Does ICT Development, Innovation Dissemination Promote Economic Growth and Human Capital? An Econometric Approach Based on East African Countries — Oak Academic Publishing
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Does ICT Development, Innovation Dissemination Promote Economic Growth and Human Capital? An Econometric Approach Based on East African Countries
School of Economics and Business Studies, Kigali Independent University ULK, Kigali, Rwanda
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School of Economics, Wuhan University of Technology, Wuhan, China
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School of Economics, Wuhan University of Technology, Wuhan, China
,
School of Management, Huazhong University of Science and Technology, Wuhan, China
1 School of Economics and Business Studies, Kigali Independent University ULK, Kigali, Rwanda
2 School of Economics, Wuhan University of Technology, Wuhan, China
3 School of Economics, Wuhan University of Technology, Wuhan, China
4 School of Management, Huazhong University of Science and Technology, Wuhan, China
The East African Countries’ economic landscape has been significantly trans - formed over the last two decades as a result of the Information revolution, innovation, fostering sustainable economic growth. The dynamics between ICT development, innovation diffusion, and long-term economic growth have not been given substantial consideration in previous literature. In addition, there are prospective gaps in the nature of the ICT-innovation-growth nexus that current empirical studies have not thoroughly considered. This paper examines causal relationships among ICT development, Innovation diffusion, sustainable economic growth, and human capital development in East Afri-can countries from 2000 to 2020. The aim is to explore the direction of cau-sality relationships among variables that runs both ways, one way, or not at all. We employed the Dynamic Order Least Square (DOLS) and Panel Vector Error Correction Model (VECM) models and a Granger causality test. Results from the DOLS show that both ICT development and innovation contribute positively to sustainable growth and human capital development in all East African countries. However, the marginal effects of innovation on sustainable growth are very small compared to ICT development, especially for some countries. The VECM result confirms significant causal relationships among the studied variables in the short and long run. The findings shed light on the types of policies and approaches that would be necessary for sustainable economic growth in East African economies. This can be achieved if organi-zations engaged in the East African agenda for prosperity provide the support needed to complement different governments’ efforts in advancing ICT pene-tration and innovation diffusion in East Africa.
KeywordsICT DevelopmentInnovation DiffusionEconomic GrowthPanel VECMEast AfricaHuman Capital
Ababio, J. O., Attah-Botchwey, E., Osei-Assibey, E., & Barnor, C. (2021). Financial Inclusion and Human Development in Frontier Countries. International Journal of Finance & Economics, 26, 42-59. https://doi.org/10.1002/ijfe.1775
Adelakun, O. J. (2011). Human Capital Development and Economic Growth in Nigeria. European Journal of Business and Management, 3, 29-38.
Adeleye, N., & Eboagu, C. (2019). Evaluation of ICT Development and Economic Growth in Africa. NETNOMICS: Economic Research and Electronic Networking, 20, 31-53. https://doi.org/10.1007/s11066-019-09131-6
Agbemabiese, L., Nkomo, J., & Sokona, Y. (2012). Enabling Innovations in Energy Access: An African Perspective. Energy Policy, 47, 38-47. https://doi.org/10.1016/j.enpol.2012.03.051
Aghaei, M., & Rezagholizadeh, M. (2017). The Impact of Information and Communication Technology (ICT) on Economic Growth in the OIC Countries. Environmental & Socio-Economic Studies, 17, 255-276. https://doi.org/10.25167/ees.2017.42.7
Ahsan, H., & Haque, M. E. (2017). Threshold Effects of Human Capital: Schooling and Economic Growth. Economics Letters, 156, 48-52. https://doi.org/10.1016/j.econlet.2017.04.014
Akerkar, S., Joshi, P. C., & Fordham, M. (2016). Cultures of Entitlement and Social Protection: Evidence from Flood Prone Bahraich, Uttar Pradesh, India. World Development, 86, 46-58. https://doi.org/10.1016/j.worlddev.2016.06.004
Akkemik, K. (2015). A Rapid Economic Growth and Its Sustainability in China. PERCEPTIONS: Journal of International Affairs, 20, 133-158.
Alimi, A. S., & Adediran, I. A. (2020). ICT Diffusion and the Finance-Growth Nexus: A Panel Analysis on ECOWAS Countries. Future Business Journal, 6, Article No. 16. https://doi.org/10.1186/s43093-020-00024-x
Amir, M., Mehmood, B., & Shahid, M. (2012). Impact of Human Capital on Economic Growth with Emphasis on Intermediary Role of Technology. African Journal of Business Management, 6, 280-286. https://doi.org/10.5897/AJBM11.2104
Arabi, K. A. M., & Abdalla, S. Z. S. (2013). The Impact of Human Capital on Economic Growth: Empirical Evidence from Sudan. Research in World Economy, 4, 43-53. https://doi.org/10.5430/rwe.v4n2p43
Arvin, M., & Pradhan, R. (2014). Broadband Penetration and Economic Growth Nexus: Evidence from Cross-Country Panel Data. Applied Economics, 46, 4360-4369. https://doi.org/10.1080/00036846.2014.957444
Asongu, S. A., & Le Roux, S. (2016). Enhancing ICT for Inclusive Human Development in Sub-Saharan Africa. Technological Forecasting and Social Change, 118, 1-25. https://doi.org/10.2139/ssrn.2825023
Asongu, S. A., & Odhiambo, N. M. (2019). How Enhancing Information and Communication Technology Has Affected Inequality in Africa for Sustainable Development: An Empirical Investigation. Sustainable Development, 27, 647-656.
https://doi.org/10.1002/sd.1929
Asongu, S. A., & Tchamyou, V. S. (2018). Human Capital, Knowledge Creation, Knowledge Diffusion, Institutions and Economic Incentives: South Korea versus Africa. Contemporary Social Science, 1-22. https://doi.org/10.2139/ssrn.3144122
Barro, R. (1997). Determinants of Economic Growth: A Cross-Country Empirical Study (p. 15). MIT. https://doi.org/10.3386/w5698
Belloumi, M., & Alshehry, A. (2020). The Impact of International Trade on Sustainable Development in Saudi Arabia. Sustainability, 12, Article 5421. https://doi.org/10.3390/su12135421
Boot, A. W. A., & Marinc, M. (2010). Financial Innovation: Economic Growth versus Instability in Bank-Based versus Financial Market-Driven Economies. International Journal of Business and Commerce, 2, 1-32.
Cetin, M. (2013). The Hypothesis of Innovation-Based Economic Growth: A Causal Relationship. International Journal of Economic and Administrative Studies, 6, 11, 1-16.
Chawla, D. (2020). Economic Growth and R&D Expenditures in Selected OECD Countries: Is There Any Convergence? African Journal of Science, Technology, Innovation and Development, 12, 13-25. https://doi.org/10.1080/20421338.2019.1608694
Chen, Y., & Fang, Z. (2017). Industrial Electricity Consumption, Human Capital Investment and Economic Growth in Chinese Cities. Economic Modelling, 69, 205-219. https://doi.org/10.1016/j.econmod.2017.09.021
Cheng, C. Y., Chien, M. S., & Lee, C. C. (2020). ICT Diffusion, Financial Development, and Economic Growth: An International Cross-Country Analysis. Economic Modelling, 94, 662-671. https://doi.org/10.1016/j.econmod.2020.02.008
Choi, C., & Yi, M. H. (2018). The Internet, R&D Expenditure and Economic Growth. Applied Economics Letters, 25, 264-267. https://doi.org/10.1080/13504851.2017.1316819
Chou, Y. K., & Chinn, M. (2001). Human Capital, Financial Innovations and Growth: A Theoretical Approach. University of Melbourne.
Daniele, V. (2006). Information Technologies and the Italian Economic Growth, 1980-2004. https://ssrn.com/abstract=898600
Datta, S. K., & Singh, K. (2019). Variation and Determinants of Financial Inclusion and Their Association with Human Development: A Cross-Country Analysis. IIMB Management Review, 31, 336-349. https://doi.org/10.1016/j.iimb.2019.07.013
De Grip, A., & Sauermann, J. (2013). The Effect of Training on Productivity: The Transfer of On-the-Job Training from the Perspective of Economics. Educational Research Review, 8, 28-36. https://doi.org/10.1016/j.edurev.2012.05.005
Deere, D. R., & Vesovic, J. (2006). Chapter 6. Educational Wage Premiums and the US Income Distribution: A Survey. In E. Hanushek, & F. Welch (Eds.), Handbook of the Economics of Education (pp. 255-306). Elsevier. https://doi.org/10.1016/S1574-0692(06)01006-3
Edquist, H., & Henrekson, M. (2017). Do R&D and ICT Affect Total Factor Productivity Growth Differently? Telecommunications Policy, 41, 106-119. https://doi.org/10.1016/j.telpol.2016.11.010
Eigbiremolen, G. O., & Anaduaka, U. S. (2014). Human Capital Development and Economic Growth: The Nigeria Experience. International Journal of Academic Research in Business and Social Sciences, 4, 25-35. https://doi.org/10.6007/IJARBSS/v4-i4/749
Ejemeyovwi, J. O., & Osabuohien, E. S. (2020). Mobile Technology Adoption and Inclusive Growth in West Africa. Contemporary Social Science, 15, 48-61. https://doi.org/10.1080/21582041.2018.1503320
Ejemeyovwi, J. O., Adiat, Q., & Ekong, E. (2019a). Energy Usage, Internet Usage and Human Development in Selected Western African Countries. International Journal of Energy Economics and Policy, 9, 316-321. https://doi.org/10.32479/ijeep.7611
Ejemeyovwi, J. O., Osabuohien, E. S., Bowale, E. K., Abuh, O., & Adedoyin, J. P. (2019b). Information and Communication Technology Adoption and Innovation for Sustainable Entrepreneurship. Journal of Physics: Conference Series, 1378, Article 022085. https://doi.org/10.1088/1742-6596/1378/2/022085
Ejemeyovwi, J. O., Gershon, O., & Doyah, T. (2018). Carbon Dioxide Emissions and Crop Production: Finding a Sustainable Balance. International Journal of Energy Economics and Policy, 8, 303-309.
Ejemeyovwi, J. O., Osabuohien, E. S., & Bowale, E. I. K. (2021). ICT Adoption, Innovation and Financial Development in a Digital World: Empirical Analysis from Africa. Transnational Corporations Review, 13, 16-31. https://doi.org/10.1080/19186444.2020.1851124
Escribano, A., Fosfuri, A., & Tribó, J. A. (2009). Managing External Knowledge Flows: The Moderating Role of Absorptive Capacity. Research Policy, 38, 96-105. https://doi.org/10.1016/j.respol.2008.10.022
Faems, D., & Subramanian, A. M. (2013). R&D Manpower and Technological Performance: The Impact of Demographic and Task-Related Diversity. Research Policy, 42, 1624-1633. https://doi.org/10.1016/j.respol.2013.06.001
Fei, L., Dong, S., Xue, L., Liang, Q., & Yang, W. (2011). Energy Consumption-Economic Growth Relationship and Carbon Dioxide Emissions in China. Energy Policy, 39, 568-574. https://doi.org/10.1016/j.enpol.2010.10.025
Fernández-Portillo, A., Almodóvar-González, M., & Hernández-Mogollón, R. (2022). Impact of ICT Development on Economic Growth. A Study of OECD European Union Countries. Technology in Society, 63, Article 101420. https://doi.org/10.1016/j.techsoc.2020.101420
Furman, J., Porter, M. E., & Stern, S. (2002). The Determinants of National Innovative Capacity. Research Policy, 31, 899-933. https://doi.org/10.1016/S0048-7333(01)00152-4
Granger, C. W. (1988). Some Recent Development in a Concept of Causality. Journal of Economics, 39, 199-211. https://doi.org/10.1016/0304-4076(88)90045-0
Gretton, P., Gali, J., & Parham, D. (2002). Uptake and Impacts of ICTs in the Australian Economy: Evidence from Aggregate. In Sectoral and Firm Levels’ Presented to the Workshop on ICT and Business Performance. OECD.
Grimpe, C., & Kaiser, U. (2010). Balancing Internal and External Knowledge Acquisition: The Gains and Pains from R&D Outsourcing. Journal of Management Studies, 47, 1483-1509. https://doi.org/10.1111/j.1467-6486.2010.00946.x
Heckman, J., & Jacobs, B (2010). Policies to Create and Destroy Human Capital in Europe. National Bureau of Economic Research, Inc. https://doi.org/10.3386/w15742
Herrerias, M. J., Joyeux, R., & Girardin, E. (2013). Short- and Long-Run Causality between Energy Consumption and Economic Growth: Evidence across Regions in China. Applied Energy, 112, 1483-1492. https://doi.org/10.1016/j.apenergy.2013.04.054
Iscan, E. (2012). The Impact of Information and Communication Technology on Economic Growth: Turkish Case. International Journal of eBusiness and eGovernment Studies, 4, 2146-0744.
Ishida, H. (2015). The Effect of ICT Development on Economic Growth and Energy Consumption in Japan. Telematics and Informatics, 32, 79-88. https://doi.org/10.1016/j.tele.2014.04.003
Isola, W. A., & Alani, R. A. (2010). Human Capital Development and Economic Growth: Empirical Evidence from Nigeria. Asian Economic and Financial Review, 2, 813-827.
Johansen, S. (1988). Statistical Analysis of Cointegration Vectors. Journal of Economic Dynamics and Control, 12, 231-254. https://doi.org/10.1016/0165-1889(88)90041-3
Jung, J., & López-Bazo, E. (2019). On the Regional Impact of Broadband on Productivity: The Case of Brazil. Telecommunications Policy, 5, 2-36.
Kacprzyk, A., & Swieczewska, I. (2019). Is R&D Always Growth-Enhancing? Empirical Evidence from the EU Countries. Applied Economics Letters, 26, 163-167. https://doi.org/10.1080/13504851.2018.1444257
Kao, C., & Chiang, M. H. (2000). On the Estimation and Inference of a Cointegrated Regression in Panel Data. In B. H. Baltagi, T. B. Fomby, & R. Carter Hill (Eds.), Nonstationary Panels, Panel Cointegration, and Dynamic Panels (Advances in Econometrics, Vol. 15) (pp. 179-222). Emerald Group Publishing Limited. https://doi.org/10.1016/S0731-9053(00)15007-8
Karakara, A. A., & Osabuohien, E. (2019). Households’ ICT Access and Bank Patronage in West Africa: Empirical Insights from Burkina Faso and Ghana. Technology in Society, 56, 116-125. https://doi.org/10.1016/j.techsoc.2018.09.010
Kargbo, A. A., Ding, Y., Kargbo, M. (2016). Financial Development, Human Capital and Economic Growth: New Evidence from Sierra Leone. Journal of Finance and Bank Management, 4, 49-67.
Kim, B., Kim E, Miller, D. J., Mahoney, J. T. (2016). The Impact of the Timing of Patents on Innovation Performance. Research Policy, 45, 914-928. https://doi.org/10.1016/j.respol.2016.01.017
Klingebiel, R., & Rammer, C. (2013). Resource Allocation Strategy for Innovation Portfolio Management. Strategic Management Journal, 35, 246-268. https://doi.org/10.1002/smj.2107
Kneller, R., & Stevens, P. A. (2006). Frontier Technology and Absorptive Capacity: Evidence from OECD Manufacturing Industries. Oxford Bulletin of Economics and Statistics, 68, 1-21. https://doi.org/10.1111/j.1468-0084.2006.00150.x
Koutroumpia, P, Leiponen, A., & Thomas, L. D. W. (2020). Small Is Big in ICT: The Impact of R&D on Productivity. Telecommunication Policy, 44, Article 101833.
https://doi.org/10.1016/j.telpol.2019.101833
Koutroumpis, P. (2019). The Economic Impact of Broadband: Evidence from OECD Countries. Technological Forecasting and Social Change, 148, Article 119719. https://doi.org/10.1016/j.techfore.2019.119719
Kumar, V., & Kumar, U. (2017). Introduction: Technology, Innovation and Sustainable Development. Transnational Corporations Review, 9, 243-247. https://doi.org/10.1080/19186444.2017.1408553
Kuri, P. K., & Laha, A. (2011). Financial Inclusion and Human Development in India: An Inter-State Analysis. Indian Journal of Human Development, 5, 61-77. https://doi.org/10.1177/0973703020110103
Kurniawati, M. A. (2020). The Role of ICT Infrastructure, Innovation and Globalization on Economic Growth in OECD Countries, 1996-2017. Journal of Science and Technology Policy Management, 11, 193-215. https://doi.org/10.1108/JSTPM-06-2019-0065
Li, D., Eden, L., Hitt, M. A., & Ireland, R. D. (2008). Friends, Acquaintances, or Strangers? Partner Selection in R&D Alliances. Academy of Management Journal, 51, 315-334. https://doi.org/10.5465/amj.2008.31767271
Lucas, R. (1988). On the Mechanics of Economic Development. Journal of Monetary Economics, 22, 3-42. https://doi.org/10.1016/0304-3932(88)90168-7
Lucas, R. (1990). Why Doesn’t Capital Flow from Rich to Poor Countries? American Economic Review, 80, 92-96.
Maneejuk, P., & Yamaka, W. (2020). An Analysis of the Impacts of Telecommunications Technology and Innovation on Economic Growth. Telecommunications Policy, 44, Article 102038. https://doi.org/10.1016/j.telpol.2020.102038
Maradana, R. P., Pradhan, R. P., Dash, S., Gaurav, K., Jayakumar, M., & Chatterjee, D. (2017). Does Innovation Promote Economic Growth? Evidence from European Countries. Journal of Innovation and Entrepreneurship, 6, Article No. 1. https://doi.org/10.1186/s13731-016-0061-9
Matekenya, W., Moyo, C., & Jeke, L. (2021). Financial Inclusion and Human Development: Evidence from Sub-Saharan Africa. Development Southern Africa, 38, 683-700. https://doi.org/10.1080/0376835X.2020.1799760
Myovella, G., Karacuka, M., & Haucap, J. (2020). Digitalization and Economic Growth: A Comparative Analysis of Sub-Saharan Africa and OECD Economies. Telecommunications Policy, 44, Article 101856. https://doi.org/10.1016/j.telpol.2019.101856
Narayan, P. K., & Smyth, R. (2007). A Panel Cointegration Analysis of the Demand for Oil in the Middle East. Energy Policy, 35, 6258-6265. https://doi.org/10.1016/j.enpol.2007.07.011
Nazir, M. R., Tan, Y., & Nazir, M. I. (2021). Financial Innovation and Economic Growth: Empirical Evidence from China, India and Pakistan. International Journal of Finance & Economics, 26, 6036-6059. https://doi.org/10.1002/ijfe.2107
Nelson, R. R., & Phelps, E. S. (1966). Investment in Humans, Technological Diffusion, and Economic Growth. The American Economic Review, 56, 69-75.
Nguyen, T. T., Pham, T. A. T., & Tram, H. T. X. (2020). Role of Information and Communication Technologies and Innovation in Driving Carbon Emissions and Economic Growth in Selected G-20 Countries. Journal of Environmental Management, 261, Article 110162. https://doi.org/10.1016/j.jenvman.2020.110162
Ning, C. Y., & Shun, H. Y. (2021). The Influence of Learning by Doing Effect and the Accumulation of Human Capital on Economic Growth. Open Journal of Social Sciences, 9, 465-471. https://doi.org/10.4236/jss.2021.910033
Noseleit, F., & De Faria, P. (2013). Complementarities of Internal R&D and Alliances with Different Partner Types. Journal of Business Research, 66, 12000-2006. https://doi.org/10.1016/j.jbusres.2013.02.025
Ofori, I. K. I., & Asongu, S. A. (2021). ICT Diffusion, Foreign Direct Investment and Inclusive Growth in Sub-Saharan Africa. MPRA Paper No. 107757. https://mpra.ub.uni-muenchen.de/107757/
Oluwatobi, S. O. (2015). Innovation-Driven Economic Development Model: A Way to Enable Competitiveness in Nigeria. In L. Leonard, & M. A. Gonzalez-Perez (Eds.), Beyond the UN Global Compact: Institutions and Regulations (pp. 197-218). Emerald Group Publishing Limited. https://doi.org/10.1108/S2051-503020150000017017
Oluwatobi, S., Efobi, U., Olurinola, I., & Alege, P. (2014). Innovation in Africa: Why Institutions Matter. South African Journal of Economics, 83, 390-410. https://doi.org/10.1111/saje.12071
Omran, M., Van Horne, C., & Huang, V. Z. (2013). Technological Innovation in the United Arab Emirates: Process and Challenges. Transnational Corporations Review, 5, 46-59. https://doi.org/10.1080/19186444.2013.11668678
Pedroni, P. (1999). Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors. Oxford Bulletin of Economics and Statistics, 61, 653-670. https://doi.org/10.1111/1468-0084.61.s1.14
Pedroni, P. (2000). Fully Modified OLS for Heterogeneous Cointegrated Panels. Advanced in Econometrics, 15, 93-130. https://doi.org/10.1016/S0731-9053(00)15004-2
Pedroni, P. (2004). Panel Cointegration: Asymptotic and Finite Sample Properties of Pooled Time Series Tests with an Application to the PPP Hypothesis: New Results. Econometric Theory, 20, 597-627. https://doi.org/10.1017/S0266466604203073
Pesaran, M. H., Shin, Y., & Smith, R. P. (1999). Pooled Mean Group Estimation of Dynamic Heterogeneous Panels. Journal of the American Statistical Association, 94, 621-634. https://doi.org/10.1080/01621459.1999.10474156
Pradhan, R. P., Arvin, M. B., Bahmani, S., & Bennett, S. E. (2017a). The Innovation-Growth Link in OECD Countries: Could Other Macroeconomic Variables Matter? Technology in Society, 51, 113-123. https://doi.org/10.1016/j.techsoc.2017.08.003
Pradhan, R. P., Arvin, M. B., Bahmani, S., & Bennett, S. E. (2017b). The Innovation-Growth Link in OECD Countries: Could Other Macroeconomic Variables Matter? Technology in Society, 51, 113-123. https://doi.org/10.1016/j.techsoc.2017.08.003
Pradhan, R. P., Arvin, M., Nair, M., Bennett, S., & Bahmani, S. (2017c). ICT-Finance-Growth Nexus: Empirical Evidence from the Next-11 Countries. Cuadernos de Economía, 40, 115-134. https://doi.org/10.1016/j.cesjef.2016.02.003
Pradhan, R. P., Arvin, M. B., Bahmani, S., & Norman, N. R. (2014). Telecommunications Infrastructure and Economic Growth: Comparative Policy Analysis for the G-20 Developed and Developing Countries. Journal of Comparative Policy Analysis: Research and Practice, 16, 401-423. https://doi.org/10.1080/13876988.2014.960227
Pradhan, R. P., Arvin, M. B., Hall, J. H., & Nair, M. (2016). Innovation, Financial Development and Economic Growth in Eurozone Countries. Applied Economics Letters, 23, 1141-1144. https://doi.org/10.1080/13504851.2016.1139668
Pradhan, R. P., Arvin, M. B., Nair, M., & Bennett, S. E. (2020). Sustainable Economic Growth in the European Union: The Role of ICT, Venture Capital, and Innovation. Review of Financial Economics, 38, 34-62. https://doi.org/10.1002/rfe.1064
Pradhan, R. P., Mallik, G., & Bagchi, TP. (2018). Information Communication Technology (ICT) Infrastructure and Economic Growth: A Causality Evinced by Cross-Country Panel Data. IIMB Management Review, 30, 91-103. https://doi.org/10.1016/j.iimb.2018.01.001
Praise, U. I., & George-Anokwuru, C. C. (2018). Empirical Analysis of Determinants of Human Capital Formation: Evidence from the Nigerian Data. Journal of World Economic Research, 7, 73-81. https://doi.org/10.11648/j.jwer.20180702.14
Rahman, H. U., Ali, G., Zaman, U., & Pugnetti, C. (2021). Role of ICT Investment and Diffusion in the Economic Growth: A Threshold Approach for the Empirical Evidence from Pakistan. International Journal of Financial Studies, 9, Article 14. https://doi.org/10.3390/ijfs9010014
Raichoudhury, A. (2016). Financial Inclusion and Human Development: A Cross Country Analysis. Asian Journal of Business Research, 6, 34-48. https://doi.org/10.14707/ajbr.160020
Rastogi, C., & Gaikwad, S. (2017). A Study on Determinants of Human Capital Development in BRICS Nations. FIIB Business Review, 6, 38-50. https://doi.org/10.1177/2455265820170307
Reddy, A. A., & Mehjabeen (2019). Electronic National Agricultural Markets, Impacts, Problems and Way Forward. IIM Kozhikode Society & Management Review, 8, 143-155. https://doi.org/10.1177/2277975218807277
Roger, M., Shulin, L., & Sesay, B. (2022). ICT Development, Innovation Diffusion and Sustainable Growth in Sub-Saharan Africa. Sage Open, 12. https://doi.org/10.1177/21582440221123894
Romele, M. A. L. (2013). Human Capital Development and Economic Growth in Latvia. European Scientific Journal, 9, 53-63.
Romer, P. (1986). Increasing Returns and Long-Run Growth. Journal of Political Economy, 94, 1002-1037. https://doi.org/10.1086/261420
Romer, P. M. (1994). The Origins of Endogenous Growth. Journal of Economic Perspectives, 8, 3-22. https://doi.org/10.1257/jep.8.1.3
Saidi, K., & Mongi, C. (2018). The Effect of Education, R&D and ICT on Economic Growth in High Income Countries. Economics Bulletin, 38, 810-825.
Schumpeter, J. (1942). Capitalism, Socialism, and Democracy. Harper.
Shehzad, K., Zaman, U., José, A. E., Kocak, E., & Ferreira, P. (2021). An Officious Impact of Financial Innovations and ICT on Economic Evolution in China: Revealing the Substantial Role of BRI. Sustainability, 13, Article 8962. https://doi.org/10.3390/su13168962
Sofka, W., Shehu, E., & De Faria, P. (2014). Multinational Subsidiary Knowledge Protection—Do Mandates and Clusters Matter? Research Policy, 43, 1320-1333. https://doi.org/10.1016/j.respol.2014.05.006
Sokolov-Mladenovic, S., Cvetanovic, S., & Mladenovic, I. (2016). R&D Expenditure and Economic Growth: U28 Evidence for the Period 2002-2012. Economic Research, 29, 1005-1020. https://doi.org/10.1080/1331677X.2016.1211948
Solomon, E. M., & van Klyton, A. (2020). The Impact of Digital Technology Usage on Economic Growth in Africa. Utilities Policy, 67, Article 101104. https://doi.org/10.1016/j.jup.2020.101104
Solow, R. (1956). A Contribution to the Theory of Economic Growth. The Quarterly Journal of Economics, 70, 65-94. https://doi.org/10.2307/1884513
Sulaiman, C., Bala, U., Tijani, B. A., Waziri, S. I., & Maji, I. K. (2015). Human Capital, Technology, and Economic Growth. SAGE Open, 5. https://doi.org/10.1177/2158244015615166
Tchamyou, V. S. (2017). The Role of Knowledge Economy in African Business. Journal of the Knowledge Economy, 8, 1189-1228. https://doi.org/10.1007/s13132-016-0417-1
The, P.-L., Adebanjo, D., & Kong, D. L. Y. (2021). Key Enablers and Barriers of Solar Paver Technologies for the Advancement of Environmental Sustainability. Heliyon, 7, e08189. https://doi.org/10.1016/j.heliyon.2021.e08189
Toader, E., Firtescu, B., Roman, A., & Anton, S. (2018). Impact of Information and Communication Technology Infrastructure on Economic Growth: An Empirical Assessment for the EU Countries. Sustainability, 10, Article 3750. https://doi.org/10.3390/su10103750
Tsakanikas, A., Dimas, P., & Stamopoulos, D. (2021). The Greek ICT Sector and Its Contribution to Innovation and Economic Growth. In V. Vlachos, A. Bitzenis, & B. S. Sergi (Eds.), Modeling Economic Growth in Contemporary Greece (Entrepreneurship and Global Economic Growth) (pp. 281-300)/ Emerald Publishing Limited.
https://doi.org/10.1108/978-1-80071-122-820211020
Tsaurai, K. (2018). Investigating the Determinants of Human Capital Development in Emerging Markets. International Journal of Education Economics and Development, 2, 172-181. https://doi.org/10.1504/IJEED.2018.092200
Vu, K., Hanafizadeh, P., & Bohlin, E. (2020). ICT as a Driver of Economic Growth: A Survey of the Literature and Directions for Future Research. Telecommunications Policy, 44, Article 101922. https://doi.org/10.1016/j.telpol.2020.101922
Whitacre, B., Gallardo, R., & Strover, S. (2014). Broadband’s Contribution to Economic Growth in Rural Areas: Moving towards a Causal Relationship. Telecommunications Policy, 38, 1011-1023. https://doi.org/10.1016/j.telpol.2014.05.005
Yang, C. (2006). Is Innovation the Story of Taiwan region’s Economic Growth? Journal of Asian Economics, 17, 867-878. https://doi.org/10.1016/j.asieco.2006.08.007
Youndt, M. A., Snell, S. A., Dean, J. W., & Lepak, D. P. (1996). Human Resource Management, Manufacturing Strategy, and Firm Performance. Academy of Management Journal, 39, 836-866. https://doi.org/10.2307/256714
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, 581-596. https://doi.org/10.1080/10438599.2010.544470
Zhao, Y., Ramzan, M., Adebayo, T. S., Oladipupo, S. D., Adeshola, I., & Agyekum, E. B. (2021). Role of Renewable Energy Consumption and Technological Innovation to Achieve Carbon Neutrality in Spain: Fresh Insights from Wavelet Coherence and Spectral Causality Approaches. Frontiers in Environmental Science, 9, Article 769067. https://doi.org/10.3389/fenvs.2021.769067