Abstract
This paper examines the influence of educational inequality on the impacts of Internet use on economic growth. We use panel data estimations on a sample of 90 countries from 1995 to 2010. We find that Internet use has a positive impact on growth in both developing and developed countries. Furthermore, we also find that educational inequality negatively influences the impact of Internet use on economic growth, the effect being more significant in developing countries. The results highlight that in addition to the role played by the level of human capital, public policies should take into account the educational distribution to boost Internet use and favor its impacts on economic growth.
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Notes
- 1.
This expression is used in Checchi [77].
- 2.
Brain drain migration has been growing significantly over the last decades, with an increase of 77% in the period 1990–2000, increasing more rapidly than the educational attainments in many developing countries, with negative impacts in these countries [83]. Furthermore, throughout the 1990s, the growth rate of international skilled migration was nearly triple that of unskilled migration, and most of that increase was due to skilled migration from developing to developed countries. The emigration rates in 2000 were three times higher than average for the highly educated and skilled and 12 times higher among emigrants from low-income countries [84].
- 3.
Satellite networks, wireless infrastructure, and public-private partnerships might reduce the cost of Internet access drastically. In this context, recent initiatives to develop more affordable information and communication systems through satellites to reach rural areas have been implemented in some developing countries (see, e.g., the Ob3 project: http://www.o3bnetworks.com/3222).
- 4.
More details about different measures to promote ICT adoption in developing countries and the relationship with educational, political, and social issues can be found in Keengwe and Malapile [88].
References
Billon, M., Marco, R., & Lera-Lopez, F. (2009). Disparities in ICT adoption: A multidimensional approach to study the cross-country digital divide. Telecommunications Policy, 33(10), 596–610.
Oyelaran-Oyeyinka, B., & Lal, K. (2005). Internet diffusion in sub-Saharan Africa: A cross-country analysis. Telecommunications Policy, 29(7), 507–527.
Quibria, M. G., Ahmed, S. N., Tschang, T., & Reyes-Macasaquit, M. L. (2003). Digital divide: Determinants and policies with special reference to Asia. Journal of Asian Economics, 13(6), 811–825.
James, J. (2011). Internet skills in developing countries: How much do we know? Information Development, 2011(27), 94–99.
Castelló-Climent, A. (2010). Inequality and growth in advanced economies: An empirical investigation. Journal of Economic Inequality, 8(3), 293–321.
Colecchia, A., & Schreyer, P. (2002). ICT investment and economic growth in the 1990s: Is the United States a unique case? A comparative study of nine OECD countries. Review of Economic Dynamics, 5(2), 408–442.
Jorgenson, D. W. (2001). Information technology and the US economy. American Economic Review, 91(1), 1–32.
Oliner, S. D., & Sichel, D. E. (2000). The resurgence of growth in the late 1990s: Is information technology the story? Journal of Economic Perspectives, 4(14), 3–22.
Stiroh, K. J. (2002). Information technology and the U.S. productivity revival: What do the industry data say? American Economic Review, 92(5), 1559–1576.
Baliamoune-Lutz, M. (2003). An analysis of the determinants and effects of ICT diffusion in developing countries. Information Technology for Development, 10(3), 151–169.
Dewan, S., & Kraemer, K. L. (2000). Information technology and productivity: Evidence from country-level data. Management Science, 46(4), 548–562.
Kottemann, J., & Boyer-Wright, K. (2009). Human resource development, domains of information technology use, and levels of economic prosperity. Information Technology for Development, 15(1), 32–42.
Samoilenko, S., & Osei-Bryson, K. M. (2011). The spillover effects of investments in telecoms: Insights from transition economies. Information Technology for Development, 17(3), 213–231.
Seo, H. J., & Lee, Y. S. (2006). Contribution of information and communication technology to total factor productivity and externalities effects. Information Technology for Development, 12(2), 159–173.
Chavula, H. K. (2013). Telecommunications development and economic growth in Africa. Information Technology for Development, 19(1), 5–23.
Meijers, H.M. (2012). Does Internet generate economic growth, international trade, or both? Working Paper no. 50 Maastricht Economic and Social Research Institute on Innovation and Technology.
Yousefi, A. (2011). The impact of information and communication technology on economic growth: Evidence from developed and developing countries. Economics of Innovation and New Technology, 20(6), 581–696.
Capello, R., & Spairani, A. (2006). Accessibility and regional growth in Europe. The role of ICTs policies. In G. Vertova (Ed.), The changing economic geography of globalization (pp. 192–215). London: Routledge.
Hughes, G., Gareis, K., Assis, J., Cornford, J., Richardson, R., & Sokol, M. (2008). TRANSFORM: Benchmarking & fostering transformative use of ICT in EU regions. Report TRANSFORM/Empirica. (EU FP6 – SSA; DG Infso).
Geroski, P. A. (2000). Models of technology diffusion. Research Policy, 29(4), 603–625.
Karshenas, M., & Stoneman, P. (1995). Technological diffusion. In M. Karshenas & P. Stoneman (Eds.), Handbook of the economics of innovation and technological change (pp. 265–297). Oxford: Blackwell.
Rogers, E. M. (2003). Diffusion of innovations. New York: Free Press.
Solow, R. (1956). A contribution to economic growth. Quarterly Journal of Economics, 70(1), 65–94.
Swan, T. W. (1956). Economic growth and capital accumulation economic. Record, 32, 334–361.
Romer, P. M. (1990). Endogenous technological change. Journal of Political Economy, 98(5), 71–102.
Grossman, G. M., & Helpman, E. (1991). Innovation and growth in the global economy. Cambridge, MA: MIT Press.
Aghion, P., & Howitt, P. (1992). A model of growth through creative destruction: Monte Carlo evidence and an application to employment equations. Econometrica, 60(2), 323–351.
Brynjolfsson, E., & Hitt, L. M. (1998). Beyond the productivity paradox: Computers are the catalyst for bigger changes. Communications of ACMXLI, 8, 49–55.
Brynjolfsson, E., & Hitt, L. M. (2000). Beyond computation: Information technology, organizational transformation and business practice. Journal of Economic Perspectives XIV, 4, 23–48.
Brynjolfsson, E., & Hitt, L. M. (2003). Computing productivity: Firm-level evidence. Review of Economics & Statistics LXXXV, (4), 793–809.
Dedrick, J., Gurbaxani, V., & Kraemer, K. L. (2003). Information technology and economic performance: A critical review of the empirical evidence. ACM Computing Surveys (CSUR), 35(1), 1–28.
Chu, S. Y. (2013). Internet, economic growth and recession. Modern Economy, 4, 209–213.
Czernich, N., Falck, O., Kretschmer, T., & Woessmann, L. (2011). Broadband infrastructure and economic growth. The Economic Journal, 121(552), 505–532.
Keller, W. (2004). International technology diffusion. Journal of Economic Literature, 42(3), 752–782.
Helpman, E., & Trajtenberg, M. (1996). Diffusion of general purpose technologies. Working Paper no. 5773. National Bureau of Economic Research.
Storper, M., & Venables, A. J. (2004). Buzz: Face-to-face contact and the urban economy. Journal of Economic Geography, 4(4), 351–370.
Bloom, N., Schankerman, M., & Van Reenen, J. (2013). Identifying technology spillovers and product market rivalry. Econometrica, 81(4), 1347–1393.
Camagni, R., & Capello, R. (2013). Regional innovation patterns and the EU regional policy reform: Toward smart innovation policies. Growth and Change, 44(2), 355–389.
Boschma, R. (2005). Proximity and innovation: A critical assessment. Regional Studies, 39(1), 61–74.
Jaffe, A. B. (1986). Technological opportunity and spillovers of R &D: Evidence from firms’ patents, profits, and market value. American Economic Review, 76(5), 984–1001.
Marrocu, E., Paci, R., & Usai, S. (2011). The complementary effects of proximity dimensions on knowledge spillovers. WP CRENoS WP11–21.
Basile, R., Capello, R., & Caragliu, A. (2012). Technological interdependence and regional growth in Europe: Proximity and synergy in knowledge spillovers. Papers in Regional Science, 91(4), 697–722.
Capello, R., & Spairani, A. (2004). The role of collective learning in ICT adoption and use. In H. L. De Groot, P. Nijkamp, & R. R. Strough (Eds.), Entrepreneurship and regional economic development, a spatial perspective (pp. 198–224). Cheltenham: Edward Elgar Publishing.
Benhabib, J., & Spiegel, M. (2005). Human capital and technology diffusion. In P. Aghion & S. N. Durlauf (Eds.), Handbook of economic growth, 1A: Handbooks in economics (Vol. 22, pp. 935–966). Amsterdam: Elsevier & North-Holland.
Nelson, R., & Phelps, E. (1966). Investment in humans, technological diffusion, and economic growth. American Economic Review: Papers and Proceedings, 51(2), 69–75.
Rosenberg, N. (1972). Factors affecting the diffusion of technology. Explorations in Economic History, 10, 3–33.
Espiritu, A. (2003). Digital divide and implications on growth: Cross-country analysis. Journal of American Academy of Business, 2(2), 450–454.
Choi, C., & Hoon Yi, M. (2009). The effect of Internet on economic growth: Evidence from cross-country panel data. Economics Letters, 105(1), 39–41.
Vu, K. M. (2011). ICT as a source of economic growth in the information age: Empirical evidence from the 1996–2005 period. Telecommunications Policy, 35(4), 357–372.
Roztocki, N., & Weistroffer, H. R. (2011). Information technology success factors and models in developing and emerging economies. Information Technology for Development, 17(3), 163–167.
Qiang, C. Z., & Xu, L. C. (2012). Telecommunications and economic performance: Macro and micro evidence. Washington, DC: World Bank.
Ketteni, E., Mamuneas, T., & Stengos, T. (2010). The effect of information technology and human capital on economic growth. Macroeconomic Dynamics, 15(5), 595–615.
World Bank. (2011). Approach paper. Washington, DC: Information & Communication Technologies Sector Strategy.
Ngwenyama, O., Andoh-Baidoo, F., Bollou, F., & Morawczynski, O. (2006). Is there a relationship between ICT, health, education and development? An empirical analysis of five West African countries from 1997–2003. The Electronic Journal on Information Systems in Developing Countries, 23(5), 1–11.
Haight, M., Quan-Haase, A., & Corbett, B. (2014). Revisiting the digital divide in Canada: The impact of demographic factors on access to the Internet, level of online activity and social networking site usage. Information, Communication & Society, 17(4), 503–519.
Zhu, S., & Chen, J. (2013). The digital divide in individual E-commerce utilization in China: Results from a national survey. Information Development, 29(1), 69–80.
Chinn, M., & Fairlie, R. (2007). The determinants of the global digital divide: A cross-country analysis of computer and Internet penetration. Oxford Economic Papers, 59, 16–44.
Demoussis, M., & Giannakopoulos, N. (2006). Facets of the digital divide in Europe: Determination and extent of Internet use. Economics of Innovation and New Technology, 15(3), 235–246.
Wunnava, P., & Leiter, D. (2009). Determinants of intercountry Internet diffusion rates. American Journal of Economics and Sociology, 68(2), 413–426.
Bagchi, K., & Udo, G. (2007). Empirically testing factors that drive ICT adoption in Africa and OECD set of nations. Issues in Information Systems, 8(2), 45–52.
Kiiski, S., & Pohjola, M. (2002). Cross-country diffusion of the Internet. Information Economics and Policy, 14, 297–310.
Pick, J., & Azari, R. (2008). Global digital divide: Influence of socioeconomic, governmental and accessibility factors on information technology. Information Technology for Development, 14(2), 91–115.
Chong, A., & Micco, A. (2003). The Internet and the ability to innovate in Latin America. Emerging Markets Review, 4, 53–72.
Barro, R. J. (1991). Economic growth in a cross section of countries. The Quarterly Journal of Economics, 106(2), 407–443.
Lucas, R. E. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3–42.
Bloom, D. E., Canning, D., & Sevilla, J. (2004). The effect of health on economic growth: A production function approach. World Development, 32(1), 1–13.
Acemoglu, D., & Johnson, S. (2007). Disease and development: The effect of life expectancy on economic growth. Journal of Political Economy, 115(6), 925–985.
Hanushek, E. A. (2013). Economic growth in developing countries: The role of human capital. Economics of Education Review, 37, 204–212.
Strauss, J., & Thomas, D. (1998). Health, nutrition, and economic development. Journal of Economic Literature, 36, 766–817.
Bils, M., & Klenow, P. (2000). Does schooling cause growth? American Economic Review, 90, 1160–1183.
Fischer, S. (1993). The role of macroeconomic factors in growth. Journal of Monetary Economics, 32(3), 485–512.
Barro, R. J. (2013). Inflation and economic growth. Annals of Economics and Finance, Society for AEF, 14(1), 121–144.
Rodríguez-Pose, A., & Tselios, V. (2010). Inequalities in income and education and regional economic growth in Western Europe. The Annals of Regional Science, 44(2), 349–375.
Barro, R. J., & Lee, J. W. (2012). A new data set of educational attainment in the world, 1950–2010. Retrieved 14 Sept 14, 2012, from http://www.barrolee.com
World Bank. (2013). World development indicators database. Washington, DC: World Bank.
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data. Review of Economic Studies, 58, 277–297.
Checchi, D. (2000). Does educational achievement help to explain income inequality? UNU/WIDER Working papers no. 208.
Cohen, D., & Soto, M. (2007). Growth and human capital: Good data good results. Journal of Economic Growth, 12, 51–76.
Messinis, G., & Ahmed, A. D. (2013). Cognitive skills, innovation and technology diffusion. Economic Modelling, 30, 565–578.
Zhang, J., & Zhang, J. (2005). The effect of life expectancy on fertility, saving, schooling and economic growth: Theory and evidence. Scandinavian Journal of Economics, 107(1), 45–66.
Barro, R. J. (1999). Determinants of economic growth: A cross-country empirical study. Cambridge, MA: The MIT Press.
Morales-Gómez, D., & Melesse, M. (1998). Utilising information and communication technologies for development: The social dimensions. Information Technology for Development, 8(1), 3–13.
Di Maria, C., & Lazarova, E. (2012). Migration, human capital formation, and growth: An empirical investigation. World Development, 40(5), 938–955.
Docquier, F., & Marfouk, A. (2006). International migration by educational attainment (1990–2000). In C. Ozden & M. Schiff (Eds.), International migration, remittances and development (pp. 151–200). New York: Palgrave MacMillan.
Halewood, N., & Kenny, C. (2008). Young people and ICTs in developing countries. Information Technology for Development, 14(2), 171–177.
Indjikian, R., & Siegel, D. S. (2005). The impact of investment in IT on economic performance: Implications for developing countries. World Development, 33(5), 681–700.
Jain, L., Kumar, H., & Singla, R. K. (2015). Assessing mobile technology usage for knowledge dissemination among farmers in Punjab. Information Technology for Development, 21, 668–676.
Keengwe, J., & Malapile, S. (2014). Factors influencing technology planning in developing countries: A literature review. Education and Information Technologies, 19(4), 703–712.
Acknowledgments
Margarita Billon and Fernando Lera-Lopez acknowledge the financial support of the Spanish Ministry of Science (ECO2010-21393-C04-03 and ECO2013-48496-C4-2-R).
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Billon, M., Crespo, J., Lera-López, F. (2017). Internet, Educational Disparities, and Economic Growth: Differences Between Low-Middle and High-Income Countries. In: Kaur, H., Lechman, E., Marszk, A. (eds) Catalyzing Development through ICT Adoption. Springer, Cham. https://doi.org/10.1007/978-3-319-56523-1_5
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