Educational Levels and the Impact of ICT on Economic Growth: Evidence of a Cointegrated Panel
DOI:
https://doi.org/10.18533/ijbsr.v5i9.821Keywords:
Education, economic growth, ICT, telecommunications.Abstract
The purpose of this paper is to analyze the long-run relation between economic growth and access to telecommunications services, comprising mobile telephony, fixed telephony, and broadband. We examine the differentiated impact on economic growth for a sample of twelve countries, divided according their educational level, i.e. high, medium, and low. The role of telecommunications alone on economic growth is limited unless is also accompanied by parallel investments in education; only this joint effort can provide a deep impact on growth due to a more efficient use of those technologies. Three panel data analysis are applied, one for each group of countries; the econometric analysis includes unit tests root tests, cointegration tests to examine the presence of long-term relationships, and an Ordinary Least Squares (OLS) panel model to estimate the impact of the of telecommunications and educational variables on economic growth. The evidence confirms the presence of a differential impact of telecommunications on economic growth related to educational levels.
References
Adhikari, D., & Chen, Y. (2012). Energy consumption and economic growth: A panel cointegration analysis for developing countries. Review of Economics & Finance, 3(2), 68-80.
Aghion, P., Boustan, L., Hoxby, C., & Vandenbussche, J. (2009). The causal impact of education on economic growth: evidence from US. Working paper.
Aravena, C., Cavada, C., and Mulder, N. (2012). Contribución al crecimiento económico de las tecnologías de la información y las comunicaciones y de la productividad en la Argentina, el Brasil, Chile y México. Estudios estadísticos y prospectivos, CEPAL.
Argandoña, A. (2001a). La Nueva Economía y el Crecimiento Económico, Revista del Instituto de Estudios Económicos, Universidad de Navarra, vol. 1-2, pp. 189-210.
Argandoña, A. (2002). Dimensiones económicas de la Nueva Economía. La revolución digital: Nueva Economía e integración social, 21-38.
Avgerou, C. (2010). Discourses on ICT and Development. Information Technologies & International Development, 6(3), pp-1.
Badran, F. (2012). The impact of broadband infrastructure on Economic growth in some Arab and emerging countries. Topics in Middle Eastern and African Countries. Vol. 14, September.
Becker, G., Murphy, K. and Tamura, R. (1990). Human Capital, Fertility and Economic Growth. Journal of Political Economy, Vol. XCVIII, No.5, Part 2, pp. S12-S37.
Benhabib, J. and Spiegel M., (1992). The role of human capital in economic development: Evidence from aggregate cross-country. Journal of Monetary Economics, vol. 34, pp. 143-173.
Berger, N., and Fisher, P. (2013). A well-educated workforce is key to state prosperity. Report. Economic Policy Institute.
Bárcena, A., Prado, A., Cimoli, M., & Pérez, R. (2011). Experiencias exitosas en innovación, inserción internacional e inclusión social: una mirada desde las PYMES. CEPAL, LC/L, 3371.
Birdsall, N., and James, E. (1990). Efficiency and equity in social spending: how and why governments misbehave, Policy Research Working Paper Series 274, The World Bank.
Brunello, G., Fort, M., Schneeweiss, N., and Winter-Ebmer, R. (2011). The causal effect of education on health: What is the role of health behaviors? Discussion Paper 5944, Institute for the Study of Labor.
Cetin, M., Gunaydın, D., Cavlak, H., & Topcu, B. (2014). Unemployment and its Impact on Economic Growth in the European Union: An Evidence from Panel Data Analysis. Regional Economic Integration and the Global Financial System, 12.
Desh, S and Srivastava, AK (2014). Educational effects on creativity – a comparative study. Indian Journal of Health and Wellbeing, vol. 5, num. 7, pp. 864-869.
Engle, R., & Granger, C. (1987). Cointegrating and error correction: representation, estimation and testing. Econometrica 55, 251-670.
Fasko Jr., D. (2000-2001). Education and creativity. Creativity Research Journal, vol. XIII, num. 3 & 4, pp.317-327.
Fisher, R. A. (1932). Statistical Methods for Research Workers. Oliver and Boyd, Edinburgh.
Gordon, R. (2000). Does the new economy measure up to the great inventions of the past? Journal of economic perspectives.
Gordon, R. J. (2010). Revisiting US productivity growth over the past century with a view of the future (No. w15834). National Bureau of Economic Research.
Gruber, H., and Koutroumpis, P. (2011). Mobile telecommunications and the impact on economic development. Economic Policy, 387-426.
Gyimah-Brempong, K., & Karikari, J. A. (2007). Telephone demand and economic growth in Africa. OECD Economic Studies, 38(1).
Hanushek, E. A., and Margaret E. Raymond. 2005. Does school accountability lead to improved student performance? Journal of Policy Analysis and Management, vol. 24, no. 2, pp.297-327.
Hanushek, E. A., and Zhang, L. (2006). "Quality Consistent Estimates of International Returns to Skill." National Bureau of Economic Research, WP12664, Cambridge, MA, NBER November.
Hanushek, E. A., and Wößmann, L. (2007) “The Role of Education Quality in Economic Growth”. World Bank Policy Research Working Paper 4122, February 2007
Heckman, J., Lochner, L., Y Todd P. (2008). Earnings Functions and Rates of Return. NBER Working Paper No. 13780.
Hlouskova, J., & Wagner, M. (2006). The performance of panel unit root and stationarity tests: results from a large scale simulation study. Econometric Reviews, 25(1), 85-116.
Hua, P. (2005). How does education at all levels influence productivity growth? Evidence from the Chinese provinces. Document de Travail, Centre de Etudes et de Recherches Sur le Dévelopment, Universite d’Auvergne.
IDB (2011). Can information and communication technology contribute to economic development? Development in the Americas (DIA). IDB Flagship Publication
Jebli, M. B., & Youssef, S. B. (2015). Output, renewable and non-renewable energy consumption and international trade: Evidence from a panel of 69 countries. Renewable Energy, 83, 799-808.
Jorgenson, D. W., Ho, M. S., & Stiroh, K. J. (2007). A retrospective look at the US productivity growth resurgence. FRB of New York Staff Report, (277).
Krueger, A. B., and Lindahl, M. (2001. "Education for growth: Why and for whom?" Journal of Economic Literature 39, no. 4 (December):1101-1136.
Larrañaga, O., (1997) ‘Chile: A Hybrid Approach’, in Zuckerman, Elaine and de Kadt, Emanuel (eds) The Public-private Mix in Social Services: Health care and education in Chile, Costa Rica and Venezuela, Washington DC: Inter-American Development Bank.
Lam, P. L., & Shiu, A. (2010). Economic growth, telecommunications development and productivity growth of the telecommunications sector: Evidence around the world. Telecommunications Policy, 34(4), 185-199.
Lee, C. C. (2005). Energy consumption and GDP in developing countries: a cointegrated panel analysis. Energy economics, 27(3), 415-427.
Lee, S.H. and Gardner, L.K. (2011). Does the spread of mobile phones promote economic development? Evidence from South Asia and Sub-Saharan Africa Regions. Southwestern Economic Review, vol. 38, pp. 15-26.
Levin, A., Lin, C., & Chu, C. (2002). Unit root tests in panel data: asymptotic and finite-sample properties. Journal of Econometrics 108, 1-24.
Lebedenski, L. y Vandenberghe, V. (2013). Assessing education’s contribution to productivity using firm-level evidence. Discussion paper 2013-2017. Institute de Reserchers Économiques et Sociales de la Université Catolique de Louvain.
Lockheed, M. E., & Verspoor, A. M. (1991). Improving primary education in developing countries. Oxford University Press for World Bank.
Lucas, R., (1990). "Why doesn't capital flow from rich to poor countries?" In: American Economic Review, Vol. 80, No.2.
Maddala, G., & Wu, S. (1999). ) A comparative study of unit root tests with panel data and a new simple test. Oxford: Oxford Bulletin of Economics and Statistics, 61.
Mc Reynald, S. B. II. (2013). Call me maybe: The impact of telecommunications on economic growth in the ASEAN region. Paper. 51st Philippine Economic Society Annual Meeting
Mankiw, N. G., Romer, P. Y Weil, D. (1992). "A contribution to the empirics of economic growth". En. Quarterly Journal of Economics, num. 107.
Ngwenyama, O., Andoh-Baidoo, F., Bollou, F., & Morawczynski, O. (2006). Is there a relationship between ICT, Health, Education and develpment? An emprical analysis of five West African countries from 1997-2003. The Electronic Journal on Information Systems in Developing Countries, 1-11.
OECD/OCDE, Organization para la Cooperation y el Desarrollo Económico (OECD). (2012). Estudio de la OCDE sobre políticas y regulación de telecomunicaciones en México. OCDE. Downloaded from: http://dx.doi.org/10.1787/9789264166790-PáginaGiral
ONTSI. (2013). Plan Avanza 2. España: Ministerio de Industria, Energia y Turismo, Gobierno de España
Nordhaus, W. (2001). Technology, Economic Growth, and the New Economy. Boston: NBER.
Pedroni, P. (1999). Critical values for cointegration test in heterogeneous panels with multiple regressors. Oxford Bulletin of Economics and Statistics 61, 653-670.
Pedroni, P. (2004). Panel cointegration: Asymptotic and finite simple properties of pooled time series tests with an application to the PPP hypothesis. Econometric Theory, vol. 20, 2004, pp. 597-625.
Pegtas, P. (2014). The link between educational levels and economic growth. International Journal of Applied Economics, vol. 11, num. 2, pp. 38-54.
Psacharopoulos, G., and Patrinos H., (2004). Returns to Investment in Education: A Further Update, Education Economics, Vol. 12, No. 2, Agosto 2004.
Robledo, J. C. y Olivares, W., (2013) Relación entre las emisiones de CO2, el consumo de energía y el PIB: el caso de los CIVETS. 47. Semestre Económico, volumen 16, No. 33, pp. 45-66
Romer, P., (1990) "Endogenous Technological Change". En: Journal of Political Economy, Vol. XCVIII, Asymptotic and No.5, Parte 2.
Sianesi, B., & Reenen, J. V. (2003). The returns to education: Macroeconomics. Journal of economic surveys, 17(2), 157-200.
Silva, E. G., & Teixeira, A. A. (2011). Does structure influence growth? A panel data econometric assessment of “relatively less developed” countries, 1979–2003. Industrial and Corporate Change, 20(2), 457-510.
Solow, R.M. (1956). A contribution to the theory of economic growth. The Quarterly Journal of Economics, vol. 70, num. 1, pp.65-94.
Spiezia, V. (2011). Are ICT Users More Innovative?. OECD Journal: Economic Studies, 2011(1), 1-21.
Strauss, H. and Samkharadze, B. (2011) ICT Capital and Productivity Growth. EIB Papers, Vol. 16, No. 2, pp. 8-28.
Temple, J. (2001). "Growth effects of education and social capital in the OECD countries." OECD Economic Studies 33, no.:57-101.
Topel, R. (1999). "Labor markets and economic growth." In Handbook of Labor Economics, edited by Orley Ashenfelter and David Card. Amsterdam: Elsevier: 2943-2984.
UNCTAD. (2003). Information and communication technology development indices. New York and Geneva: United Nations Conference on Trade and Development, ONU.
Vu, K. (2005). Measuring the Impact of ICT Investments on Economic Growth. Submitted to Journal of Economic Growth, October. Retrieved from http://www. ksg. harvard. edu/cbg/ptep/khuongvu/Papers.htm.
WEF (2013). The global information technology report, Growth and Jobs in a Hyperconnected World. Ginebra: WEF. Downloaded from: http://www3.weforum.org/docs/WEF_GITR_Report_2013.pdf
World Bank. World View. The World Bank, Washington, D.C.
World Bank (2012). Information and Communication for Development. Washington. D.C.: World Bank Downloaded from: http://siteresources.worldbank.org/extinformationandcommunicationand technologies/resources/ic4d-2012-report.pdf
World Bank (2013) .World Development Report Risk and Opportunity. Managing Risk for Development. The World Bank, Washington, D.C.
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, vol. 20, issues 6, pp. 581-596.
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