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ICT Diffusion, Industrialisation and Economic Growth Nexus: an International Cross-country Analysis

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  • Charles Shaaba Saba

    (University of Johannesburg)

  • Nicholas Ngepah

    (University of Johannesburg)

Abstract

This study examines the ICT diffusion-industrialisation-economic growth nexus for 171 countries over the period 2000–2018. The panel data was divided into four income groups. For the analysis, the newly developed panel VAR in generalized method of moment (GMM) estimation approach was applied. Our findings suggest a long-run equilibrium relationship between the three variables. While a strong evidence of two-way causality among the three variables in the entire sample and four income groups were reported. The panel VAR results suggest that at global level, ICT diffusion has negative and positive impact on industrialisation and growth, respectively, while industrialisation has negative impact on growth. Thus, there is need to promote realistic policies that will enhance ICT diffusion and industrialisation concurrently in order to promote growth globally. An increase and improvement in ICT diffusion will encourage, facilitate and accelerate the process of industrialisation and aggregate output to move in similar direction globally.

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  • Charles Shaaba Saba & Nicholas Ngepah, 2022. "ICT Diffusion, Industrialisation and Economic Growth Nexus: an International Cross-country Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 2030-2069, September.
  • Handle: RePEc:spr:jknowl:v:13:y:2022:i:3:d:10.1007_s13132-021-00795-w
    DOI: 10.1007/s13132-021-00795-w
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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. Lars-Hendrik Roller & Leonard Waverman, 2001. "Telecommunications Infrastructure and Economic Development: A Simultaneous Approach," American Economic Review, American Economic Association, vol. 91(4), pages 909-923, September.
    3. Thompson, Herbert Jr. & Garbacz, Christopher, 2007. "Mobile, fixed line and Internet service effects on global productive efficiency," Information Economics and Policy, Elsevier, vol. 19(2), pages 189-214, June.
    4. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    5. Helmut Lütkepohl, 2005. "New Introduction to Multiple Time Series Analysis," Springer Books, Springer, number 978-3-540-27752-1, December.
    6. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    7. Charles Shaaba Saba & Nicholas Ngepah, 2019. "A cross-regional analysis of military expenditure, state fragility and economic growth in Africa," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(6), pages 2885-2915, November.
    8. Gui-Diby, Steve Loris, 2014. "Impact of foreign direct investments on economic growth in Africa: Evidence from three decades of panel data analyses," Research in Economics, Elsevier, vol. 68(3), pages 248-256.
    9. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    10. Jörg Breitung & Samarjit Das, 2005. "Panel unit root tests under cross‐sectional dependence," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 59(4), pages 414-433, November.
    11. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    12. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    13. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    14. Bera, Subhasis, 2019. "Club convergence and drivers of digitalization across Indian states," Telecommunications Policy, Elsevier, vol. 43(8), pages 1-1.
    15. W. McCausland & Ioannis Theodossiou, 2012. "Is manufacturing still the engine of growth?," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 35(1), pages 79-92.
    16. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    17. A. P. Thirlwall, 2015. "Testing Kaldor’s Growth Laws across the Countries of Africa," Palgrave Studies in the History of Economic Thought, in: Essays on Keynesian and Kaldorian Economics, chapter 15, pages 339-351, Palgrave Macmillan.
    18. Adams, Samuel & Opoku, Eric Evans Osei, 2015. "Foreign direct investment, regulations and growth in sub-Saharan Africa," Economic Analysis and Policy, Elsevier, vol. 47(C), pages 48-56.
    19. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    20. Kais Saidi & Mounir Ben Mbarek & Mounira Amamri, 2018. "Causal Dynamics between Energy Consumption, ICT, FDI, and Economic Growth: Case Study of 13 MENA Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 9(1), pages 228-238, March.
    21. Pradhan, Rudra P. & Arvin, Mak B. & Norman, Neville R. & Bele, Samadhan K., 2014. "Economic growth and the development of telecommunications infrastructure in the G-20 countries: A panel-VAR approach," Telecommunications Policy, Elsevier, vol. 38(7), pages 634-649.
    22. Margaret McMillan & Dani Rodrik & Claudia Sepulveda, 2017. "Structural Change, Fundamentals and Growth: A Framework and Case Studies," NBER Working Papers 23378, National Bureau of Economic Research, Inc.
    23. Wong, Kar-yiu & Yip, Chong K, 1999. "Industrialization, Economic Growth, and International Trade," Review of International Economics, Wiley Blackwell, vol. 7(3), pages 522-540, August.
    24. Michael R. M. Abrigo & Inessa Love, 2016. "Estimation of panel vector autoregression in Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 778-804, September.
    25. S. Necmi, 1999. "Kaldor's growth analysis revisited," Applied Economics, Taylor & Francis Journals, vol. 31(5), pages 653-660.
    26. Daniel Sakyi & Richmond Commodore & Eric Evans Osei Opoku, 2015. "Foreign Direct Investment, Trade Openness and Economic Growth in Ghana: An Empirical Investigation," Journal of African Business, Taylor & Francis Journals, vol. 16(1-2), pages 1-15, January.
    27. Akinlo, A. Enisan, 2004. "Foreign direct investment and growth in Nigeria: An empirical investigation," Journal of Policy Modeling, Elsevier, vol. 26(5), pages 627-639, July.
    28. 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.
    29. Saba, Charles Shaaba & David, Oladipo Olalekan, 2020. "Convergence patterns in global ICT: Fresh insights from a club clustering algorithm," Telecommunications Policy, Elsevier, vol. 44(10).
    30. Dani Rodrik, 2014. "The Past, Present, and Future of Economic Growth," Challenge, Taylor & Francis Journals, vol. 57(3), pages 5-39.
    31. Lam, Pun-Lee & Shiu, Alice, 2010. "Economic growth, telecommunications development and productivity growth of the telecommunications sector: Evidence around the world," Telecommunications Policy, Elsevier, vol. 34(4), pages 185-199, May.
    32. John Page, 2011. "Should Africa Industrialize?," WIDER Working Paper Series wp-2011-047, World Institute for Development Economic Research (UNU-WIDER).
    33. Page, John, 2011. "Should Africa Industrialize?," WIDER Working Paper Series 047, World Institute for Development Economic Research (UNU-WIDER).
    34. Xinshen Diao & Margaret McMillan & Dani Rodrik, 2019. "The Recent Growth Boom in Developing Economies: A Structural-Change Perspective," Springer Books, in: Machiko Nissanke & José Antonio Ocampo (ed.), The Palgrave Handbook of Development Economics, chapter 9, pages 281-334, Springer.
    35. Cronin, Francis J. & Parker, Edwin B. & Colleran, Elisabeth K. & Gold, Mark A., 1991. "Telecommunications infrastructure and economic growth : An analysis of causality," Telecommunications Policy, Elsevier, vol. 15(6), pages 529-535, December.
    36. Frees, Edward W., 1995. "Assessing cross-sectional correlation in panel data," Journal of Econometrics, Elsevier, vol. 69(2), pages 393-414, October.
    37. Madden, Gary & Savage, Scott J., 1998. "CEE telecommunications investment and economic growth," Information Economics and Policy, Elsevier, vol. 10(2), pages 173-195, June.
    38. Chakraborty, Chandana & Nandi, Banani, 2011. "'Mainline' telecommunications infrastructure, levels of development and economic growth: Evidence from a panel of developing countries," Telecommunications Policy, Elsevier, vol. 35(5), pages 441-449, June.
    39. Nadiri, M. Ishaq & Nandi, Banani & Akoz, Kemal Kivanc, 2018. "Impact of modern communication infrastructure on productivity, production structure and factor demands of US industries: Impact revisited," Telecommunications Policy, Elsevier, vol. 42(6), pages 433-451.
    40. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    41. 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.
    42. Canova, Fabio & Ciccarelli, Matteo, 2004. "Forecasting and turning point predictions in a Bayesian panel VAR model," Journal of Econometrics, Elsevier, vol. 120(2), pages 327-359, June.
    43. Shahbaz, Muhammad, 2012. "Does trade openness affect long run growth? Cointegration, causality and forecast error variance decomposition tests for Pakistan," Economic Modelling, Elsevier, vol. 29(6), pages 2325-2339.
    44. Oumar Nabe, 1983. "Military Expenditures and Industrialization in Africa," Journal of Economic Issues, Taylor & Francis Journals, vol. 17(2), pages 575-587, June.
    45. Margaret S. McMillan & Dani Rodrik & Claudia Sepúlveda, 2017. "Structural Change, Fundamentals, and Growth," World Bank Publications - Books, The World Bank Group, number 26528, December.
    46. Michael R.M. Abrigo & Inessa Love, 2016. "Estimation of Panel Vector Autoregression in Stata: a Package of Programs," Working Papers 201602, University of Hawaii at Manoa, Department of Economics.
    47. Eric Evans Osei Opoku & Isabel Kit-Ming Yan, 2019. "Industrialization as driver of sustainable economic growth in Africa," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 28(1), pages 30-56, January.
    48. Koutroumpis, Pantelis, 2009. "The economic impact of broadband on growth: A simultaneous approach," Telecommunications Policy, Elsevier, vol. 33(9), pages 471-485, October.
    49. Peter Perkins & Johann Fedderke & John Luiz, 2005. "An Analysis Of Economic Infrastructure Investment In South Africa," South African Journal of Economics, Economic Society of South Africa, vol. 73(2), pages 211-228, June.
    50. Adams, Samuel, 2009. "Foreign Direct investment, domestic investment, and economic growth in Sub-Saharan Africa," Journal of Policy Modeling, Elsevier, vol. 31(6), pages 939-949, November.
    51. Josh Lerner, 2010. "The future of public efforts to boost entrepreneurship and venture capital," Small Business Economics, Springer, vol. 35(3), pages 255-264, October.
    52. Kais Saidi & Hassen Toumi & Saida Zaidi, 2017. "Impact of Information Communication Technology and Economic Growth on the Electricity Consumption: Empirical Evidence from 67 Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(3), pages 789-803, September.
    53. Gui-Diby, Steve Loris & Renard, Mary-Françoise, 2015. "Foreign Direct Investment Inflows and the Industrialization of African Countries," World Development, Elsevier, vol. 74(C), pages 43-57.
    54. Vu, Khuong & Hanafizadeh, Payam & Bohlin, Erik, 2020. "ICT as a driver of economic growth: A survey of the literature and directions for future research," Telecommunications Policy, Elsevier, vol. 44(2).
    55. David, Oladipo Olalekan, 2019. "Nexus between telecommunication infrastructures, economic growth and development in Africa: Panel vector autoregression (P-VAR) analysis," Telecommunications Policy, Elsevier, vol. 43(8), pages 1-1.
    56. Marconi, Nelson & Reis, Cristina Fróes de Borja & Araújo, Eliane Cristina de, 2016. "Manufacturing and economic development: The actuality of Kaldor's first and second laws," Structural Change and Economic Dynamics, Elsevier, vol. 37(C), pages 75-89.
    57. Zhao, Jingfeng & Tang, Jianmin, 2018. "Industrial structure change and economic growth: A China-Russia comparison," China Economic Review, Elsevier, vol. 47(C), pages 219-233.
    58. Charles Shaaba Saba & Nicholas Ngepah, 2020. "Empirical Analysis of Military Expenditure and Industrialisation Nexus: A Regional Approach for Africa," International Economic Journal, Taylor & Francis Journals, vol. 34(1), pages 58-84, January.
    59. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    60. Ward, Michael R. & Zheng, Shilin, 2016. "Mobile telecommunications service and economic growth: Evidence from China," Telecommunications Policy, Elsevier, vol. 40(2), pages 89-101.
    61. Anita Prakash, 2019. "The Role of Industrialisation and ICT in Africa’s Growth and Integration into Global Value Chains," Working Papers PB-2019-01, Economic Research Institute for ASEAN and East Asia (ERIA).
    62. Haraguchi, Nobuya & Cheng, Charles Fang Chin & Smeets, Eveline, 2017. "The Importance of Manufacturing in Economic Development: Has This Changed?," World Development, Elsevier, vol. 93(C), pages 293-315.
    63. 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.
    64. Alice Shiu & Pun-Lee Lam, 2008. "Causal Relationship between Telecommunications and Economic Growth in China and its Regions," Regional Studies, Taylor & Francis Journals, vol. 42(5), pages 705-718.
    65. 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.
    66. Maneejuk, Paravee & Yamaka, Woraphon, 2020. "An analysis of the impacts of telecommunications technology and innovation on economic growth," Telecommunications Policy, Elsevier, vol. 44(10).
    67. Marcel Fafchamps & Said El Hamine & Albert Zeufack, 2008. "Learning to Export: Evidence from Moroccan Manufacturing †," Journal of African Economies, Centre for the Study of African Economies, vol. 17(2), pages 305-355, March.
    68. Sotiris Papaioannou & Sophia Dimelis, 2007. "Information Technology as a Factor of Economic Development: Evidence from Developed and Developing Countries," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 16(3), pages 179-194.
    69. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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