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The Effect of Education, R&D and ICT on Economic Growth in High Income Countries

Author

Listed:
  • Kais Saidi

    (Faculty of Economics and Management, University of Sfax,Tunisia)

  • Chebli Mongi

    (Faculty of Economics and Management of Tunis)

Abstract

This document examines the causal relationship between information and communications technology (ICT), education, research & development (R&D) and economic growth in high income countries using panel data set from 1990 to 2015. We employ panel data set using various tests such as panel unit root test, panel cointegration in order to detect the relationship between the dependent variable (GDP) and independent variables (ED, RD, MCS and IU). The empirical results of the vector error correction model (VECM) show that there exists a unidirectional relation causality from education and mobile cellular telephone to economic growth, from internet users and mobile cellular telephone to research and development and from education to research and development, while bidirectional causality between internet users and economic growth, between research and development and economic growth, between education, internet users and mobile cellular telephone in the short-run. In addition, the results also show that there is a bidirectional relationship between education, internet users and mobile cellular telephone, while there is a unidirectional relationship from internet users to economic growth and research and development and from mobile cellular telephone to economic growth and research and development in the long-run.

Suggested Citation

  • Kais Saidi & Chebli Mongi, 2018. "The Effect of Education, R&D and ICT on Economic Growth in High Income Countries," Economics Bulletin, AccessEcon, vol. 38(2), pages 810-825.
  • Handle: RePEc:ebl:ecbull:eb-17-00510
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. repec:ebl:ecbull:v:15:y:2006:i:15:p:1-6 is not listed on IDEAS
    3. Yanrui Wu, 2010. "Innovation and Economic Growth in China," Economics Discussion / Working Papers 10-10, The University of Western Australia, Department of Economics.
    4. Kul B. Luintel & Mosahid Khan, 2016. "R&D, scale effects and spillovers: New insights from emerging countries," WIPO Economic Research Working Papers 32, World Intellectual Property Organization - Economics and Statistics Division, revised Jun 2016.
    5. Paul Schreyer, 2000. "The Contribution of Information and Communication Technology to Output Growth: A Study of the G7 Countries," OECD Science, Technology and Industry Working Papers 2000/2, OECD Publishing.
    6. Loening, Josef & Rao, B. Bhaskara & Singh, Rup, 2010. "Effects of education on economic growth:Evidence from Guatemala," MPRA Paper 23665, University Library of Munich, Germany.
    7. repec:dgr:rugggd:200469 is not listed on IDEAS
    8. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    9. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    10. Ronia Hawash & Guenter Lang, 2010. "The Impact of Information Technology on Productivity in Developing Countries," Working Papers 19, The German University in Cairo, Faculty of Management Technology.
    11. Vu, Khuong M., 2011. "ICT as a source of economic growth in the information age: Empirical evidence from the 1996-2005 period," Telecommunications Policy, Elsevier, vol. 35(4), pages 357-372, May.
    12. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    13. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    14. Tin-Chun Lin, 2006. "Alternative measure for education variable in an empirical economic growth model: Is primary education less important?," Economics Bulletin, AccessEcon, vol. 15(15), pages 1-6.
    15. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    16. Bayoumi, Tamim & Coe, David T. & Helpman, Elhanan, 1999. "R&D spillovers and global growth," Journal of International Economics, Elsevier, vol. 47(2), pages 399-428, April.
    17. Bart van Ark & Marcin Piatkowski, 2004. "Productivity, innovation and ICT in Old and New Europe," International Economics and Economic Policy, Springer, vol. 1(2), pages 215-246, January.
    18. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    19. repec:wly:soecon:v:82:3:y:2016:p:914-934 is not listed on IDEAS
    20. Ayoub Yousefi, 2011. "The impact of information and communication technology on economic growth: evidence from developed and developing countries," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(6), pages 581-596, November.
    21. Nicholas Oulton, 2002. "ICT and Productivity Growth in the United Kingdom," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(3), pages 363-379.
    22. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    23. Marcin Piatkowski, 2003. "The Contribution of ICT Investment to Economic Growth and Labor Productivity in Poland 1995-2000," Development and Comp Systems 0308002, University Library of Munich, Germany.
    24. Dale W. Jorgenson & Kevin J. Stiroh, 2000. "Raising the Speed Limit: U.S. Economic Growth in the Information Age," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(1), pages 125-236.
    25. Yousif Khalifa Al-Yousif, 2008. "Education expenditure and economic growth:some empirical evidence from the GCC countries," Journal of Developing Areas, Tennessee State University, College of Business, vol. 42(1), pages 69-80, September.
    26. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    27. Bronzini, Raffaello & Piselli, Paolo, 2009. "Determinants of long-run regional productivity with geographical spillovers: The role of R&D, human capital and public infrastructure," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 187-199, March.
    28. Stefania Villa, 2005. "Determinants of growth in Italy. A time series analysis," Quaderni DSEMS 24-2005, Dipartimento di Scienze Economiche, Matematiche e Statistiche, Universita' di Foggia.
    29. Dirk Frantzen, 2000. "R&D, Human Capital and International Technology Spillovers: A Cross‐country Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 102(1), pages 57-75, March.
    30. Stephen D. Oliner & Daniel E. Sichel, 2000. "The Resurgence of Growth in the Late 1990s: Is Information Technology the Story?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 3-22, Fall.
    31. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    32. Niebel, Thomas, 2018. "ICT and economic growth – Comparing developing, emerging and developed countries," World Development, Elsevier, vol. 104(C), pages 197-211.
    33. CHI, Wei, 2008. "The role of human capital in China's economic development: Review and new evidence," China Economic Review, Elsevier, vol. 19(3), pages 421-436, September.
    34. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    35. Kais Saidi & Lobna Hassen & M. Hammami, 2015. "Econometric Analysis of the Relationship Between ICT and Economic Growth in Tunisia," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 6(4), pages 1191-1206, December.
    36. Peter Pedroni, 2001. "Purchasing Power Parity Tests In Cointegrated Panels," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 727-731, November.
    37. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    38. Khan, Jangraiz & Rehman Khattak, Naeem Ur, 2014. "The Significance of Research and Development for Economic Growth: The Case of Pakistan," MPRA Paper 56005, University Library of Munich, Germany.
    39. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    40. Harald Gruber & Pantelis Koutroumpis, 2011. "Mobile telecommunications and the impact on economic development [Discussion of “Why is infrastructure important?” in Alicia H. Munnell, (ed.), Is there a shortfall in public capital investment?]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 26(67), pages 387-426.
    41. Philippe Aghion & Elie Cohen, 2004. "Education et croissance," Post-Print hal-03571451, HAL.
    42. Koutroumpis, Pantelis, 2009. "The economic impact of broadband on growth: A simultaneous approach," Telecommunications Policy, Elsevier, vol. 33(9), pages 471-485, October.
    43. Pritchett, Lant, 1996. "Where has all the education gone?," Policy Research Working Paper Series 1581, The World Bank.
    44. Nadia Hanif & Noman Arshed, 2016. "Relationship between School Education and Economic Growth: SAARC Countries," International Journal of Economics and Financial Issues, Econjournals, vol. 6(1), pages 294-300.
    45. Philippe Aghion, 2009. "Growth and Education," World Bank Publications - Books, The World Bank Group, number 27936.
    46. Kwabena Gyimah-Brempong & Oliver Paddison & Workie Mitiku, 2006. "Higher education and economic growth in Africa," Journal of Development Studies, Taylor & Francis Journals, vol. 42(3), pages 509-529.
    47. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    48. FUKAO Kyoji & MIYAGAWA Tsutomu, 2007. "Productivity in Japan, the US, and the Major EU Economies: Is Japan Falling Behind?," Discussion papers 07046, Research Institute of Economy, Trade and Industry (RIETI).
    49. Vu, Khuong M., 2013. "Information and Communication Technology (ICT) and Singapore’s economic growth," Information Economics and Policy, Elsevier, vol. 25(4), pages 284-300.
    Full references (including those not matched with items on IDEAS)

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    2. Sayef BAKARI & Sofien TIBA & Mohamed MABROUKI, 2022. "An Exploratory Study of the Causality between Internet Use, Innovation, and Economic Growth in Tunisia: An indispensable Case Analysis," Journal of Economics and Financial Analysis, Tripal Publishing House, vol. 6(1), pages 1-18.
    3. Mounir Dahmani & Mohamed Mabrouki & Adel Ben Youssef, 2022. "The Information and Communication Technologies-Economic Growth Nexus in Tunisia - A Cross-Section Dynamic Panel Approach," Montenegrin Journal of Economics, Economic Laboratory for Transition Research (ELIT), vol. 18(2), pages 161-174.
    4. Nair, Mahendhiran & Pradhan, Rudra P. & Arvin, Mak B., 2020. "Endogenous dynamics between R&D, ICT and economic growth: Empirical evidence from the OECD countries," Technology in Society, Elsevier, vol. 62(C).
    5. Habibi, Fateh & Zabardast, Mohamad Amjad, 2020. "Digitalization, education and economic growth: A comparative analysis of Middle East and OECD countries," Technology in Society, Elsevier, vol. 63(C).
    6. Herrera, Gabriel Paes & Constantino, Michel & Su, Jen-Je & Naranpanawa, Athula, 2023. "The use of ICTs and income distribution in Brazil: A machine learning explanation using SHAP values," Telecommunications Policy, Elsevier, vol. 47(8).
    7. Manuel Carlos Nogueira & Mara Madaleno, 2021. "New evidence of competitiveness based on the global competitiveness index," Economics Bulletin, AccessEcon, vol. 41(2), pages 788-797.
    8. Donou-Adonsou, Ficawoyi, 2019. "Technology, education, and economic growth in Sub-Saharan Africa," Telecommunications Policy, Elsevier, vol. 43(4), pages 353-360.
    9. Mugabe Roger & Liu Shulin & Brima Sesay, 2022. "ICT Development, Innovation Diffusion and Sustainable Growth in Sub-Saharan Africa," SAGE Open, , vol. 12(4), pages 21582440221, October.
    10. Bakari, Sayef, 2019. "Innovation and Economic Growth: Does Internet Matter?," MPRA Paper 94851, University Library of Munich, Germany.

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    More about this item

    Keywords

    Economic growth; Education; Research and Development; ICT; Vector Error Correction Model;
    All these keywords.

    JEL classification:

    • I2 - Health, Education, and Welfare - - Education
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights

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