in health care expenditure has motivated the analysis of its determinants to explain differences across countries and health systems. However, recent studies have questioned the use of cross section data arguing that health systems are too different to allow for such comparisons. In this paper we investigate whether this criticism is really justified. We analyze the variations of health care expenditure in OECD countries relative to income, population aging and technological change. Our analysis is based on pooled cross section data and time series. Firstly, formulating error correction models for individual countries we demonstrate that in almost all cases the investigated variables are cointegrated. Secondly, we use a bootstrap framework for inference and examine whether the influence of explanatory variables is unique across countries. Applying recursive estimation procedures we find evidence for cross country homogeneity during the period 1961–1979. In the last two decades health care dynamics become more and more country specific thus indicating divergence of health systems and the growing importance of country‐specific effects in the explanation of differences in health care expenditure. Copyright © 2002 John Wiley & Sons, Ltd.

Suggested Citation

  • Helmut Herwartz & Bernd Theilen, 2003. "The determinants of health care expenditure: testing pooling restrictions in small samples," Health Economics, John Wiley & Sons, Ltd., vol. 12(2), pages 113-124, February.
  • Handle: RePEc:wly:hlthec:v:12:y:2003:i:2:p:113-124
    DOI: 10.1002/hec.700
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/hec.700
    Download Restriction: no

    File URL: https://libkey.io/10.1002/hec.700?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hansen, Paul & King, Alan, 1998. "Health care expenditure and GDP: panel data unit root test results--comment," Journal of Health Economics, Elsevier, vol. 17(3), pages 377-381, June.
    2. McCoskey, Suzanne K. & Selden, Thomas M., 1998. "Health care expenditures and GDP: panel data unit root test results," Journal of Health Economics, Elsevier, vol. 17(3), pages 369-376, June.
    3. Kremers, Jeroen J M & Ericsson, Neil R & Dolado, Juan J, 1992. "The Power of Cointegration Tests," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(3), pages 325-348, August.
    4. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    5. Gerdtham, Ulf-G. & Lothgren, Mickael, 2000. "On stationarity and cointegration of international health expenditure and GDP," Journal of Health Economics, Elsevier, vol. 19(4), pages 461-475, July.
    6. Herwartz, Helmut & Neumann, Michael H., 2000. "Bootstrap inference in single equation error correction models," SFB 373 Discussion Papers 2000,87, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
    7. Parkin, David & McGuire, Alistair & Yule, Brian, 1987. "Aggregate health care expenditures and national income : Is health care a luxury good?," Journal of Health Economics, Elsevier, vol. 6(2), pages 109-127, June.
    8. Ulf‐G. Gerdtham, 1992. "Pooling international health care expenditure data," Health Economics, John Wiley & Sons, Ltd., vol. 1(4), pages 217-231, December.
    9. Joseph P. Newhouse, 1977. "Medical-Care Expenditure: A Cross-National Survey," Journal of Human Resources, University of Wisconsin Press, vol. 12(1), pages 115-125.
    10. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
    11. Hitiris, Theo & Posnett, John, 1992. "The determinants and effects of health expenditure in developed countries," Journal of Health Economics, Elsevier, vol. 11(2), pages 173-181, August.
    12. repec:cup:etheor:v:10:y:1994:i:1:p:95-115 is not listed on IDEAS
    13. Gerdtham, Ulf-G. & Jonsson, Bengt, 1991. "Conversion factor instability in international comparisons of health care expenditure," Journal of Health Economics, Elsevier, vol. 10(2), pages 227-234, July.
    14. Theo Hitiris, 1997. "Health care expenditure and integration in the countries of the European Union," Applied Economics, Taylor & Francis Journals, vol. 29(1), pages 1-6.
    15. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    16. Shin, Yongcheol, 1994. "A Residual-Based Test of the Null of Cointegration Against the Alternative of No Cointegration," Econometric Theory, Cambridge University Press, vol. 10(1), pages 91-115, March.
    17. Hansen, Paul & King, Alan, 1996. "The determinants of health care expenditure: A cointegration approach," Journal of Health Economics, Elsevier, vol. 15(1), pages 127-137, February.
    18. Banerjee, Anindya & Dolado, Juan J. & Galbraith, John W. & Hendry, David, 1993. "Co-integration, Error Correction, and the Econometric Analysis of Non-Stationary Data," OUP Catalogue, Oxford University Press, number 9780198288107.
    19. Gerdtham, Ulf-G. & Sogaard, Jes & Andersson, Fredrik & Jonsson, Bengt, 1992. "An econometric analysis of health care expenditure: A cross-section study of the OECD countries," Journal of Health Economics, Elsevier, vol. 11(1), pages 63-84, May.
    20. Blomqvist, A. G. & Carter, R. A. L., 1997. "Is health care really a luxury?," Journal of Health Economics, Elsevier, vol. 16(2), pages 207-229, April.
    21. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    Full references (including those not matched with items on IDEAS)

    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. Gerdtham, Ulf-G. & Lothgren, Mickael, 2000. "On stationarity and cointegration of international health expenditure and GDP," Journal of Health Economics, Elsevier, vol. 19(4), pages 461-475, July.
    2. Hartwig, Jochen, 2008. "What drives health care expenditure?--Baumol's model of 'unbalanced growth' revisited," Journal of Health Economics, Elsevier, vol. 27(3), pages 603-623, May.
    3. Muhammad Arshad Khan & Muhammad Iftikhar Ul Husnain, 2019. "Is health care a luxury or necessity good? Evidence from Asian countries," International Journal of Health Economics and Management, Springer, vol. 19(2), pages 213-233, June.
    4. Joan Costa-Font & Marin Gemmill & Gloria Rubert, 2008. "Re-visiting the Health Care Luxury Good Hypothesis: Aggregation, Precision, and Publication Biases?," Working Papers in Economics 197, Universitat de Barcelona. Espai de Recerca en Economia.
    5. Giorgia Marini, 2016. "A note on the power of panel cointegration tests – An application to health care expenditure and gdp," Public Finance Research Papers 21, Istituto di Economia e Finanza, DSGE, Sapienza University of Rome.
    6. Hyejin Lee & Dong-Yop Oh & Ming Meng, 2019. "Stationarity and cointegration of health care expenditure and GDP: evidence from tests with smooth structural shifts," Empirical Economics, Springer, vol. 57(2), pages 631-652, August.
    7. Niklas Potrafke, 2012. "Political cycles and economic performance in OECD countries: empirical evidence from 1951–2006," Public Choice, Springer, vol. 150(1), pages 155-179, January.
    8. Potrafke, Niklas, 2010. "The growth of public health expenditures in OECD countries: Do government ideology and electoral motives matter?," Journal of Health Economics, Elsevier, vol. 29(6), pages 797-810, December.
    9. Seher Sülkü & Asena Caner, 2011. "Health care expenditures and gross domestic product: the Turkish case," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(1), pages 29-38, February.
    10. Silvia Fedeli, 2015. "The Impact of GDP on Health Care Expenditure: The Case of Italy (1982–2009)," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 122(2), pages 347-370, June.
    11. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    12. Baltagi, Badi H. & Moscone, Francesco, 2010. "Health care expenditure and income in the OECD reconsidered: Evidence from panel data," Economic Modelling, Elsevier, vol. 27(4), pages 804-811, July.
    13. Helmut Herwartz & Bernd Theilen, 2014. "Health Care And Ideology: A Reconsideration Of Political Determinants Of Public Healthcare Funding In The Oecd," Health Economics, John Wiley & Sons, Ltd., vol. 23(2), pages 225-240, February.
    14. Jennifer Roberts, 1999. "Sensitivity of elasticity estimates for OECD health care spending: analysis of a dynamic heterogeneous data field," Health Economics, John Wiley & Sons, Ltd., vol. 8(5), pages 459-472, August.
    15. Isabel Casas & Jiti Gao & Bin Peng & Shangyu Xie, 2021. "Time‐varying income elasticities of healthcare expenditure for the OECD and Eurozone," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(3), pages 328-345, April.
    16. Chakroun, Mohamed, 2009. "Health care expenditure and GDP: An international panel smooth transition approach," MPRA Paper 14322, University Library of Munich, Germany.
    17. Gerdtham, Ulf-G. & Löthgren, Mickael, 1998. "International Health Expenditure and GDP: New Multivariate Cointegration Panel Data Results," SSE/EFI Working Paper Series in Economics and Finance 258, Stockholm School of Economics.
    18. Silvia Fedeli, 2012. "The impact of GDP on health care expenditure: the case of Italy (1982-2009)," Working Papers in Public Economics 153, University of Rome La Sapienza, Department of Economics and Law.
    19. Héctor Bellido & Lorena Olmos & Juan Antonio Román-Aso, 2019. "Do political factors influence public health expenditures? Evidence pre- and post-great recession," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(3), pages 455-474, April.
    20. Fallahi, Firouz, 2011. "Convergence of Total Health Expenditure as a Share of GDP: Evidence from Selected OECD Countries," MPRA Paper 51324, University Library of Munich, Germany.

    More about this item

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    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:wly:hlthec:v:12:y:2003:i:2:p:113-124. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/5749 .

    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.