Empirical evidence of the impact of literacy on economic growth
DOI:
https://doi.org/10.18222/eae.v31i78.7452Keywords:
Education , Economic Growth , Literacy RateAbstract
This research used a spatial version of the model developed by Mankiw, Romer and Weil [MRW (1992)] to assess the literacy impact on the per capita income of Brazilian municipalities between 1980 and 2010. The results show that the effect of literacy is greater in regions that are more homogeneous and it spillover to the neighborhood. On average, a 1% increase in literacy rate would increase income by 1.684%. Therefore, the Brazilian gross domestic product (GDP) could be 15.91% higher if it reached the level of European literacy. On the other hand, Alagoas, Piauí, Paraíba and Maranhão (and 10 other states) could increase their respective incomes by 32.77%, 29.09%, 26.53% and 23.97%, respectively, if they reached the national literacy average.
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ABREU, M.; GROOT, H. L. F.; FLORAX, R. J. G. M. Space and growth: a survey of empirical evidence and methods. Région et Développement, Paris, v. 21, p. 13-44, 2005.
ADELAKUN, O. J. Human capital development and economic growth in Nigeria. European Journal of Business and Management, Bruxelles, v. 3, n. 9, p. 29-38, 2011.
AGHION, P.; HOWITT, P. A model of growth through creative destruction. Econometrica, New York, v. 60, n. 2, p. 323-351, Mar. 1992.
ALMEIDA, E. Econometria espacial aplicada. Campinas: Alínea, 2012.
ALMEIDA, F. M.; VALADARES, J. L.; SEDIYAMA, G. A. S. A contribuição do empreendedorismo para o crescimento econômico dos estados brasileiros. Revista de Empreendedorismo e Gestão de Pequenas Empresas, São Paulo, v. 6, n. 3, p. 466-494, 2017.
ANSELIN, L. Local indicators of spatial association – LISA. Geographical Analysis, Columbus, v. 27, n. 1, p. 93-115, 1995.
ARROW, K. J. The economic implications of learning by doing. Review of Economic Studies, Oxford, v. 29, n. 3, p. 155-173, June 1962.
AZARIADIS, C.; DRAZEN, A. Threshold externalities in economic development. The Quarterly Journal of Economics, Oxford, v. 105, n. 2, p. 501-526, 1990.
BANCO MUNDIAL. Indicadores de educação. 2018. Disponível em: https://data.worldbank.org/indicator. Acesso em: 15 out. 2018.
BARRO, R. J. Economic growth in a cross section of countries. The Quarterly Journal of Economics, Oxford, v. 106, n. 2, p. 407-443, May 1991.
BAUMONT, C. Spatial effects in housing price models: do house prices capitalize urban development policies in the agglomeration of Dijon. Dijon: Université de Bourgogne; Pôle d’Economie et de Gestion, 1999. (Research Report).
BECKER, G. S. Human capital: a theoretical and empirical analysis, with special reference to education. New York: Columbia University, 1964.
BREUSCH, T. S.; PAGAN, A. R. The LM test and its applications to model specification in econometrics. Review of Economic Studies, London, v. 47, n. 1, p. 239-254, 1980.
CASTELLÓ-CLIMENT, A.; MUKHOPADHYAY, A. Mass education or a minority well educated elite in the process of growth: the case of India. Journal of Development Economics, Amsterdam, v. 105, p. 303-320, 2013.
CHRISTALLER, W. Central places in Southern Germany. New Jersey: Prentice-Hall, 1966.
CLIFF, A. D.; Ord, J. K. Spatial processes: models and applications. London: Pion, 1981.
EASTERLY, W.; LEVINE, R. Troubles with the neighbours: Africa’s problem, Africa’s opportunity. Journal of African Economies, Oxford, v. 7, n. 1, p. 120-142, 1998.
ERTUR, C.; KOCH, W. Growth, technological interdependence and spatial externalities: theory and evidence. Journal of Applied Econometrics, Hamburg, v. 22, n. 6, p. 1033-1062, 2007.
FIRME, V. A. C.; SIMÃO FILHO, J. Análise do crescimento econômico dos municípios de Minas Gerais via modelo MRW (1992) com capital humano, condições de saúde e fatores espaciais, 1991-2000. Revista de Economia Aplicada, São Paulo, v. 18, n. 4, p. 679-716, 2014.
GALLO, J. L.; ERTUR, C. Exploratory spatial data analysis of the distribution of regional per capita GDP in Europe, 1980-1995. Papers in Regional Science, Azores, v. 82, n. 2, p.175-201, 2003.
GOLGHER, A. B.; VOSS, P. R. How to interpret the coefficients of spatial models: spillovers, direct and indirect effects. Spatial Demography, Sacramento, v. 4, n. 3, p. 175-205, 2016.
GROSSMAN G. M.; HELPMAN, E. Innovation and growth in the global economy. Cambridge: Massachusetts Institute of Technology, 1991.
GUSTAFSSON, M. A.; BERG, S. V. D.; SHEPHERD, D. L.; BURGER, C. The costs of illiteracy in South Africa. Stellenbosch: University of Stellenbosch, 2010. (Working Paper Economic, n. 14/10).
HAUSMAN, J. A. Specification tests in econometrics. Econometrica, New York, v. 46, n. 6, p. 1251-1271, Nov. 1978.
HSIAO, C. Analysis of panel data. 2 ed. Cambridge: Cambridge University, 2003.
INSTITUTO BRASILEIRO DE GEOGRAFIA E ESTATÍSTICA – IBGE. Dados do CENSO 2011. Disponível em: https://www.ibge.gov.br/estatisticas/downloads-estatisticas.html. Acesso em: 15 out. 2018.
INSTITUTO DE PESQUISA ECONÔMICA APLICADA – IPEA. Ipeadata. 2018. Disponível em: http://www.ipeadata.gov.br/. Acesso em: 15 out. 2018.
KELEJIAN, H.; PIRAS, G. Spatial econometrics. Cambridge: Academic Press, 2017.
KHALFAOUI, H. Islam and economic growth. International Journal of Social Science Studies, Ontario, v. 3, n. 6, p. 62-69, Nov. 2015.
KROTH, D.; DIAS, J. Os efeitos dos investimentos público e privado em capitais físico e humano sobre o produto per capita dos municípios da região sul: uma análise em painéis de dados dinâmicos. Nova Economia, Belo Horizonte, v. 22, n. 3, p. 621-650, set./dez. 2012.
KRUEGER, A. O. Factor endowments and per capita income differences among countries. The Economic Journal, Oxford, v. 78, n. 311, p. 641-659, Sept. 1968.
LEIJA, H. C. Efectos sociodemográficos en la pobreza municipal en México. Un estudio de econometría espacial. Revista de Economía, Mérida, v. 36, n. 92, p. 129-163, 2019.
LESAGE, J. P.; PACE, R. K. Interpreting spatial econometric models. In: FISCHER, M.; NIJKAMP, P. (ed.). Handbook of regional science. Berlin; Heidelberg: Springer, 2014. p. 1535-1552.
LIN, S. Education and economic development: evidence from China. Comparative Economic Studies, London, v. 39, n. 1, p. 66-85, 1997.
LUCAS JUNIOR, R. E. On the mechanics of economic development. Journal of Monetary Economics, Rochester, v. 22, n. 1, p. 3-42, 1988.
MANKIW, N. G. Macroeconomia. 7. ed. Rio de Janeiro: LTC, 2010.
MANKIW, N. G.; ROMER, D.; WEIL, D. N. A contribution to the empirics of economic growth. The Quarterly Journal of Economics, Oxford, v. 107, n. 2, p. 407-437, May 1992.
MURTHY, V. N. R.; OKUNADE, A. A. Population health status and economic growth in Chinese provinces: some policy implications. Applied Economic Letters, London, v. 21, n. 6, p. 377-382, 2014.
MYRDAL, G. Economic theory and under-developed regions. London: Duckworth, 1957.
NEVES, M. F.; LIMA, A. C. C. Investimento em capital humano e retornos da educação nos mercados de trabalho brasileiros, 1991/2010. Revista de Desenvolvimento Econômico, Salvador, v. 1, n. 42, p. 76-107, abr. 2019.
OLIVEIRA, C. A. Externalidades espaciais e o crescimento econômico das cidades do estado do Ceará. Revista Econômica do Nordeste, Fortaleza, v. 36, n. 3, p. 319-337, jul. 2005.
PROGRAMA DAS NAÇÕES UNIDAS PARA O DESENVOLVIMENTO – PNUD. Atlas do desenvolvimento humano no Brasil, 2018. Disponível em: http://atlasbrasil.org.br. Acesso em: 15 out. 2018.
RAKODI, C. LLOYD-JONES, T. Urban livelihoods: a people-centred approach to reducing poverty. London: Earthscan Publications, 2002.
RAUCH, J. E. The question of international convergence of per capita consumption: an Euler equation approach San Diego: University of California, 1988. Mimeografado.
RENZI, A.; PAULA JÚNIOR, A.; FERREIRA, G. L. M.; PARRE, J. L. Capital humano: uma análise dos municípios paranaenses com econometria espacial. In: ENCONTRO DE ECONOMIA DA REGIÃO SUL – ANPEC SUL, 22., 2019, Maringá-PR. Anais [...]. Maringá-PR: Anpec, 2019.
ROMER, D. Advanced macroeconomics. New York: McGraw-Hill, 1996. (Advanced Series in Economics).
ROMER, P. M. Increasing returns and long-run growth. Journal of Political Economy, Chicago, v. 94, n. 5, p. 1002-1037, Oct. 1986.
ROMER, P. M. Human capital and growth: theory and evidence. Cambridge: National Bureau of Economic Research, 1989. (Working Paper, 3173).
ROMER, P. M. Endogenous technological change. Journal of Political Economy, Chicago, v. 98, n. 5, p. 71-102, Oct. 1990.
SCHULTZ, T. W. Investment in human capital. The American Economic Review, v. 51, n. 1, p. 1-17, Mar. 1961.
SCHULTZ, T. W. Investment in human beings. Journal of Political Economy, Chicago, v. 70, n. 5, p. 9-17, 1962.
SOARES, W. R. Diferenças salariais no Nordeste: uma análise via regressão quantílica. In: INSTITUTO DE PESQUISA E ESTRATÉGIA ECONÔMICA DO CEARÁ (org.). Economia do Ceará em debate. Fortaleza: Ipece, 2009. p. 89-105.
SOLOW, R. M. A contribution to the theory of economic growth. The Quarterly Journal of Economics, Oxford, v. 70, n. 1, p. 65-94, Feb. 1956.
SURESH LAL, B. The economic and social cost of illiteracy: an overview. International Journal of Advance Research and Innovative Ideas in Education, Ahmedabad, v. 1, n. 5, p. 663-670, 2015.
VIEIRA, R. S. Crescimento econômico no estado de São Paulo: uma análise espacial. São Paulo: Editora Unesp; Cultura Acadêmica, 2009.
WOOLDRIDGE, J. M. Econometric analysis of cross section and panel data. Cambridge: Massachusetts Institute of Technology, 2002.
WORLD ECONOMIC OUTLOOK/INTERNATIONAL MONETARY FUND – WEO/IMF. World Economic Outlook Reports. 2018. Disponível em: https://www.imf.org/en/publications/weo. Acesso em: 15 out. 2018.
YANG, X.; BORLAND, J. A microeconomic mechanism for economic growth. Journal of Political Economy, Chicago, v. 99, n. 3, p. 460-482, June 1991.
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