IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v122y2015i2p347-370.html
   My bibliography  Save this article

The Impact of GDP on Health Care Expenditure: The Case of Italy (1982–2009)

Author

Listed:
  • Silvia Fedeli

Abstract

Italian health care expenditure (HCE) has been basically explained with two main groups of theories. (1) Those explaining the peculiarity of the HCE growth as depending on demand and supply factors, such as aging population, number of practising physicians per capita, mix of public and private hospitals, number of hospital beds,… (2) Those explaining the growth of total public expenditure as a common feature among industrialized countries, with a huge empirical literature emphasising the role of GDP and/or other structural/institutional variables as the main determinants of HCE across countries. In order to reassess previous findings, we exploit recent results on panel cointegration analysis and test the regional Italian data on HCE and GDP, also taking into account cross-section correlation. The results show that HCE and GDP are cointegrated. The long- and short-term dynamics of HCE are estimated. Our results, providing an empirical support for the existence of Wagner’s law, have important policy implications in terms of fiscal sustainability: as income rises, people will choose relatively more HCE. Given the level of the public debt in Italy, any further increases would imply that future government spending may be mainly directed toward debt servicing, likely at the expense of public expenditure on basic infrastructure. Copyright Springer Science+Business Media Dordrecht 2015

Suggested Citation

  • 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.
  • Handle: RePEc:spr:soinre:v:122:y:2015:i:2:p:347-370
    DOI: 10.1007/s11205-014-0703-x
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11205-014-0703-x
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11205-014-0703-x?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LP, vol. 3(1), pages 1-31, March.
    2. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    3. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    4. 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.
    5. 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.
    6. Alan T. Peacock & Jack Wiseman, 1961. "The Growth of Public Expenditure in the United Kingdom," NBER Books, National Bureau of Economic Research, Inc, number peac61-1.
    7. Torsten Persson & Guido Tabellini, "undated". "Political Institutions and Policy Outcomes: What are the Stylized Facts?," Working Papers 189, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    8. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    9. Persson, Torsten & Tabellini, Guido, 1999. "The size and scope of government:: Comparative politics with rational politicians," European Economic Review, Elsevier, vol. 43(4-6), pages 699-735, April.
    10. James P. Smith, 1999. "Healthy Bodies and Thick Wallets: The Dual Relation between Health and Economic Status," Journal of Economic Perspectives, American Economic Association, vol. 13(2), pages 145-166, Spring.
    11. 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.
    12. Gerdtham, Ulf-G. & Jonsson, Bengt, 1994. "Health care expenditure in the Nordic countries," Health Policy, Elsevier, vol. 26(3), pages 207-220, January.
    13. Francis Teal & Markus Eberhardt, 2010. "Productivity Analysis in Global Manufacturing Production," Economics Series Working Papers 515, University of Oxford, Department of Economics.
    14. Bird, Richard M, 1971. "Wagner's o Law' of Expanding State Activity," Public Finance = Finances publiques, , vol. 26(1), pages 1-26.
    15. 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.
    16. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    17. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    18. Margherita Giannoni & Theodore Hitiris, 2002. "The regional impact of health care expenditure: the case of Italy," Applied Economics, Taylor & Francis Journals, vol. 34(14), pages 1829-1836.
    19. Jennifer Roberts, 2000. "Spurious regression problems in the determinants of health care expenditure: a comment on Hitiris (1997)," Applied Economics Letters, Taylor & Francis Journals, vol. 7(5), pages 279-283.
    20. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    21. Robert E. Hall & Charles I. Jones, 2007. "The Value of Life and the Rise in Health Spending," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 39-72.
    22. Torsten Persson & Guido Tabellini, 2005. "The Economic Effects of Constitutions," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262661926, April.
    23. Gian Maria Milesi-Ferretti & Roberto Perotti & Massimo Rostagno, 2002. "Electoral Systems and Public Spending," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(2), pages 609-657.
    24. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    25. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    26. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    27. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    28. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    29. Bethencourt, Carlos & Galasso, Vincenzo, 2008. "Political complements in the welfare state: Health care and social security," Journal of Public Economics, Elsevier, vol. 92(3-4), pages 609-632, April.
    30. Frey, Bruno S & Stutzer, Alois, 2000. "Happiness, Economy and Institutions," Economic Journal, Royal Economic Society, vol. 110(466), pages 918-938, October.
    31. Roubini, Nouriel & Sachs, Jeffrey D., 1989. "Political and economic determinants of budget deficits in the industrial democracies," European Economic Review, Elsevier, vol. 33(5), pages 903-933, May.
    32. 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.
    33. Damiaan Persyn & Joakim Westerlund, 2008. "Error-correction–based cointegration tests for panel data," Stata Journal, StataCorp LP, vol. 8(2), pages 232-241, June.
    34. 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.
    35. 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.
    36. Peacock, Alan & Scott, Alex, 2000. "The Curious Attraction of Wagner's Law," Public Choice, Springer, vol. 102(1-2), pages 1-17, January.
    37. Levaggi, Rosella & Zanola, Roberto, 2003. "Flypaper Effect and Sluggishness: Evidence from Regional Health Expenditure in Italy," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 10(5), pages 535-547, September.
    38. Rowley, Charles K & Tollison, Robert D, 1994. "Peacock and Wiseman on the Growth of Public Expenditure: Editor's Note," Public Choice, Springer, vol. 78(2), pages 125-128, February.
    39. Gerdtham, Ulf-G. & Jonsson, Bengt, 2000. "International comparisons of health expenditure: Theory, data and econometric analysis," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 1, pages 11-53, Elsevier.
    40. Pedro Pita Barros, 1998. "The black box of health care expenditure growth determinants," Health Economics, John Wiley & Sons, Ltd., vol. 7(6), pages 533-544, September.
    41. Henrekson, Magnus, 1993. "Wagner's Law--A Spurious Relationship?," Public Finance = Finances publiques, , vol. 48(3), pages 406-415.
    42. Beraldo, Sergio & Montolio, Daniel & Turati, Gilberto, 2009. "Healthy, educated and wealthy: A primer on the impact of public and private welfare expenditures on economic growth," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(6), pages 946-956, December.
    43. 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.
    44. Joseph P. Newhouse, 1992. "Medical Care Costs: How Much Welfare Loss?," Journal of Economic Perspectives, American Economic Association, vol. 6(3), pages 3-21, Summer.
    45. Bordignon, Massimo & Turati, Gilberto, 2009. "Bailing out expectations and public health expenditure," Journal of Health Economics, Elsevier, vol. 28(2), pages 305-321, March.
    46. 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.
    47. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
    48. Di Matteo, Livio & Di Matteo, Rosanna, 1998. "Evidence on the determinants of Canadian provincial government health expenditures: 1965-1991," Journal of Health Economics, Elsevier, vol. 17(2), pages 211-228, April.
    49. Francesco Moscone & Elisa Tosetti, 2009. "A Review And Comparison Of Tests Of Cross‐Section Independence In Panels," Journal of Economic Surveys, Wiley Blackwell, vol. 23(3), pages 528-561, July.
    50. Weingast, Barry R & Shepsle, Kenneth A & Johnsen, Christopher, 1981. "The Political Economy of Benefits and Costs: A Neoclassical Approach to Distributive Politics," Journal of Political Economy, University of Chicago Press, vol. 89(4), pages 642-664, August.
    51. Luca Crivelli & Massimo Filippini & Ilaria Mosca, 2006. "Federalism and regional health care expenditures: an empirical analysis for the Swiss cantons," Health Economics, John Wiley & Sons, Ltd., vol. 15(5), pages 535-541, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. António Afonso & José Alves, 2017. "Reconsidering Wagner’s law: evidence from the functions of the government," Applied Economics Letters, Taylor & Francis Journals, vol. 24(5), pages 346-350, March.
    2. Maksimović, Goran & Jović, Srđan & Jovanović, Radomir & Aničić, Obrad, 2017. "Management of health care expenditure by soft computing methodology," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 465(C), pages 370-373.
    3. Eugene Kouassi & Oluyele Akinkugbe & Noni Oratile Kutlo & J. M. Bosson Brou, 2018. "Health expenditure and growth dynamics in the SADC region: evidence from non-stationary panel data with cross section dependence and unobserved heterogeneity," International Journal of Health Economics and Management, Springer, vol. 18(1), pages 47-66, March.
    4. Ofeh M. Edoh & Tii N. Nchofoung & Ofeh E. Anchi, 2021. "The Impact of Financial Inclusion on Household Health Expenditures in Africa," Working Papers of the African Governance and Development Institute. 21/080, African Governance and Development Institute..
    5. Wei-Hua Qu & Guo-Hua Qu & Xin-Dong Zhang & Zhi-Jun Yan, 2018. "Effects of private car ownership, economic growth and medical services on healthcare expenditure in China: a dynamic panel data analysis," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 93(1), pages 167-188, August.
    6. Ryota Nakatani & Qianqian Zhang & Isaura Garcia Valdes, 2024. "Health Expenditure Decentralization and Health Outcomes: The Importance of Governance," Publius: The Journal of Federalism, CSF Associates Inc., vol. 54(1), pages 59-87.
    7. Silvia Fedeli & Leone Leonida & Michele Santoni, 2018. "Bureaucratic institutional design: the case of the Italian NHS," Public Choice, Springer, vol. 177(3), pages 265-285, December.

    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. 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.
    2. 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.
    3. Felipa de Mello-Sampayo & Sofia de Sousa-Vale, 2014. "Financing Health Care Expenditure in the OECD Countries: Evidence from a Heterogeneous, Cross-Sectional Dependent Panel," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 61(2), pages 207-225.
    4. Joan Costa‐Font & Marin Gemmill & Gloria Rubert, 2011. "Biases in the healthcare luxury good hypothesis?: a meta‐regression analysis," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 174(1), pages 95-107, January.
    5. Badi H. Baltagi & Raffaele Lagravinese & Francesco Moscone & Elisa Tosetti, 2017. "Health Care Expenditure and Income: A Global Perspective," Health Economics, John Wiley & Sons, Ltd., vol. 26(7), pages 863-874, July.
    6. Felipa de Mello-Sampayo & Sofia de Sousa-Vale, 2014. "Financing Health Care Expenditure in the OECD Countries: Evidence from a Heterogeneous, Cross-Sectional Dependent Panel," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 61(2), pages 207-225, March.
    7. Barkat, Karim & Sbia, Raschid & Maouchi, Youcef, 2019. "Empirical evidence on the long and short run determinants of health expenditure in the Arab world," The Quarterly Review of Economics and Finance, Elsevier, vol. 73(C), pages 78-87.
    8. Elton Beqiraj & Silvia Fedeli & Francesco Forte, 2018. "Public budgetary rules and GDP growth: An empirical study on OECD and twelve european countries," Southern Economic Journal, John Wiley & Sons, vol. 85(1), pages 170-188, July.
    9. 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.
    10. Skare, Marinko & Ozturk, Ilhan & Porada-Rochoń, Małgorzata & Stjepanovic, Sasa, 2024. "Energy as the new frontier: Dynamic panel data analysis revealing energy's transformative role in economic growth and technological progress," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    11. 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.
    12. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    13. 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.
    14. Markus Eberhardt, 2011. "Panel time-series modeling: New tools for analyzing xt data," United Kingdom Stata Users' Group Meetings 2011 22, Stata Users Group.
    15. Di Matteo, Livio, 2005. "The macro determinants of health expenditure in the United States and Canada: assessing the impact of income, age distribution and time," Health Policy, Elsevier, vol. 71(1), pages 23-42, January.
    16. Mehmet Balcilar & Sahar Aghazadeh & George N Ike, 2021. "Modelling the employment, income and price elasticities of outbound tourism demand in OECD countries," Tourism Economics, , vol. 27(5), pages 971-990, August.
    17. Adolfo Maza & Paula Gutiérrez-Portilla, 2022. "Outward FDI and exports relation: A heterogeneous panel approach dealing with cross-sectional dependence," International Economics, CEPII research center, issue 170, pages 174-189.
    18. Peñasco, Cristina & del Río, Pablo & Romero-Jordán, Desiderio, 2017. "Gas and electricity demand in Spanish manufacturing industries: An analysis using homogeneous and heterogeneous estimators," Utilities Policy, Elsevier, vol. 45(C), pages 45-60.
    19. Caravaggio, Nicola & Resce, Giuliano, 2023. "Enhancing Healthcare Cost Forecasting: A Machine Learning Model for Resource Allocation in Heterogeneous Regions," Economics & Statistics Discussion Papers esdp23090, University of Molise, Department of Economics.
    20. Alejandro F. Rodríguez & M. Nieves Valdés, 2019. "Health care expenditures and GDP in Latin American and OECD countries: a comparison using a panel cointegration approach," International Journal of Health Economics and Management, Springer, vol. 19(2), pages 115-153, June.

    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:spr:soinre:v:122:y:2015:i:2:p:347-370. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.