Abstract
The tendency for human capital to accumulate and for institutional quality to improve as countries develop is well documented. This paper investigates the association of these changes with the evolution of industrial structure toward greater manufacturing sophistication. The empirical analysis is based on a newly constructed panel dataset for 15 industrial categories in 92 countries over the period 1970–2010. The results suggest that the extent to which increased tertiary human capital promotes industrial upgrading is contingent on the level of institutional quality, as measured by an index over size of government, legal structure, access to sound money, freedom to trade and market regulations. Institutional quality is found to be complementary to tertiary human capital in promoting the relative growth of advanced manufacturing.
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Notes
Brain drain occurs when the best university graduates and experts leave a country to seek employment abroad.
The various types of industrial upgrading identified in the literature indicating technological progress of an economy include process, product, functional and inter-sectoral upgrading (Humphrey and Schmitz, 2002). This paper focuses on inter-sectoral upgrading.
In Altinok et al. (2013), measures for primary education alone, for secondary education alone and for primary and secondary education together are reported. In this study, I use the measure for primary and secondary education together as the schooling quality variable in the regression analyses reported in Table 7. While this does not directly reflect the schooling quality of tertiary education, it is assumed that schooling quality of various levels of education within a country is correlated.
Since the human capital and institutional quality measures employed in the data used in this study are at five-year intervals, I calculate the average share of high-tech industries, the average percentage of population with tertiary education and the average summary index of institutional quality by using the arithmetic mean of their values in 1980, 1985, 1990, 1995, 2000 and 2005.
The specification in Eq. 5 can only help detect the role of institutional quality in promoting industrial upgrading on a high-tech and non-high-tech basis, as low-tech and medium-tech industries have been grouped as non-high-tech industries. It would be ideal if the influence of institutional quality could be examined for a classification of high-, medium- and low-tech industries, but this approach would cause a multicollinearity problem that could not be solved by the orthogonalisation method described above.
These theorems state, respectively, that differences in countries’ exports are determined by differences in their factor endowments, and that a rise in the endowment of a factor will lead to a more than proportional output increase in sectors that use the factor intensively, given constant goods prices.
The average chain summary index of institutional quality is 7.0 in advanced economies and 5.6 in developing economies.
Countries are categorized into six regions: Africa, East Asia, Europe, America, Middle East, and Southeast Asia.
References
Acemoglu D, Simon J (2005) Unbundling institutions. J Polit Econ 113(5):949–995. doi:10.1086/432166
Acemoglu D, Simon J, James AR (2001) The colonial origins of comparative development: an empirical investigation. Am Econ Rev 91(5):1369–1401. doi:10.1257/aer.91.5.1369
Acemoglu D, Simon J, James AR (2002) Reversal of fortune: geography and institutions in the making of the modern world income distribution. Quart J Econ 117(4):1231–1294. doi:10.1162/003355302320935025
Acemoglu D, Simon J, James AR (2005) The rise of Europe: atlantic trade, institutional change and economic growth. Am Econ Rev 95(3):546–579. doi:10.1257/0002828054201305
Aisen A, Veiga FJ (2006) Does political instability lead to higher inflation? a panel data analysis. J Money Credit Bank 38(5):1378–1389. doi:10.1353/mcb.2006.0064
Aisen A, Veiga FJ (2008) The political economy of seigniorage. J Dev Econ 87(1):29–50. doi:10.1016/j.jdeveco.2007.12.006
Aisen A, Veiga FJ (2013) How does political instability affect economic growth? Eur J Polit Econ 29:151–167. doi:10.1016/j.ejpoleco.2012.11.001
Altinok N, Claude D, Jean-Luc DM (2013) A new international database on education quality: 1965–2010. Working paper, no. 03-13, Association Française de Cliométrie (AFC). https://www.google.com.au/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwimmPK_wrLKAhWi5qYKHZPMA5YQFggcMAA&url=https%3A%2F%2Fhal.archives-ouvertes.fr%2Fhalshs-00910062%2Fdocument&usg=AFQjCNEaG3_SJB7c9WfFjRh_Q_GFtRspRw
Amiti M, Freund CL (2010) An anatomy of China’s export growth. In: Feenstra R, Wei SJ (eds) China’s growing role in world trade. University of Chicago Press, Chicago
Arellano M, Stephen B (1991) Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Rev Econ Stud 58(2):277–297. doi:10.2307/2297968
Barro RJ, Lee J (2013) A new data set of educational attainment in the world, 1950–2010. J Dev Econ 104:184–198. doi:10.1016/j.jdeveco.2012.10.001
Benhabib J, Mark MS (1994) The role of human capital in economic development evidence from aggregate cross-country data. J Monet Econ 34(2):143–173. doi:10.1016/0304-3932(94)90047-7
Broda C, Weinstein D (2006) Globalization and the gains fromvariety. Quart J Econ 121(2):541–585. doi:10.1162/qjec.2006.121.2.541
Burill DF (2007) Modelling and interpreting interactions in multiple regression. viewd on November 25 2014 <http://www.minitab.com/uploadedFiles/Content/News/Published_Articles/interactions_in_multiple_regression.pdf>
Che NX (2010) Factor endowment, structural coherence, and economic growth. IMF working paper, no. 12/165. http://www.imf.org/external/pubs/ft/wp/2012/wp12165.pdf
Fu X, Woo WT, Hou J (2016) Technological innovation policy in China: the lessons, and the necessary changes ahead. Econ Change Restruct 49(2):139–157. doi:10.1007/s10644-016-9186-x
Grossman GM, Helpman E (2015) Globalization and growth. Am Econ Rev 105(5):100–104
Gwartney J, Lawson R, Hall J (2015) Economic freedom dataset, published in economic freedom of the world: 2015 annual report, publisher: Fraser Institute, viewed July 1 2014 http://www.freetheworld.com/2015/economic-freedom-of-the-world-2015.pdf
Hanushek EA, Kimko DD (2000) Schooling, labor force quality, and the growth of nations. Am Econ Rev 90(5):1184–1208
Hanushek EA, Woessmann L (2012) Do better schools lead to more growth? cognitive skills, economic outcomes, and causation. J Econ Growth 17(4):267–321. doi:10.1257/aer.90.5.1184
Harding T, Javorcik BS (2012) FDI and export upgrading. Rev Econ Stat 94(4):964–980
Harrigan J (1997) Technology, factor supplies and international specialization: estimating the neo-classical model. Am Econ Rev 87(4):475–494
Hatzichronoglou T (1997) Revision of the high-technology sector and product classification. OECD Science, Technology and Industry working papers, no. 1997/02, OECD Publishing. http://www.oecd-ilibrary.org/science-and-technology/revision-of-the-high-technology-sector-and-product-classification_134337307632
Hausmann R, Hwang J, Rodrik D (2007) What you export matters. J Econ Growth 12(1):1–25. doi:10.1007/s10887-006-9009-4
Hidalgo CA, Klinger B, Barabasi AL, Hausmann R (2007) The product space conditions the development of nations. Science 317(5837):482–487. doi:10.1126/science.1144581
Humphrey J, Schmitz H (2002) How does insertion in global value chains affect upgrading in industrial clusters? Reg Stud 36(9):1017–1027. doi:10.1080/0034340022000022198
Imbs J, Wacziarg R (2003) Stages of diversification. Am Econ Rev 93(1):63–86. doi:10.1257/000282803321455160
Lin JY, Wang Y (2008) China’s integration with the world—development as a process of learning and industrial upgrading. World bank policy research working paper, no. 4799. https://www.openknowledge.worldbank.org/bitstream/handle/10986/6336/WPS4799.pdf?sequence=1
Minondo A (2010) Exports’ quality-adjusted productivity and economic growth. J Int Trade Econ Dev 19(2):257–287
Nelson RR (2008) What enables rapid economic progress: what are the needed institutions? Res Policy 37(1):1–11. doi:10.1016/j.respol.2007.10.008
Nelson RR, Pack H (1999) The Asian miracle and modern growth theory. Econ J 109(457):416–436. doi:10.1111/1468-0297.00455
Neycheva M (2013) Does higher level of education of the labor force cause growth? evidence from Bulgaria. Econ Change Restruct 45(3):321–339. doi:10.1007/s10644-013-9139-6
OECD (2011) ISIC REV.3 Technology intensity definition, OECD Directorate for Science, Technology and Industry Economic Analysis and Statistics Division
Parente SL, Prescott EC (2002) Barriers to riches. MIT Press, Cambridge
Rodrik D (2006) Industrial development: stylized facts and policies. Kennedy School of Government, Mimeo. https://www.sss.ias.edu/files/pdfs/Rodrik/Research/industrial-development.pdf
Rogers ML (2008) Directly unproductive schooling: how country characteristics affect the impact of schooling on growth. Eur Econ Rev 52(2):356–385. doi:10.1016/j.euroecorev.2007.03.001
Romalis J (2004) Factor proportions and the structure of commodity trade. Am Econ Rev 94(1):67–97. doi:10.1257/000282804322970715
Schott PL (2003) One size fits all? theory, evidence and implications of cones of diversification. Am Econ Rev 93(3):686–708. doi:10.1257/000282803322157043
Xu B (2010) The sophistication of exports: is China special? China Econ Rev 21(3):482–493. doi:10.1016/j.chieco.2010.04.005
Zhu S, Fu X (2013) Drivers of export upgrading. World Dev 51:221–233. doi:10.1016/j.worlddev.2013.05.017
Acknowledgments
I sincerely thank Dr. Jane Golley, Prof. Ligang Song, Prof. Rodney Tyers and Prof. Peter Drysdale for their helpful comments on the draft of this paper. I am grateful for the valuable suggestions on the paper made by anonymous reviewers and Editor in Chief George Hondroyiannis.
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Zhou, Y. Human capital, institutional quality and industrial upgrading: global insights from industrial data. Econ Change Restruct 51, 1–27 (2018). https://doi.org/10.1007/s10644-016-9194-x
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DOI: https://doi.org/10.1007/s10644-016-9194-x