Publicado

2019-07-01

No linealidades y efectos umbral en la relación capital humano-crecimiento económico

No linearities and threshold effects in the human capital-economic growth relationship

Não linearidades e efeitos de limiar na relação capital humano-crescimento econômico

DOI:

https://doi.org/10.15446/cuad.econ.v38n77.67984

Palabras clave:

capital humano, crecimiento económico, educación, salud, panel de datos, métodos semiparamétricos, no linealidades, efectos umbral (es)
Economic growth, human capital, health, education, panel data, semiparametric methods, non-linearities, threshold effects (en)
capital humano, crescimento econômico, educação, saúde, paineis de dados, métodos semiparamétricos, não linearidades, efeitos de limiar (pt)

Descargas

Autores/as

  • Mara Leticia Rojas Universidad Nacional del Sur
  • Pablo Daniel Monterubbianesi Universidad Nacional del Sur https://orcid.org/0000-0001-7676-7716
  • Carlos Darío Dabús Universidad Nacional del Sur

Este artículo analiza la relación capital humano-crecimiento (considerando el primero con un enfoque amplio que involucra salud y educación) para 86 países en el periodo de 1960 a 2010. El objetivo es evaluar la presencia de no linealidades y efectos umbral mediante técnicas de panel paramétricas y semiparamétricas. Los resultados muestran: a) evidencia notoria de no linealidades en la educación, con un rango de valores medios de educación (e ingresos) para los cuales la relación es negativa (efectos umbral); b) evidencia de no linealidades para la salud, aunque el efecto es más suave; y c) gran dispersión en la relación educación-crecimiento a niveles medios y altos de ingresos.

This paper analyzes the relationship between human capital and growth (considering the first through a broad approach involving health and education) for 86 countries from 1960-2010. The objective is to evaluate the presence of nonlinearities and the threshold effects by using parametric and semiparametric panel techniques. The results show: a) well-known evidence of nonlinearities in education, with a range of average values of education (and income) for which the relation is negative (threshold effects); b) evidence of nonlinearities for health, although the effect is smoother; and c) great dispersion in the education–growth relationship at medium and high levels of income.

Este artigo analisa a relação capital humano-crescimento (considerando o primeiro com um enfoque amplo que involve saúde e educação) para 86 países no período de 1960 a 2010. O objetivo é avaliar a presença de não linearidades e efeitos de limiar mediante técnicas de paineis paramétricos y semiparamétricos. Os resultados mostram a) evidência notória de não linearidades na educação, com um intervalo de valores médios de educação (e ingressos) para os quais a relação é negativa (efeitos de limiar); b) evidência de não linearidades para a saúde, ainda que o efeito seja mais suave; e c) grande dispersão na relação educação-crescimento a níveis médios e altos de ingressos.

Referencias

Alaali, F., Roberts, J., & Taylor, K. (2015). The effect of energy consumption and human capital on economic growth: An exploration of oil exporting and developed countries. Sheffield Economics Research Papers Series, 15.

Amiri, A., & Gerdtham, U. G. (2013). Impact of maternal and child health on economic growth: New evidence based granger causality and DEA analysis. Recuperado de https://www.who.int/pmnch/topics/part_publications/201303_Econ_benefits_econometric_study.pdf

Astorga, P. (2010). A century of economic growth in Latin America. Journal of Development Economics, 92(2), 232-243.

Azam, M., & Ahmed, A. M. (2015). Role of human capital and foreign direct investment in promoting economic growth: Evidence from Commonwealth of Independent States. International Journal of Social Economics, 42(2), 98-111.

Azariadis, C., & Drazen, A. (1990). Threshold externalities in economic development. The Quarterly Journal of Economics, 105(2), 501-526.

Baltagi, B. H., & Li, D. (2002). Series estimation of partially linear panel data models with fixed effects. Annals of Economics and Finance, 3(1), 103-116.

Barro, R. J. (1991). A cross-country study of growth, saving, and government. En B. D. Bernheim & J. B. Shoven (Eds.), National saving and economic performance (pp. 271-304). Chicago, EE. UU.: University of Chicago Press.

Barro, R. J. (1996). Determinants of economic growth: A cross-country empirical study. NBER Working Paper, 5698.

Barro, R. J. (2001). Human capital and growth. American Economic Review, 91(2), 12-17.

Barro, R. J., & Lee, J. W. (1994). Sources of economic growth. En Carnegie-Rochester conference series on public policy (vol. 40, pp. 1-46). North-Holland.

Barro, R. J., & Lee, J. W. (2015). Educational attainment dataset.

Bhargava, A., Jamison, D. T., Lau, L. J., & Murray, C. J. (2001). Modeling the effects of health on economic growth. Journal of Health Economics, 20(3), 423-440.

Cadil, J., Petkovová, L., & Blatná, D. (2014). Human capital, economic structure and growth. Procedia Economics and Finance, 12, 85-92.

Caselli, F., Esquivel, G., & Lefort, F. (1996). Reopening the convergence debate: A new look at cross-country growth empirics. Journal of Economic Growth, 1(3), 363-389.

Ciccone, A., & Papaioannou, E. (2009). Human capital, the structure of production, and growth. The Review of Economics and Statistics, 91(1), 66-82.

Cooray, A. (2013). Does health capital have differential effects on economic growth? Applied Economics Letters, 20(3), 244-249.

Delgado, M. S., Henderson, D. J., & Parmeter, C. F. (2014). Does education matter for economic growth? Oxford Bulletin of Economics and Statistics, 76(3), 334-359.

Denison, E. F. (1974). Accounting for United States economic growth. Washington, D. C.: The Brookings Institution.

Denison, E. F. (2011). Trends in American economic growth. Washington D. C., EE. UU.: Brookings Institution Press.

Dias, J., & Tebaldi, E. (2012). Institutions, human capital, and growth: The institutional mechanism. Structural Change and Economic Dynamics, 23(3), 300-312.

Dowrick, S., & Rogers, M. (2002). Classical and technological convergence: Beyond the Solow-Swan growth model. Oxford Economic Papers, 54(3), 369-385.

Duraisamy, P., & Mahal, A. (2005). Health, poverty and economic growth in India. Financing and Delivery of Health Care Services in India, 25, 3-17.

Durlauf, S. N., & Johnson, P. A. (1995). Multiple regimes and cross-country growth behaviour. Journal of Applied Econometrics, 10(4), 365-384.

Feenstra, R. C., Inklaar, R., & Timmer, M. P. (2015). The next generation of the Penn World Table. American Economic Review, 105(10), 3150-3182.

Griliches, Z., & Jorgenson, D. W. (1967). The explanation of productivity change. Review of Economic Studies, 34(3), 249-283.

Gupta, I., & Mitra, A. (2004). Economic growth, health and poverty: An exploratory study for India. Development Policy Review, 22(2), 193-206.

Gyimah-Brempong, K., & Wilson, M. (2004). Health human capital and economic growth in Sub-Saharan African and OECD countries. The Quarterly Review of Economics and Finance, 44(2), 296-320.

Hanushek, E. A. (2013). Economic growth in developing countries: The role of human capital. Economics of Education Review, 37, 204-212.

Hardle, W. K., Müller, M., Sperlich, S., & Werwatz, A. (2012). Nonparametric and semiparametric models. Berlín, Alemania: Springer.

Henderson, D. J., Papageorgiou, C., & Parmeter, C. F. (2011). Growth empirics without parameters. The Economic Journal, 122(559), 125-154.

Jamison, D. T., Lau, L. J., & Wang, J. (2005). Health's contribution to economic growth in an environment of partially endogenous technical progress. En G. López-Casasnovas, B. Rivera & L. Currais (Eds.), Health and economic growth: Findings and policy implications (pp. 67-91). Cambridge, EE. UU.: The MIT Press.

Kalaitzidakis, P., Mamuneas, T. P., Savvides, A., & Stengos, T. (2001). Measures of human capital and nonlinearities in economic growth. Journal of Economic Growth, 6(3), 229-254.

Knowles, S., & Owen, P. D. (1995). Health capital and cross-country variation in income per capita in the Mankiw-Romer-Weil model. Economics Letters, 48(1), 99-106.

Kottaridi, C., & Stengos, T. (2010). Foreign direct investment, human capital and non-linearities in economic growth. Journal of Macroeconomics, 32(3), 858-871.

Laumann, Y., & Dabús, C. (2006). Determinantes del crecimiento: evidencia comparada de países con diferente nivel de desarrollo. Estudios de Economía Aplicada, 24(1), 165-220.

Levine, R., & Renelt, D. (1992). A sensitivity analysis of cross-country growth regressions. American Economic Review, 82(4), 942-963.

Li, Q., & Racine, J. (2004). Cross-validated local linear nonparametric regression. Statistica Sinica, 14(2), 485-512.

Libois, F., & Verardi, V. (2013). Semiparametric fixed-effects estimator. The Stata Journal, 13(2), 329-336.

Liu, Z., & Stengos, T. (1999). Non-linearities in cross-country growth regressions: A semiparametric approach. Journal of Applied Econometrics, 14(5), 527-538.

Maasoumi, E., Racine, J., & Stengos, T. (2007). Growth and convergence: A profile of distribution dynamics and mobility. Journal of Econometrics, 136(2), 483-508.

Mamuneas, T. P., Savvides, A., & Stengos, T. (2006). Economic development and the return to human capital: A smooth coefficient semiparame-tric approach. Journal of Applied Econometrics, 21(1), 111-132.

Masanjala, W. H., & Papageorgiou, C. (2004). The Solow model with CES technology: Nonlinearities and parameter heterogeneity. Journal of Applied Econometrics, 19(2), 171-201.

Mayer, D. (2001). The long-term impact of health on economic growth in Latin America. World Development, 29(6), 1025-1033.

McDonald, S., & Roberts, J. (2002). Growth and multiple forms of human capital in an augmented Solow model: A panel data investigation. Economics Letters, 74(2), 271-276.

Mehrara, M., & Musai, M. (2013). The relationship between economic growth and human capital in developing countries. International Letters of Social and Humanistic Sciences, 5(55), 55-62.

Monterubbianesi, P. D. (2014). El rol de la salud en el proceso de crecimiento económico: una revisión de la literatura. Cuadernos de Economía, 33(62), 91-121.

Murphy, R. H., & O'Reilly, C. (2018). Applying panel vector autoregression to institutions, human capital, and output. Empirical Economics, 1-20.

Naciones Unidas. (s. f.). Bases de datos. Recuperado de http://www.un.org/es/databases/

Peiró-Palomino, J. (2016). European regional convergence revisited: The role of intangible assets. The Annals of Regional Science, 57(1), 165-194.

Radvansky, M., Radvansky, M., & Tiruneh, M. W. (2011). The contribution of human capital and technology to European economic growth: An empirical exploration from a panel data. EcoMod, 3264.

Rojas, M. (2012). Capital humano y cambios en la estructura productiva: análisis teórico en un modelo de crecimiento. Papeles de Población, 18(71), 187-212.

Rojas, M. L. (2015). Planificación educativa para el desarrollo: influencia de variables económicas y sociales sobre la formación del capital humano (tesis de doctorado), Universidad Nacional del Sur, Bahía Blanca, Argentina.

Ross, J. (2003). Development theory and the economics growth (2nd ed.). Michigan, EE. UU.: The University of Michigan Press.

Sanso-Navarro, M., & Vera-Cabello, M. (2015). Non-linearities in regional growth: A non-parametric approach. Papers in Regional Science, 94, S19-S38.

Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1-1.

Sunde, U., & Vischer, T. (2015). Human capital and growth: Specification matters. Economica, 82(326), 368-390.

Tayebi, S. K., & Ohadi Esfahani, S. (2014). A nonparametric analysis of technological distance effect on bilateral trade flows in Asia. Trabajo presentado en The International Conference of the Association of Korean Economic Studies (AKES) on Korea and the World Economy XIII: New Challenges for Trans-Regionalism in the Asia-Pacific, organizado por Sungkyunkwan University. Seoul, Korea.

Teixeira, A. A., & Queirós, A. S. (2016). Economic growth, human capital and structural change: A dynamic panel data analysis. Research Policy, 45(8), 1636-1648.

Cómo citar

APA

Rojas, M. L., Monterubbianesi, P. D. y Dabús, C. D. (2019). No linealidades y efectos umbral en la relación capital humano-crecimiento económico. Cuadernos de Economía, 38(77), 425–459. https://doi.org/10.15446/cuad.econ.v38n77.67984

ACM

[1]
Rojas, M.L., Monterubbianesi, P.D. y Dabús, C.D. 2019. No linealidades y efectos umbral en la relación capital humano-crecimiento económico. Cuadernos de Economía. 38, 77 (jul. 2019), 425–459. DOI:https://doi.org/10.15446/cuad.econ.v38n77.67984.

ACS

(1)
Rojas, M. L.; Monterubbianesi, P. D.; Dabús, C. D. No linealidades y efectos umbral en la relación capital humano-crecimiento económico. Cuadernos 2019, 38, 425-459.

ABNT

ROJAS, M. L.; MONTERUBBIANESI, P. D.; DABÚS, C. D. No linealidades y efectos umbral en la relación capital humano-crecimiento económico. Cuadernos de Economía, [S. l.], v. 38, n. 77, p. 425–459, 2019. DOI: 10.15446/cuad.econ.v38n77.67984. Disponível em: https://revistas.unal.edu.co/index.php/ceconomia/article/view/67984. Acesso em: 19 abr. 2024.

Chicago

Rojas, Mara Leticia, Pablo Daniel Monterubbianesi, y Carlos Darío Dabús. 2019. «No linealidades y efectos umbral en la relación capital humano-crecimiento económico». Cuadernos De Economía 38 (77):425-59. https://doi.org/10.15446/cuad.econ.v38n77.67984.

Harvard

Rojas, M. L., Monterubbianesi, P. D. y Dabús, C. D. (2019) «No linealidades y efectos umbral en la relación capital humano-crecimiento económico», Cuadernos de Economía, 38(77), pp. 425–459. doi: 10.15446/cuad.econ.v38n77.67984.

IEEE

[1]
M. L. Rojas, P. D. Monterubbianesi, y C. D. Dabús, «No linealidades y efectos umbral en la relación capital humano-crecimiento económico», Cuadernos, vol. 38, n.º 77, pp. 425–459, jul. 2019.

MLA

Rojas, M. L., P. D. Monterubbianesi, y C. D. Dabús. «No linealidades y efectos umbral en la relación capital humano-crecimiento económico». Cuadernos de Economía, vol. 38, n.º 77, julio de 2019, pp. 425-59, doi:10.15446/cuad.econ.v38n77.67984.

Turabian

Rojas, Mara Leticia, Pablo Daniel Monterubbianesi, y Carlos Darío Dabús. «No linealidades y efectos umbral en la relación capital humano-crecimiento económico». Cuadernos de Economía 38, no. 77 (julio 1, 2019): 425–459. Accedido abril 19, 2024. https://revistas.unal.edu.co/index.php/ceconomia/article/view/67984.

Vancouver

1.
Rojas ML, Monterubbianesi PD, Dabús CD. No linealidades y efectos umbral en la relación capital humano-crecimiento económico. Cuadernos [Internet]. 1 de julio de 2019 [citado 19 de abril de 2024];38(77):425-59. Disponible en: https://revistas.unal.edu.co/index.php/ceconomia/article/view/67984

Descargar cita

CrossRef Cited-by

CrossRef citations2

1. María María Ibañez Martín, Mara Leticia Rojas, Carlos Dabús. (2024). Debt, economic growth and threshold effects: Evidence from developing countries. EconomiA, https://doi.org/10.1108/ECON-08-2023-0131.

2. Pablo Daniel Monterubbianesi, Mara Leticia Rojas, Carlos Darío Dabús. (2021). Educación y salud: evidencia de efectos umbral en el crecimiento económico. Lecturas de Economía, (94), p.195. https://doi.org/10.17533/udea.le.n94a342459.

Dimensions

PlumX

Visitas a la página del resumen del artículo

490

Descargas

Los datos de descargas todavía no están disponibles.