IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/27287.html
   My bibliography  Save this paper

Revisiting the health-income nexus in Malaysia: ARDL cointegration and Rao's F-test for causality

Author

Listed:
  • Tang, Chor Foon

Abstract

This study re-visits the health-income nexus for Malaysia using alternative econometric techniques which addressed on the small sample problem. This study covers the annual sample period of 1970 to 2009. Based on the appealing small sample properties, we applied the bounds testing approach to cointegration and the system-wise Rao’s F-test with bootstrap simulation procedure in this study. The bounds test suggests that health care expenditure and real income are moving together in the long-run. In addition, the long-run income elasticity is also estimate using four long-run estimators, namely OLS, DOLS, FMOLS, and ARDL. Interestingly, the entire long-run estimators suggest that the long-run income elasticity is more than unity. Therefore, our findings support the health care luxury hypothesis in Malaysia. From policy view point, the system-wise Rao’s F-test reveals strong unilateral causality running from real income to health care expenditure in Malaysia.

Suggested Citation

  • Tang, Chor Foon, 2010. "Revisiting the health-income nexus in Malaysia: ARDL cointegration and Rao's F-test for causality," MPRA Paper 27287, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:27287
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/27287/1/MPRA_paper_27287.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Clemente, Jesus & Marcuello, Carmen & Montanes, Antonio & Pueyo, Fernando, 2004. "On the international stability of health care expenditure functions: are government and private functions similar?," Journal of Health Economics, Elsevier, vol. 23(3), pages 589-613, May.
    2. 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.
    3. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    4. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    5. Chor Foon Tang, 2009. "An Examination of the Government Spending and Economic Growth Nexus for Malaysia Using the Leveraged Bootstrap Simulation Approach," Global Economic Review, Taylor & Francis Journals, vol. 38(2), pages 215-227.
    6. Muthi Samudram & Mahendhiran Nair & Santha Vaithilingam, 2009. "Keynes and Wagner on government expenditures and economic development: the case of a developing economy," Empirical Economics, Springer, vol. 36(3), pages 713-713, June.
    7. Selma J. Mushkin, 1962. "Health as an Investment," NBER Chapters, in: Investment in Human Beings, pages 129-157, National Bureau of Economic Research, Inc.
    8. Guglielmo Maria Caporale & Nikitas Pittis, 2004. "Estimator Choice and Fisher's Paradox: A Monte Carlo Study," Econometric Reviews, Taylor & Francis Journals, vol. 23(1), pages 25-52.
    9. 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.
    10. 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.
    11. Anindya Sen, 2005. "Is Health Care a Luxury? New Evidence from OECD Data," International Journal of Health Economics and Management, Springer, vol. 5(2), pages 147-164, June.
    12. Donald Freeman, 2003. "Is health care a necessity or a luxury? Pooled estimates of income elasticity from US state-level data," Applied Economics, Taylor & Francis Journals, vol. 35(5), pages 495-502.
    13. 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.
    14. Chor Foon Tang, 2008. "Wagner’s Law versus Keynesian Hypothesis: New Evidence from Recursive Regression-Based Causality Approaches," The IUP Journal of Public Finance, IUP Publications, vol. 0(4), pages 29-38, November.
    15. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    16. 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.
    17. 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.
    18. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    19. Abul M.M. Masih & Rumi Masih, 1998. "Does money cause prices, or the other way around?: Multi-country econometric evidence including error-correction modelling from South-east Asia," Journal of Economic Studies, Emerald Group Publishing, vol. 25(3), pages 138-160, September.
    20. Abdulnasser Hatemi-J & Ghazi Shukur, 2002. "Multivariate-based causality tests of twin deficits in the US," Journal of Applied Statistics, Taylor & Francis Journals, vol. 29(6), pages 817-824.
    21. Ekaterini Panopoulou & Nikitas Pittis, 2004. "A comparison of autoregressive distributed lag and dynamic OLS cointegration estimators in the case of a serially correlated cointegration error," Econometrics Journal, Royal Economic Society, vol. 7(2), pages 585-617, December.
    22. Muthi Samudram & Mahendhiran Nair & Santha Vaithilingam, 2009. "Keynes and Wagner on government expenditures and economic development: the case of a developing economy," Empirical Economics, Springer, vol. 36(3), pages 697-712, June.
    23. Zijun Wang & Andrew J. Rettenmaier, 2007. "A note on cointegration of health expenditures and income," Health Economics, John Wiley & Sons, Ltd., vol. 16(6), pages 559-578, June.
    24. 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.
    25. Ghazi Shukur & Panagiotis Mantalos, 2000. "A simple investigation of the Granger-causality test in integrated-cointegrated VAR systems," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(8), pages 1021-1031.
    26. 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.
    27. Selma J. Mushkin, 1962. "Health as an Investment," Journal of Political Economy, University of Chicago Press, vol. 70(5), pages 129-129.
    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. Olorunfemi Yasiru Alimi & Kazeem Bello Ajide, 2021. "The role of institutions in environment–health outcomes Nexus: empirical evidence from sub-Saharan Africa," Economic Change and Restructuring, Springer, vol. 54(4), pages 1205-1252, November.
    2. Olorunfemi Yasiru Alimi & Kazeem Bello Ajide & Wakeel Atanda Isola, 2020. "Environmental quality and health expenditure in ECOWAS," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(6), pages 5105-5127, August.

    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. Tang, Chor Foon, 2011. "Multivariate Granger Causality and the Dynamic Relationship between Health Care Spending, Income and Relative Price of Health Care in Malaysia," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 52(2), pages 199-214, December.
    2. Tang, Chor Foon, 2010. "The determinants of health expenditure in Malaysia: A time series analysis," MPRA Paper 24356, University Library of Munich, Germany.
    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. Mehdi Barati & Hadiseh Fariditavana, 2020. "Asymmetric effect of income on the US healthcare expenditure: evidence from the nonlinear autoregressive distributed lag (ARDL) approach," Empirical Economics, Springer, vol. 58(4), pages 1979-2008, April.
    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. 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.
    8. Chakroun, Mohamed, 2009. "Health care expenditure and GDP: An international panel smooth transition approach," MPRA Paper 14322, University Library of Munich, Germany.
    9. Emre Atilgan & Dilek Kilic & Hasan Murat Ertugrul, 2017. "The dynamic relationship between health expenditure and economic growth: is the health-led growth hypothesis valid for Turkey?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(5), pages 567-574, June.
    10. Muhammad Usman & Zhiqiang Ma & Muhammad Wasif Zafar & Abdul Haseeb & Rana Umair Ashraf, 2019. "Are Air Pollution, Economic and Non-Economic Factors Associated with Per Capita Health Expenditures? Evidence from Emerging Economies," IJERPH, MDPI, vol. 16(11), pages 1-22, June.
    11. 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.
    12. Ben Brewer & Karen Smith Conway & Deniz Ozabaci & Robert S. Woodward, 2022. "US Health Care Expenditures, GDP and Health Policy Reforms: Evidence from End-of-Sample Structural Break Tests," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 48(4), pages 451-487, October.
    13. DO ANGO, Simplicio & AMBA OYON, Claude Marius, 2016. "Health expenditure and Real disposable Income in the ECCAS: A Causal Study using spatial panel approach," MPRA Paper 79684, University Library of Munich, Germany.
    14. Marwa Farag & A. NandaKumar & Stanley Wallack & Dominic Hodgkin & Gary Gaumer & Can Erbil, 2012. "The income elasticity of health care spending in developing and developed countries," International Journal of Health Economics and Management, Springer, vol. 12(2), pages 145-162, June.
    15. Nadide Halıcı-Tülüce & İbrahim Doğan & Cüneyt Dumrul, 2016. "Is income relevant for health expenditure and economic growth nexus?," International Journal of Health Economics and Management, Springer, vol. 16(1), pages 23-49, March.
    16. 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.
    17. 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.
    18. 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.
    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. Y. Natalia Alfonso & Guiru Ding & David Bishai, 2016. "Income Elasticity of Vaccines Spending versus General Healthcare Spending," Health Economics, John Wiley & Sons, Ltd., vol. 25(7), pages 860-872, July.

    More about this item

    Keywords

    Cointegration; Causality; Health-income nexus; Malaysia; Rao’s F-test;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • I10 - Health, Education, and Welfare - - Health - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:27287. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.