IDEAS home Printed from https://ideas.repec.org/p/vic/vicewp/1204.html
   My bibliography  Save this paper

Health and Wealth: Short Panel Granger Causality Tests for Developing Countries

Author

Abstract

The world has experienced impressive improvements in wealth and health, with, for instance, the world’s real GDP per capita having increased by 180% from 1970 to 2007 accompanied by a 50% decline in infant mortality rate. Healthier and wealthier. Are health gains arising from wealth growth? Or, has a healthier population enabled substantial growth in wealth? The answers to these questions have serious policy implications. We contribute to understanding dynamic links between wealth and health by analyzing the relationship between health (as measured by infant mortality rate) and wealth (as measured by GDP per capita) for a panel of 58 developing countries using quinquennial data covering the period 1960 through 2005. We examine for causal rather than associative links between these fundamental macro measures of economic development. The panel enables us to examine for causal links using several methods that differ in how cross-country and temporal heterogeneity is imposed: cross-country homogeneity with temporal heterogeneity and cross-country heterogeneity with temporal homogeneity. Under the latter case, we consider sensitivity to assuming fixed versus random causal coefficients. In addition, we explore robustness of outcomes to level of economic development (as measured by national income) and inclusion of another covariate (education).

Suggested Citation

  • Judith A. Clarke & Nilanjana Roy & Weichun Chen, 2012. "Health and Wealth: Short Panel Granger Causality Tests for Developing Countries," Econometrics Working Papers 1204, Department of Economics, University of Victoria.
  • Handle: RePEc:vic:vicewp:1204 Note: ISSN 1485-6441
    as

    Download full text from publisher

    File URL: http://www.uvic.ca/socialsciences/economics/assets/docs/econometrics/ewp1204.pdf
    Download Restriction: no

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lant Pritchett & Lawrence H. Summers, 1996. "Wealthier is Healthier," Journal of Human Resources, University of Wisconsin Press, vol. 31(4), pages 841-868.
    2. John Strauss & Duncan Thomas, 1998. "Health, Nutrition, and Economic Development," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 766-817, June.
    3. 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.
    4. Gary S. Becker & Tomas J. Philipson & Rodrigo R. Soares, 2005. "The Quantity and Quality of Life and the Evolution of World Inequality," American Economic Review, American Economic Association, vol. 95(1), pages 277-291, March.
    5. Zhang, Jie & Zhang, Junsen & Lee, Ronald, 2003. "Rising longevity, education, savings, and growth," Journal of Development Economics, Elsevier, vol. 70(1), pages 83-101, February.
    6. David E. Bloom & David Canning, 2004. "The Health and Wealth of Africa," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 5(2), pages 57-81, April.
    7. Hansen, Casper Worm, 2012. "The relation between wealth and health: Evidence from a world panel of countries," Economics Letters, Elsevier, vol. 115(2), pages 175-176.
    8. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1989. "The Revenues-Expenditures Nexus: Evidence from Local Government Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 30(2), pages 415-429, May.
    9. Mohammed Zakir & Phanindra Wunnava, 1999. "Factors affecting infant mortality rates: evidence from cross-sectional data," Applied Economics Letters, Taylor & Francis Journals, vol. 6(5), pages 271-273.
    10. Sudhir Anand & Martin Ravallion, 1993. "Human Development in Poor Countries: On the Role of Private Incomes and Public Services," Journal of Economic Perspectives, American Economic Association, vol. 7(1), pages 133-150, Winter.
    11. Farahani, Mansour & Subramanian, S.V. & Canning, David, 2009. "The effect of changes in health sector resources on infant mortality in the short-run and the long-run: A longitudinal econometric analysis," Social Science & Medicine, Elsevier, vol. 68(11), pages 1918-1925, June.
    12. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
    13. Andrews, Donald W K & Chen, Hong-Yuan, 1994. "Approximately Median-Unbiased Estimation of Autoregressive Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(2), pages 187-204, April.
    14. Erkan Erdil & I. Hakan Yetkiner, 2009. "The Granger-causality between health care expenditure and output: a panel data approach," Applied Economics, Taylor & Francis Journals, vol. 41(4), pages 511-518.
    15. Swamy, P A V B, 1970. "Efficient Inference in a Random Coefficient Regression Model," Econometrica, Econometric Society, vol. 38(2), pages 311-323, March.
    16. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic Status and Health in Childhood: The Origins of the Gradient," American Economic Review, American Economic Association, vol. 92(5), pages 1308-1334, December.
    17. 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.
    18. Michaud, Pierre-Carl & van Soest, Arthur, 2008. "Health and wealth of elderly couples: Causality tests using dynamic panel data models," Journal of Health Economics, Elsevier, vol. 27(5), pages 1312-1325, September.
    19. Jean-Marie Dufour & Eric Renault, 1998. "Short Run and Long Run Causality in Time Series: Theory," Econometrica, Econometric Society, vol. 66(5), pages 1099-1126, September.
    20. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    21. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    22. Dreger, C. & Reimers, H.E., 2005. "Health Care Expenditures in OECD Countries: A Panel Unit Root and Cointegration Analysis," International Journal of Applied Econometrics and Quantitative Studies, Euro-American Association of Economic Development, vol. 2(2), pages 5-20.
    23. Michael D. Bauer & Glenn D. Rudebusch & Jing Cynthia Wu, 2012. "Correcting Estimation Bias in Dynamic Term Structure Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(3), pages 454-467, April.
    24. David Bloom & David Canning, 2003. "The Health and Poverty of Nations: From theory to practice," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 4(1), pages 47-71.
    25. Moshe Hazan, 2012. "Life expectancy and schooling: new insights from cross-country data," Journal of Population Economics, Springer;European Society for Population Economics, vol. 25(4), pages 1237-1248, October.
    26. Filmer, Deon & Pritchett, Lant, 1999. "The impact of public spending on health: does money matter?," Social Science & Medicine, Elsevier, vol. 49(10), pages 1309-1323, November.
    27. repec:dau:papers:123456789/6159 is not listed on IDEAS
    28. David E. Bloom & David Canning & Bryan Graham, 2003. "Longevity and Life-cycle Savings," Scandinavian Journal of Economics, Wiley Blackwell, vol. 105(3), pages 319-338, September.
    29. Thomas, Duncan & Strauss, John & Henriques, Maria-Helena, 1990. "Child survival, height for age and household characteristics in Brazil," Journal of Development Economics, Elsevier, vol. 33(2), pages 197-234, October.
    30. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, pages 184-198.
    31. Declan French, 2012. "Causation between health and income: a need to panic," Empirical Economics, Springer, vol. 42(2), pages 583-601, April.
    32. Hsiao, Cheng & Mountain, Dean C. & Chan, M. W. Luke & Tsui, Kai Y., 1989. "Modeling Ontario regional electricity system demand using a mixed fixed and random coefficients approach," Regional Science and Urban Economics, Elsevier, pages 565-587.
    33. Nair-Reichert, Usha & Weinhold, Diana, 2001. " Causality Tests for Cross-Country Panels: A New Look at FDI and Economic Growth in Developing Countries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(2), pages 153-171, May.
    34. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    35. John Asafu-Adjaye, 2004. "Income inequality and health: a multi-country analysis," International Journal of Social Economics, Emerald Group Publishing, vol. 31(1/2), pages 195 - 207, January.
    36. Subbarao, K & Raney, Laura, 1995. "Social Gains from Female Education: A Cross-National Study," Economic Development and Cultural Change, University of Chicago Press, vol. 44(1), pages 105-128, October.
    37. Frijters, Paul & Haisken-DeNew, John P. & Shields, Michael A., 2005. "The causal effect of income on health: Evidence from German reunification," Journal of Health Economics, Elsevier, vol. 24(5), pages 997-1017, September.
    38. Peter Adams & Michael D. Hurd & Daniel L. McFadden & Angela Merrill & Tiago Ribeiro, 2004. "Healthy, Wealthy, and Wise? Tests for Direct Causal Paths between Health and Socioeconomic Status," NBER Chapters,in: Perspectives on the Economics of Aging, pages 415-526 National Bureau of Economic Research, Inc.
    39. Easterly, William, 1999. "Life during Growth," Journal of Economic Growth, Springer, vol. 4(3), pages 239-276, September.
    40. Lucia Hanmer & Robert Lensink & Howard White, 2003. "Infant and child mortality in developing countries: Analysing the data for Robust determinants," Journal of Development Studies, Taylor & Francis Journals, vol. 40(1), pages 101-118.
    41. Hammad Qureshi, 2008. "Explosive Roots in Level Vector Autoregressive Models," Working Papers 08-02, Ohio State University, Department of Economics.
    42. Christophe Hurlin & Baptiste Venet, 2008. "Financial Development and Growth: A Re-Examination using a Panel Granger Causality Test," Working Papers halshs-00319995, HAL.
    43. 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.
    44. Kiviet, Jan F., 1995. "On bias, inconsistency, and efficiency of various estimators in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 68(1), pages 53-78, July.
    45. Selma J. Mushkin, 1962. "Health as an Investment," Journal of Political Economy, University of Chicago Press, vol. 70, pages 129-129.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Granger Causality Testing With Panel Data
      by Dave Giles in Econometrics Beat: Dave Giles' Blog on 2012-09-13 22:53:00

    Citations

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


    Cited by:

    1. Nadide Sevil 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.
    2. repec:zag:zirebs:v:20:y:2017:i:1:p:113-123 is not listed on IDEAS
    3. João Sousa Andrade & Marta Simões & Adelaide Duarte, 2013. "Despesa Pública em Educação e Saúde e Crescimento Económico: Um Contributo para o Debate sobre as Funções Sociais do Estado," GEMF Working Papers 2013-18, GEMF, Faculty of Economics, University of Coimbra.

    More about this item

    Keywords

    infant mortality; per capita GDP; Granger causality; fixed and random causal coefficients;

    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • I15 - Health, Education, and Welfare - - Health - - - Health and Economic Development
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

    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:vic:vicewp:1204. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Graham Voss). General contact details of provider: http://edirc.repec.org/data/devicca.html .

    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 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.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.