Being Healthy, Wealthy, and Wise: Dynamics of Indonesian Subnational Growth and Poverty.

Sumarto, Sudarno and De Silva, Indunil (2014): Being Healthy, Wealthy, and Wise: Dynamics of Indonesian Subnational Growth and Poverty. Published in: TNP2K Working Paper Series

Abstract

The aim of this study is twofold. First, despite the vast empirical literature on testing the neoclassical model of economic growth using cross-country data, very few studies exist at the subnational level. We attempted to fill this gap by using panel data for 2002–12, a modified neoclassical growth equation, and a dynamic-panel estimator to investigate the effect of both health and education capital on economic growth and poverty at the district level in Indonesia. Second, although most existing cross-country studies tend to concentrate only on education as a measure of human capital, we expanded the analysis and probed the effects of health capital as well. As far as we are aware, no study has done a direct and comprehensive examination of the impacts of health on growth and poverty at the subnational level. Thus, this study is the first at the subnational level, and our findings will be particularly relevant in understanding the role of both health and education capital in accelerating growth and poverty reduction efforts. The empirical findings are broadly encouraging. First, nullifying any doubts on the reliability of Indonesian subnational data, our results suggest that the neoclassical model augmented by both health and education capital provides a fairly good account of cross-district variation in economic growth and poverty in Indonesia. We found that the results on conditional convergence, physical capital investment rate, and population growth confirm the theoretical predictions of the augmented neoclassical model. We also found that both health and education capital had a relatively large and statistically significant positive effect on the growth rate of per capita income. Economic growth was found to play a vital role in educing Indonesian poverty, reinforcing the importance of attaining higher rates of economic growth. Findings from the poverty–human capital model showed that districts with low levels of education are characterized by higher levels of poverty. We found that regions with mediocre immunization coverage and greater than average prevalence of waterborne diseases had higher poverty rates and lower output per capita. Similarly, regions with higher numbers of births attended by a skilled birth attendant were associated with lower poverty rates and higher economic output. Our results in particular suggest that, in designing policies for growth, human development, and poverty reduction, it is necessary to broaden the concept of human capital to include health as well.

• Item Type: MPRA Paper
• Language: English
• Keywords: Neoclassical growth, poverty, human capital, health, education, dynamic panel
• Subjects: I - Health, Education, and Welfare > I1 - Health > I15 - Health and Economic Development; I - Health, Education, and Welfare > I1 - Health > I18 - Government Policy ; Regulation ; Public Health; I - Health, Education, and Welfare > I3 - Welfare, Well-Being, and Poverty; I - Health, Education, and Welfare > I3 - Welfare, Well-Being, and Poverty > I31 - General Welfare, Well-Being; O - Economic Development, Innovation, Technological Change, and Growth > O4 - Economic Growth and Aggregate Productivity

References

Acemoglu, D., S. Johnson, and J. Robinson. 2001. ‘The Colonial Origins of Comparative Development: An Empirical Investigation’. American Economic Review 91: 1369–401.

Aghion, P., and P. Howitt. 1998. Endogenous Growth Theory. Cambridge, MA: MIT Press.

Aiyar, S. S., and J. Feyrer. 2002. A Contribution to the Empirics of Total Factor Productivity. Dartmouth College Working Paper No. 02-09. Hanover, NH: Dartmouth College.

Arcand, J. L. 2001. Undernourishment and Economic Growth: The Efficiency Cost of Hunger. Rome: Food and Agriculture Organization.

Arellano, M., and O. Bover. 1995. ‘Another Look at the Instrumental Variable Estimation of Error-Components Models’. Journal of Econometrics 68: 29–51.

Arellano, M., and S. Bond. 1991. ‘Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations’. The Review of Economic Studies 58 (April): 277–97.

Balisacan, A. M., E. M. Pernia, and A. Asra. 2003. Revisiting Growth and Poverty Reduction in Indonesia: What Do Subnational Data Show? Bulletin of Indonesian Economic Studies 39: 329–51.

Barro, R. J. 1991. ‘Economic Growth in a Cross-Section of Countries’. Quarterly Journal of Economics 106: 407–43.

Barro, R. J. 1997. ‘Determinants of Economic Growth: A Cross-Country Study’. Cambridge, MA: MIT Press.

Barro, R. J. 1999. ‘Human Capital and Growth in Cross-Country Regressions’. Swedish Economic Policy Review 6(2): 237–77.

Barro, R. J., and X. Sala-i-Martin. 1995. Economic Growth. New York: McGraw Hill.

Benhabib, J., and M. M. Spiegel. 1994. ‘The Role of Human Capital in Economic Development: Evidence from Aggregate Cross-Country Data’. Journal of Monetary Economics 34(2): 143–73.

Bernard, A. B., and C. I. Jones. 1996. ‘Comparing Apples to Oranges: Productivity Convergence and Measurement across Industries and Countries’. American Economic Review 86(5): 1216–38.

Bhargava, A., D. Jamison, L. Lau, and C. Murray. 2001. Modelling the Effects of Health on Economic Growth’. Journal of Health Economics 718: 1–18.

Bils, M., and P. J. Klenow. 2000. ‘Does Schooling Cause Growth?’ American Economic Review 90(5):1160–83.

Bloom, D. E., D. Canning, and J. Sevilla. 2004. ‘The Effect of Health on Economic Growth: A Production Function Approach’. World Development XXXII: 1–13.

Blundell, R., and S. Bond. 1998. ‘Initial Conditions and Moment Restrictions in Dynamic Panel Data Models’. Journal of Econometrics 87(1): 115–43.

Bond, S. R., A. Hoeffler, and J. Temple. 2001. GMM Estimation of Empirical Growth Models. Economics Papers 2001-W21, Economics Group, Nuffield College. Oxford, England: University of Oxford.

Caselli, F., G. Esquivel, and F. Lefort. 1996. ‘Reopening the Convergence Debate: A New Look at Cross-Country Growth Empirics’. Journal of Economic Growth 1: 363–89.

Chang, F. R., and P. K. Trivedi. 2003. ‘Economics of Self-Medication: Theory and Evidence’. Health Economics 12: 721–39.

Cole, A. M., and E. Neumayer. 2006. ‘The Impact of Poor Health on Total Factor Productivity’. Journal of Development Studies 42(6): 918–38.

Dollar, D., and A. Kraay. 2002. ‘Growth is Good for the Poor’. Journal of Economic Growth 7: 195–225.

Gallup, J. L., and J. D. Sachs. 2000. ‘The Economic Burden of Malaria’. Working Paper No. 52. Cambridge, MA: Centre for International Development, Harvard University.

Hall, R. E., and C. I. Jones. 1999. Why Do Some Countries Produce So Much More Output Per Worker than Others? Quarterly Journal of Economics 114(1): 83–116.

Hamoudi, A., and J. Sachs. 1999. ‘Economic Consequences of Health Status: A Review of the Evidence’. Working Paper No. 30. Cambridge, MA: Harvard Center for International Development.

Handa, S. 2007. ‘Convergence in Indonesian Regional Income Disparity: Using Markov Transition Matrix Approach’. In Comparative Analysis of Urban and Rural Disparity and Decentralization in Indonesia and China (pp. 91–106), a report (in Japanese) on a research project (06-03) of the International Centre for the Study of East Asian Development.

Hoeffler, A. 2002. ‘The Augmented Solow Model and the African Growth Debate’. Oxford Bulletin of Economics & Statistics 64(2): 135–58.

Islam, N. 1995. ‘Growth Empirics: A Panel Data Approach’. Quarterly Journal of Economics 110(4): 1127–70.

Garcia, J. G., and L. Soelistianingsih. 1998. ‘Why Do the Differences in Provincial Income Persist in Indonesia?’ Bulletin of Indonesian Economic Studies 34: 95–120.

Judson, R. A., and A. L. Owen. 1999. ‘Estimating Dynamic Panel Data Models: A Guide for Macroeconomists’. Economics Letters 65: 9–15.

Kim, S., and Y. Kim. 2000. ‘Growth Gains from Trade and Education’. Journal of International Economics 5(2): 519–45. Klenow, P., and A. Rodriguez-Clare. 1997. ‘Economic Growth: A Review Essay’. Journal of Monetary Economics 40: 597–617. Knowles, S., and P. D. Owen. 1995. ‘Health Capital and Cross-Country Variation in Income Per Capita in the Mankiw-Romer-Weil Model’. Economic Letters 48: 99–106.

Knowles, S., and P. D. Owen. 1997. ‘Education and Health in an Effective-Labour Empirical Growth Model’. Economic Record 73: 314–28.

Krueger, A., and M. Lindahl. 2001. Education for Growth: Why and for Whom? Journal of Economic Literature 39(4): 1101–36.

Lavovsky, K. 2001. Health and Environment. World Bank Environment Strategy Paper 1. Washington DC: World Bank.

Liberto, D. A., F. Pigliaru, and P. Chelucci. International TFP Dynamics and Human Capital Stocks: A Panel Data Analysis, 1960–2003’. Review of Income and Wealth 57(1): 156–82.

Lopez, C., B. Rivera, and L. Currais. 2005. Health and Economic Growth: Findings and Policy Implication. Cambridge, MA: MIT Press.

Lorentzen, P., J. McMillan, and R. Wacziarg. 2008. ‘Death and Development’. Journal of Economic Growth 13(2): 81–124. Lucas, R. 1988. ‘On the Mechanics of Economic Development’. Journal of Monetary Economics 22(1): 3–42.

Mankiw, N. G., D. Romer, and D. N. Weil. 1992. ‘A Contribution to the Empirics of Economic Growth’. Quarterly Journal of Economics 107: 407–37.

Manning, C. 1997. ‘Regional Labour Markets during Deregulation in Indonesia’. World Bank Policy Research Working Paper 1728. Washington, DC.

McCarthy, F. D., H. Wolf, and Y. Wu. 2000. ‘The Growth Costs of Malaria’. Working Paper No. 7541. New York: National Bureau of Economic Research.

McDonald, S., and J. Roberts. 2002. ‘Growth and Multiple Forms of Human Capital in an Augmented Solow Model: A Panel Data Investigation’. Economics Letters 74(2): 271–76.

Miller, S. M., and M. P. Upadhyay. 2000. The Effects of Openness, Trade Orientation, and Human Capital on Total Factor Productivity. Journal of Development Economics 63: 399–423.

Morley, R., and R. Lucas. 1997. ‘Nutrition and Cognitive Development’. British Medical Bulletin 53(1): 123–34. Murray, C. J. L., and A. D. Lopez. 1996. The Global Burden of Disease. Boston: Harvard University Press.

Murray, C. J. L., and A. D. Lopez. 1996. The Global Burden of Disease. Boston: Harvard University Press.

Nelson, R., and E. Phelps. (1966). ‘Investment in Humans, Technological Diffusion, and Economic Growth’. American Economic Review: Papers and Proceedings 51(2): 69–75. Nickel, S. 1981. ‘Biases in Dynamic Models with Fixed Effects’. Econometrica 49: 1417–26.

Nkurunziza, J. D., and R. H. Bates. 2003. Political Institutions and Economic Growth in Africa. CSAE Working Paper No. 2003–03. Cambridge, MA: Harvard University.

Oulton, N. 1997. ‘Total Factor Productivity Growth and the Role of Externalities’. National Institute Economic Review 162(1): 99–111.

Pritchett, L. 2001. ‘Where Has All the Education Gone?’ World Bank Economic Review 15(3): 367–91.

Psacharopoulous, G. 1994. ‘Returns to Investment in Education: A Global Update’. World Development 22(9): 1325–43.

Ravallion, M., and S. Chen. 1997. ‘What Can New Survey Data Tell Us about Recent Changes in Distribution and Poverty?’ The World Bank Economic Review 11(2): 357–82.

Resosudarmo, B. P., and Y. Vidyattama. 2006. ‘Regional Income Disparity in Indonesia: A Panel Data Analysis’. ASEAN Economic Bulletin 23(1): 31–44.

Romer, P. 1989. ‘Human Capital and Growth: Theory and Evidence’. Working Paper 3173, Cambridge, MA: National Bureau of Economic Research.

Romer, P. 1990. ‘Human Capital and Growth: Theory and Evidence’. Carnegie-Rochester Conference Series on Public Policy 32: 251–86.

Sachs, J., and A. Warner. 1995. ‘Economic Reform and the Process of Global Integration’. 25th Anniversary Issue. Brookings Papers on Economic Activity 1995(1): 1–118.

Sakamoto, H. (2007). ‘The Dynamics of Inter-Provincial Income Distribution in Indonesia’. Working Paper Series 2007-25 (November). Kitakyushu, Japan: The International Centre for the Study of East Asian Development.

Sala-i-Martin, X. 1999. ‘I Just Run Two Million Regressions’. American Economic Association Papers and Proceedings 87(2): 178–83.

Scheffler, R. M. 2004. Health Expenditure and Economic Growth: An International Perspective. Occasional Papers on Globalization 1.10. Tampa, FL: University of South Florida Globalization Research Center.

Schiff, M., and Y. Wang. 2004. ‘Education, Governance, and Trade-Related Technology Diffusion in Latin America’. IZA Discussion Paper No. 1028. Bonn: Institute for the Study of Labor (IZA).

Suryadarma D., R. P. Artha, A. Suryahadi, and S. Sumarto. 2005. ‘A Reassessment of Inequality and Its Role in Poverty Reduction in Indonesia’. SMERU Working Paper. Jakarta: SMERU Research Institute.

Suryahadi, A., D. Suryadarma, and S. Sumarto. 2009. ‘The Effects of Location and Sectoral Components of Economic Growth on Poverty: Evidence from Indonesia’. Journal of Development Economics 89(1): 109–17.

Suryahadi, A., G. Hadiwidjaja, and S. Sumarto. 2012. ‘Economic Growth and Poverty Reduction in Indonesia Before and After the Asian Financial Crisis’. Bulletin of Indonesian Economic Studies 48(2):209–27.

Soares, S. 2006. ‘Análise de bem-estar e decomposição por fatores da queda na desigualdade entre 1995e 2004’. Econômica (Rio de Janeiro) 8(1): 83–115.

Temple, J. 1999a. ‘The New Growth Evidence’. Journal of Economic Literature 37(1), 112–56.

Timmer, P. 2004. ‘The Road to Pro-Poor Growth: Indonesia’s Experience in Regional Perspective’. Bulletin of Indonesian Economic Studies 40(2): 177–207.

Watanabe, K., R. Flores, J. Fujiwar, and L. T. H. Tran. 2005. ‘Early Childhood Development Interventions And Cognitive Development of Young Children in Rural Vietnam’. Journal of Nutrition 135: 1918–25.

Weil, D. 2007. ‘Accounting for the Effect of Health on Economic Growth’. Quarterly Journal of Economics 122: 1265–1306.

Wheeler, D. 1980. Basic Needs Fulfillment and Economic Growth. Journal of Development Economics 7: 435–51. Zhang, J., J. Zhang, and R. Lee. 2003. ‘Rising Longevity, Education, Savings, and Growth’. Journal of Development Economics 70(1): 83–101.