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Education and health: welfare state composition and growth across country groups

Author

Listed:
  • João A. S. ANDRADE

    (University of Coimbra, Portugal)

  • Adelaide P. S. DUARTE

    (University of Coimbra, Portugal)

  • Marta C. N. SIMÕES

    (University of Coimbra, Portugal)

Abstract

When analysing the Welfare State-economic growth nexus, the importance of health and education expenditures and their impact on human capital accumulation is often neglected. In this study, we claim that the Welfare State composition matters for growth, making it necessary to assess the impact of education and health (public) expenditures on educational attainment and health status, as well as their effect on the real output across countries. To better account for the influence of differences across countries we consider three groups over the period 1960-2012: high income (non-EU) OECD countries, the EU member states before the 2004 enlargement and the EU enlargement (2004 and 2007) new member states. The contribution of the study is twofold. First, we identify long-run relationships for the main variables using the DOLS estimator corrected for cross-sectional dependence. Secondly, we estimate short-run relationships that include an ECM term from the associated long-run equation by applying fixed effects and pooled mean group estimators and identify the direction of causality. The results of the estimation of the long-run equilibrium relationships point to a positive, direct or indirect, influence of (public) education expenditures and (public, private or total) health expenditures on the output in all the groups. However, causality analysis presented mixed results concerning our policy variables, education and health expenditures, within and between country groups. These results can have important implications for Welfare State policy design in the EU and its OECD partners. For the high-income OECD (non EU) group, the results unequivocally support the use of social policy variables as a means to foster economic growth. However, for both EU country groups, educational and health expenditures react to disequilibrium relative to the long-run equilibrium path, so that they are endogenously determined with output, which undermines their use as growth enhancing policies.

Suggested Citation

  • João A. S. ANDRADE & Adelaide P. S. DUARTE & Marta C. N. SIMÕES, 2018. "Education and health: welfare state composition and growth across country groups," Eastern Journal of European Studies, Centre for European Studies, Alexandru Ioan Cuza University, vol. 9, pages 111-144, December.
    • Handle: RePEc:jes:journl:y:2018:v:9:p:111-144
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    as
    1. Tsangyao Chang & Hsiao-Ping Chu & Wen-Yi Chen, 2013. "Energy consumption and economic growth in 12 Asian countries: panel data analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 20(3), pages 282-287, February.
    2. Peter H. Lindert, 2006. "The Welfare State Is the Wrong Target: A Reply to Bergh," Econ Journal Watch, Econ Journal Watch, vol. 3(2), pages 236-250, May.
    3. Barr, Nicholas, 1992. "Economic theory and the welfare state : a survey and interpretation," LSE Research Online Documents on Economics 279, London School of Economics and Political Science, LSE Library.
    4. 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.
    5. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    6. 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.
    7. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LP, vol. 6(4), pages 482-496, December.
    8. John Hassler & José V. Rodríguez Mora & Kjetil Storesletten & Fabrizio Zilibotti, 2003. "The Survival of the Welfare State," American Economic Review, American Economic Association, vol. 93(1), pages 87-112, March.
    9. Willem Adema & Pauline Fron & Maxime Ladaique, 2011. "Is the European Welfare State Really More Expensive?: Indicators on Social Spending, 1980-2012; and a Manual to the OECD Social Expenditure Database (SOCX)," OECD Social, Employment and Migration Working Papers 124, OECD Publishing.
    10. Devarajan, Shantayanan & Swaroop, Vinaya & Heng-fu, Zou, 1996. "The composition of public expenditure and economic growth," Journal of Monetary Economics, Elsevier, vol. 37(2-3), pages 313-344, April.
    11. Anindya Banerjee & Juan Dolado & Ricardo Mestre, 1998. "Error‐correction Mechanism Tests for Cointegration in a Single‐equation Framework," Journal of Time Series Analysis, Wiley Blackwell, vol. 19(3), pages 267-283, May.
    12. Biswajit Maitra & C.K. Mukhopadhyay, 2012. "Public spending on education, health care and economic growth in selected countries of Asia and the Pacific," Asia-Pacific Development Journal, United Nations Economic and Social Commission for Asia and the Pacific (ESCAP), vol. 19(2), pages 19-48, December.
    13. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    14. Benhabib, Jess & Spiegel, Mark M., 2005. "Human Capital and Technology Diffusion," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 13, pages 935-966, Elsevier.
    15. Kar, Muhsin & Nazlıoğlu, Şaban & Ağır, Hüseyin, 2011. "Financial development and economic growth nexus in the MENA countries: Bootstrap panel granger causality analysis," Economic Modelling, Elsevier, vol. 28(1), pages 685-693.
    16. Matei Demetrescu & Uwe Hassler & Adina‐Ioana Tarcolea, 2006. "Combining Significance of Correlated Statistics with Application to Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(5), pages 647-663, October.
    17. Hartwig, Jochen, 2012. "Testing the growth effects of structural change," Structural Change and Economic Dynamics, Elsevier, vol. 23(1), pages 11-24.
    18. Chu, Hsiao-Ping & Chang, Tsangyao, 2012. "Nuclear energy consumption, oil consumption and economic growth in G-6 countries: Bootstrap panel causality test," Energy Policy, Elsevier, vol. 48(C), pages 762-769.
    19. 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.
    20. Andreas Bergh & Magnus Henrekson, 2011. "Government Size And Growth: A Survey And Interpretation Of The Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 872-897, December.
    21. Bangake, Chrysost & Eggoh, Jude C., 2011. "Further evidence on finance-growth causality: A panel data analysis," Economic Systems, Elsevier, vol. 35(2), pages 176-188, June.
    22. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 157-200, April.
    23. Jones, Charles I., 2005. "Growth and Ideas," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 16, pages 1063-1111, Elsevier.
    24. Christoph Hanck, 2013. "An Intersection Test for Panel Unit Roots," Econometric Reviews, Taylor & Francis Journals, vol. 32(2), pages 183-203, February.
    25. Peter H. Lindert, 2003. "Why the Welfare State Looks Like a Free Lunch," NBER Working Papers 9869, National Bureau of Economic Research, Inc.
    26. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-784, August.
    27. Alexander Chudik & M. Hashem Pesaran, 2013. "Large Panel Data Models with Cross-Sectional Dependence: A Survey," CESifo Working Paper Series 4371, CESifo.
    28. 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.
    29. Eric S. Lin & Hamid E. Ali, 2009. "Military Spending and Inequality: Panel Granger Causality Test," Journal of Peace Research, Peace Research Institute Oslo, vol. 46(5), pages 671-685, September.
    30. Fic, Tatiana & Ghate, Chetan, 2005. "The welfare state, thresholds, and economic growth," Economic Modelling, Elsevier, vol. 22(3), pages 571-598, May.
    31. Lupi, Claudio, 2011. "Panel-CADF Testing with R: Panel Unit Root Tests Made Easy," Economics & Statistics Discussion Papers esdp11063, University of Molise, Department of Economics.
    32. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    33. Mauro Costantini & Claudio Lupi, 2013. "A Simple Panel-CADF Test for Unit Roots," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(2), pages 276-296, April.
    34. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    35. Barro, Robert J, 1990. "Government Spending in a Simple Model of Endogenous Growth," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 103-126, October.
    36. Barro, Robert J & Sala-i-Martin, Xavier, 1997. "Technological Diffusion, Convergence, and Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 1-26, March.
    37. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    38. Chu, Hsiao-Ping, 2012. "Oil consumption and output: What causes what? Bootstrap panel causality for 49 countries," Energy Policy, Elsevier, vol. 51(C), pages 907-915.
    39. Nazlioglu, Saban & Lebe, Fuat & Kayhan, Selim, 2011. "Nuclear energy consumption and economic growth in OECD countries: Cross-sectionally dependent heterogeneous panel causality analysis," Energy Policy, Elsevier, vol. 39(10), pages 6615-6621, October.
    40. Atkinson, A. B., 1995. "Is the Welfare State necessarily an obstacle to economic growth?," European Economic Review, Elsevier, vol. 39(3-4), pages 723-730, April.
    41. Dipa Adhikari & Yanying Chen, 2013. "Energy Consumption and Economic Growth: A Panel Cointegration Analysis for Developing Countries," Review of Economics & Finance, Better Advances Press, Canada, vol. 3, pages 68-80, May.
    42. Akkemik, K. Ali & Göksal, Koray, 2012. "Energy consumption-GDP nexus: Heterogeneous panel causality analysis," Energy Economics, Elsevier, vol. 34(4), pages 865-873.
    43. Al-Iriani, Mahmoud A., 2006. "Energy-GDP relationship revisited: An example from GCC countries using panel causality," Energy Policy, Elsevier, vol. 34(17), pages 3342-3350, November.
    44. Ibrahim Ahamada & Dramane Coulibaly, 2013. "Remittances and growth in Sub-Saharan African countries," Post-Print hal-01385853, HAL.
    45. Yalta, A. Yasemin & Yalta, A. Talha, 2012. "Does financial liberalization decrease capital flight? A panel causality analysis," International Review of Economics & Finance, Elsevier, vol. 22(1), pages 92-100.
    46. Peter H. Lindert, 2003. "Why the Welfare State Looks Like a Free Lunch," NBER Working Papers 9869, National Bureau of Economic Research, Inc.
    47. Tobin Im & Wonhyuk Cho & Gregory Porumbescu, 2011. "An Empirical Analysis of the Relation Between Social Spending and Economic Growth in Developing Countries and OECD Members," Asia Pacific Journal of Public Administration, Taylor & Francis Journals, vol. 33(1), pages 37-55, June.
    48. Hartwig, Jochen, 2010. "Is health capital formation good for long-term economic growth? - Panel Granger-causality evidence for OECD countries," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 314-325, March.
    49. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    50. E. Çaglayan & N. Sak & K. Karymshakov, 2012. "Relationship between Tourism and Economic Growth: A Panel Granger Causality Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 2(5), pages 591-602, September.
    51. 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.
    52. 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, vol. 19(4), pages 565-587, December.
    53. repec:bla:obuest:v:63:y:2001:i:2:p:153-71 is not listed on IDEAS
    54. João Sousa Andrade & Adelaide Duarte & Claude Berthomieu, 2005. "Le Rôle de la Consommation Publique dans la Croissance: le cas de l'Union Européenne," GEMF Working Papers 2005-05, GEMF, Faculty of Economics, University of Coimbra.
    55. 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.
    56. Mr. Emanuele Baldacci & Mr. Larry Q Cui & Mr. Benedict J. Clements & Mr. Sanjeev Gupta, 2004. "Social Spending, Human Capital, and Growth in Developing Countries: Implications for Achieving the MDGs," IMF Working Papers 2004/217, International Monetary Fund.
    57. Saikkonen, Pentti, 1991. "Asymptotically Efficient Estimation of Cointegration Regressions," Econometric Theory, Cambridge University Press, vol. 7(1), pages 1-21, March.
    58. David Canning & Peter Pedroni, 2008. "Infrastructure, Long‐Run Economic Growth And Causality Tests For Cointegrated Panels," Manchester School, University of Manchester, vol. 76(5), pages 504-527, September.
    59. Barr, Nicholas, 1992. "Economic Theory and the Welfare State: A Survey and Interpretation," Journal of Economic Literature, American Economic Association, vol. 30(2), pages 741-803, June.
    60. Romer, Paul M., 1990. "Human capital and growth: Theory and evidence," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 32(1), pages 251-286, January.
    61. Abramovitz, Moses, 1986. "Catching Up, Forging Ahead, and Falling Behind," The Journal of Economic History, Cambridge University Press, vol. 46(2), pages 385-406, June.
    62. repec:asi:aeafrj:2012:p:518-529 is not listed on IDEAS
    63. Usha Nair‐Reichert & Diana Weinhold, 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.
    64. repec:hal:pseose:hal-00674688 is not listed on IDEAS
    65. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    66. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    67. Hansen, Bruce E., 1995. "Rethinking the Univariate Approach to Unit Root Testing: Using Covariates to Increase Power," Econometric Theory, Cambridge University Press, vol. 11(5), pages 1148-1171, October.
    68. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    69. Peter Lindert, 2004. "Social Spending and Economic Growth," Challenge, Taylor & Francis Journals, vol. 47(4), pages 6-16.
    70. Thomas Gries & Margarete Redlin, 2012. "Trade Openness and Economic Growth: A Panel Causality Analysis," Working Papers CIE 52, Paderborn University, CIE Center for International Economics.
    71. Ding, Hong, 2012. "Economic growth and welfare state: a debate of econometrics," MPRA Paper 39685, University Library of Munich, Germany.
    72. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
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