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Multivariate Granger Causality and the Dynamic Relationship between Health Care Spending, Income and Relative Price of Health Care in Malaysia

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  • Tang, Chor Foon

Abstract

This study employs the Granger causality test within a multivariate cointegration and error-correction framework to investigate the relationship between health care spending, income and relative price in Malaysia. This study covers the annual sample from 1970 to 2009. The main findings of this study are that in the short-run there is uni-directional Granger causality running from relative price to health care spending, while relative price and income are bidirectional Granger causality in Malaysia. In the long-run health care spending and income are bi-directional Granger causality, while there is uni-directional Granger causality running from relative price to health care spending and income. In addition, we also extend the study to examine the dynamic interaction between the variables in the system through the forecast error variance decomposition and impulse response function analyses. In line withth e finding of Granger causality, all the variables behaved endogenously in the long-run. Thus, the variables are Granger-causes each other in the long-run even though there might be deviations in the short-run.

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  • 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.
  • Handle: RePEc:hit:hitjec:v:52:y:2011:i:2:p:199-214
    DOI: 10.15057/22028
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Hall, S G, 1991. "The Effect of Varying Length VAR Models on the Maximum Likelihood Estimates of Cointegrating Vectors," Scottish Journal of Political Economy, Scottish Economic Society, vol. 38(4), pages 317-323, November.
    3. 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.
    4. Venus Khim-Sen Liew, 2004. "Which Lag Length Selection Criteria Should We Employ?," Economics Bulletin, AccessEcon, vol. 3(33), pages 1-9.
    5. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    6. 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.
    7. Jack, William & Lewis, Maureen, 2009. "Health investments and economic growth : macroeconomic evidence and microeconomic foundations," Policy Research Working Paper Series 4877, The World Bank.
    8. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    9. 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.
    10. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    11. Hallam, David & Zanoli, Raffaele, 1993. "Error Correction Models and Agricultural Supply Response," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 20(2), pages 151-166.
    12. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    13. 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.
    14. 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.
    15. 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.
    16. Phillips, P.C.B., 1986. "Understanding spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 33(3), pages 311-340, December.
    17. 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.
    18. 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.
    19. George Kapetanios, 2005. "Unit‐root testing against the alternative hypothesis of up to m structural breaks," Journal of Time Series Analysis, Wiley Blackwell, vol. 26(1), pages 123-133, January.
    20. 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.
    21. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    22. Tokita, Tadahiko & Chino, Tetsuro & Kitaki, Hideaki, 2000. "Healthcare Expenditure and the Major Determinants in Japan," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 41(1), pages 1-16, June.
    23. Selma J. Mushkin, 1962. "Health as an Investment," NBER Chapters, in: Investment in Human Beings, pages 129-157, National Bureau of Economic Research, Inc.
    24. Matthew Cole & Eric Neumayer, 2006. "The impact of poor health on total factor productivity," Journal of Development Studies, Taylor & Francis Journals, vol. 42(6), pages 918-938.
    25. 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.
    26. Albert Okunade & Mustafa Karakus, 2001. "Unit root and cointegration tests: timeseries versus panel estimates for international health expenditure models," Applied Economics, Taylor & Francis Journals, vol. 33(9), pages 1131-1137.
    27. 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.
    28. Nancy Devlin & Paul Hansen, 2001. "Health care spending and economic output: Granger causality," Applied Economics Letters, Taylor & Francis Journals, vol. 8(8), pages 561-564.
    29. Bénédicte Vidaillet & V. d'Estaintot & P. Abécassis, 2005. "Introduction," Post-Print hal-00287137, HAL.
    30. 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.
    31. 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.
    32. Lutkepohl, Helmut, 1982. "Non-causality due to omitted variables," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 367-378, August.
    33. 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.
    34. Cheung, Yin-Wong & Lai, Kon S, 1993. "Finite-Sample Sizes of Johansen's Likelihood Ration Tests for Conintegration," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 55(3), pages 313-328, August.
    35. 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.
    36. George Kapetanios, 2005. "Unit‐root testing against the alternative hypothesis of up to m structural breaks," Journal of Time Series Analysis, Wiley Blackwell, vol. 26(1), pages 123-133, January.
    37. 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.
    38. MacKinnon, James G, 1996. "Numerical Distribution Functions for Unit Root and Cointegration Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 601-618, Nov.-Dec..
    39. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
    40. Selma J. Mushkin, 1962. "Health as an Investment," Journal of Political Economy, University of Chicago Press, vol. 70, pages 129-129.
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    2. Tang, Chor Foon & Tan, Eu Chye, 2015. "Does tourism effectively stimulate Malaysia's economic growth?," Tourism Management, Elsevier, vol. 46(C), pages 158-163.
    3. Dadakas, Dimitrios & Karpetis, Christos & Tatsi, Stevi, 2021. "Trends and Structural Changes in Japanese Post-2011 Agri-Food Trade Flows," Japanese Journal of Agricultural Economics (formerly Japanese Journal of Rural Economics), Agricultural Economics Society of Japan (AESJ), vol. 23.
    4. Sasa Obradovic & Nemanja Lojanica, 2018. "Is Health Care Necessity or Luxury Good? Panel Data Analysis on the Example of the SEEHN Countries," Managing Global Transitions, University of Primorska, Faculty of Management Koper, vol. 16(3 (Fall)), pages 195-214.
    5. Serdar Ozturk & Ebru Topcu, 2014. "Health Expendıtures and Economıc Growth: Evıdence from G8 Countries," International Journal of Economics and Empirical Research (IJEER), The Economics and Social Development Organization (TESDO), vol. 2(6), pages 256-261, June.
    6. Adeel Saleem & Ghulam Sarwar & Jahanzaib Sultan & Zulfiqar Ali, 2022. "Determinants of Public Healthcare Investment: Cointegration and Causality Evidence from Pakistan," Journal of Economic Impact, Science Impact Publishers, vol. 4(2), pages 01-13.
    7. Ayhan KULOĞLU & Eyyup ECEVİT, 2017. "The Relationship Between Health Development Index And Financial Development Index: Evidence From High Income Countries," Journal of Research in Economics, Politics & Finance, Ersan ERSOY, vol. 2(2), pages 83-95.
    8. Rahman Olanrewaju Raji, 2020. "Nutrition Intake, Health Status, Education and Economic Growth: A Causality Investigation," Econometric Research in Finance, SGH Warsaw School of Economics, Collegium of Economic Analysis, vol. 5(2), pages 79-102, December.
    9. Yong Kang Cheah & Chor Foon Tang, 2017. "Factors Influencing the use of Preventive Medical Care in Malaysia: Evidence from National Health and Morbidity Survey Data," Asian Economic Journal, East Asian Economic Association, vol. 31(2), pages 119-137, June.

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    More about this item

    Keywords

    Causality; Cointegration; Healthcare spending; Growth; Malaysia;
    All these keywords.

    JEL classification:

    • C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • H51 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Health
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health

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