In this article, we estimate the relationship between human capital and economic growth for the case of Mexico for the 1971–2010 period. Using an ordinary least squares model and also an ordinary least squares model with structural change, it was found that the independent variables used in the model explain up to 50% of the variability of GDP per worker. The results of the estimated regressions indicated that a 1% change in the gross enrollment ratio at the secondary level leads to a 1.08% increase in GDP per worker. Similarly, a 1% increase in the differences in capital investment as a percentage of GDP leads to a 0.39% increase in GDP per worker. These results show that the impact of human capital on Mexico’s economic growth is significantly greater than that of physical capital, since the estimated coefficients of human capital are almost three times of those of physical capital. Also, the results of the Granger causality test indicated the existence of a bidirectional causality between human capital and economic growth in Mexico.
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Barceinas Paredes, F. (2002). Rendimientos privados y sociales de la educación en México. Economía Mexicana, Nueva Época, 11(2), 333–390.
Barro, R. J., & Lee, W. (1993). International comparisons of educational attainment. Journal of Monetary Economics, 32, 363–394 Data available at www.nber.org.
Barro, R.J., & Lee, J.-W. (1994). Sources of economic growth, Carnegie Rochester Conference Series on Public Policy. 40, June 1994, 40, 1, 46.
Barro, R. J., & Lee, J. W. (2010). A new data set of educational attainment in the world, 1950–2010. Journal of Development Economics, 104, 184–198.
Becker, G. (1964). Human capital: a theoretical and empirical analysis, with special reference to education. Cambridge: Harvard University Press.
Benhabib, J., & Spiegel, M. M. (1994). The role of human capital in economic development: evidence from aggregate cross-country data. Journal of Monetary Economics, 34(2), 143–173.
Breusch, T., & Pagan, A. (1979). A simple test for heteroscedasticity and random coefficient variation. Econometrica, 47, 1287–1294.
Chaudhary, A. R., Iqbal, A., & Gillani, S. M. (2009). The Nexus between higher education and economic growth: an empirical investigation for Pakistan. Pakistan Journal of Commerce And Social Sciences, 3(1), 1–9.
Chi, W. (2008). The role of human capital in China’s economic development: review and new evidence. China Economic Review, 19(3), 421–436. https://doi.org/10.1016/j.chieco.2007.12.001.
Dănăcică, D. E., Belașcu, L., & Ilie, L. (2010). The interactive causality between higher education and economic growth in Romania. International Review of Business Research Papers, 6(4), 491–500.
Durbin, J., & Watson, G. (1951). Testing for serial correlation in least-squares regression, II. Biometrika, 38, 159–178.
Enders, W. (2004). Applied econometric time series. Estados Unidos: WILEY.
Fisher, I. (1897). Senses of ‘capital’. The Econometrics Journal, 7, 199–213.
Godfrey, L.G., (1978). Testing against general autoregressive and moving average error models when the regressors include lagged dependent variables. Econometrica: 46.
Goldin, C. (2016). Human Capital. In: Handbook of cliometrics. Heidelberg: Springer Verlag.
Granger. (1969). Investigating causal relations by econometric models and cross-spectral methods. Econometrica, 37(3), 424–438.
Gujarati, D. & Porter, D. (2010). Econometría. México: Mc Graw Hill, 5ta Ed.
Huang, F., Jin, L., & Sun, X. (2009). Relationship between scale of higher education and economic growth in China. Asian Social Science, 5(11), p55.
Jones, G., & Schneider, W. J. (2006). Intelligence, human capital, and economic growth: a Bayesian averaging of classical estimates (BACE) approach. Journal of Economic Growth, 11(1), 71–93.
Kehoe, T. J., & Meza, F. (2013). Crecimiento rápido seguido de estancamiento: México (1950-2010). El Trimestre Económico, 80(2), 237–280.
Kim, C., & Hong, M. (2010). Education policy and industrial development: the cases of Korea and Mexico. Journal of International and Area Studies, 17(2), 21–30.
Loening, J. L. (2005). Effects of primary, secondary, and tertiary education on economic growth: evidence from Guatemala. Policy Research Working Paper series 3610, The World Bank.
Mahadeva, L., and Robinson, P. (2004). Unit root testing to help model building. Bank of England, (Working Paper, no 2).
Mankiw, N. G., Romer, D., & Weil, D. (1992). A contribution to the empirics of economic growth. Quarterly Journal of Economics, 107(2), 407–437.
Mincer, J. (1958). Investment in human capital and personal income distribution. Journal of Political Economy, 66, 281–302.
Neter, J., Wasserman, W. and M. H. Kutner. (1990). Applied linear statistical models. 3a edn., M.A: Irwin.
Paradiso, A., Kumar, S., & Rao, B. B. (2013). The growth effects of education in Australia. Applied Economics, 45(25–27), 3843–3852.
Pegkas, P., & Tsamadias, C. (2014). Does higher education affect economic growth? The case of Greece. International Economic Journal, 28(3), 425–444.
Phillips, P. C. B., & Perron, P. (1988). Testing for a unit root in time series regression. Biometrika, 75(2), 335–346.
Potrafke, N. (2012). Intelligence and corruption. Economics Letters, 114(1), 109–112.
Qadri, F. S., & Waheed, A. (2013). Human capital and economic growth: cross-country evidence from low-, middle-and high-income countries. Progress in Development Studies, 13(2), 89–104.
Ram, R. (2007). IQ and economic growth: further augmentation of Mankiw–Romer–Weil model. Economics Letters, 94(1), 7–11.
Rodríguez Andrés, A., and Salahodjaev, R. (2016). Do cognitive able societies nurture entrepreneurs?”. Economics Bulletin, 36(3), 1453–1462.
Sala-i-Martin, X., Doppelhofer, G., & Miller, R. (2004). Determinants of long-run growth: a Bayesian averaging of classical estimates (BACE) approach. American Economic Review, 94(4), 813–835.
Salahodjaev, R. (2015). Democracy and economic growth: the role of intelligence in cross-country regressions. Intelligence, 50, 228–234.
Salahodjaev, R. (2016a). Intelligence and deforestation: international data. Forest Policy and Economics, 63, 20–27.
Salahodjaev, R. (2016b). Does intelligence improve environmental sustainability? An empirical test. Sustainable Development, 24(1), 32–40.
Schultz, T. W. (1961). Investment in human capital. American Economic Review, 51, 1–17.
Smith, A. (1776). An inquiry into the nature and causes of the wealth of nations, book 2.
Son, L., Noja, G. G., Ritivoiu, M., & Tolteanu, R. (2013). Education and economic growth: an empirical analysis of interdependencies and impacts based on panel data. Timisoara Journal of Economics and Business, 6(19), 39–54.
Summers, R., & Heston, A. (1991). The Penn World Table (Mark 5): an expanded set of international comparisons, 1950–1987. NBER Working Paper, (R1562).
Tsamadias, C., & Prontzas, P. (2012). The effect of education on economic growth in Greece over the 1960-2000 period. Education Economics, 20(5), 522–537.
University of Pennsylvania. (2006). Penn World Table 7.1. Retrieved on May 7, 2015 from: website: pwt.sas.upenn.edu: https://pwt.sas.upenn.edu/php_site/pwt70/pwt70_form.php
White, H. (1980). A heteroskedasticity-consistent covariance matrix and a direct test for heteroskedasticity. Econometrica, 48, 817–838.
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Garza-Rodriguez, J., Almeida-Velasco, N., Gonzalez-Morales, S. et al. The Impact of Human Capital on Economic Growth: the Case of Mexico. J Knowl Econ 11, 660–675 (2020). https://doi.org/10.1007/s13132-018-0564-7