ICT Leapfrogging Amidst Labour Force-Economic Growth Nexus in EAP and ECA Regions
DOI:
https://doi.org/10.47743/saeb-2023-0004Keywords:
economic growth, labour force, leapfrogging, ICT usage, moderation, EAP, ECA.Abstract
Towards achieving the 2030 United Nations Sustainable Development Goals, this study revisits the information and communication technology (ICT) leapfrogging hypothesis of Steinmueller (2001), and Fong (2009) to expand the literature by testing its relevance in the labour force-growth dynamics in Asia. To achieve this, the study addresses four objectives: (i) test the ICT leapfrogging hypothesis; (ii) investigate the growth-enhancing impact of labour; (iii) examine whether ICT enhances or distorts the productivity of labour on economic growth; and (iv) if these effects differ by economic development. The study uses an unbalanced panel data on 81 countries located in East Asia and Pacific (EAP) and Europe and Central Asia (ECA) from 2010 to 2019. Two estimation techniques, namely panel spatial correlation consistent fixed effects (PSCC-FE) and random effects instrumental variables two-stage least squares (RE-IV2SLS), are deployed. To appraise if the impact differs by economic development, the study engages income group analysis. Among other findings: the leapfrogging hypothesis holds; labour is a significant predictor of economic growth; mobile phones usage is a more potent ICT indicator with more leapfrogging potentials relative to fixed telephones subscription; the net effect of labour on growth is mostly positive in the mobile phones’ models.
References
Acemoglu, D., & Robinson, J. (2010). The Role of Institutions in Growth and Development. Revista de Economia Institucional, 1(2), 1-13. http://dx.doi.org/10.5202/rei.v1i2.1
Acheampong, A. O., Boateng, E., Amponsah, M., & Dzator, J. (2021). Revisiting the economic growth–energy consumption nexus: Does globalization matter? Energy Economics, 102, 105472. http://dx.doi.org/10.1016/j.eneco.2021.105472
Adeleye, B. N. (2023). Re-examining the tourism-led growth nexus and the role of information and communication technology in East Asia and the Pacific. Heliyon, 9(2), e13505. http://dx.doi.org/10.1016/j.heliyon.2023.e13505
Adeleye, B. N., Adedoyin, F. F., & Nathaniel, S. (2021a). The Criticality of ICT-Trade Nexus on Economic and Inclusive growth. Information Technology for Development, 27(2), 293-313. http://dx.doi.org/10.1080/02681102.2020.1840323
Adeleye, B. N., Bengana, I., Boukhelkhal, A., Shafiq, M. M., & Abdulkareem, H. K. K. (2022a). Does Human Capital Tilt the Population-Economic Growth Dynamics? Evidence from Middle East and North African Countries. Social Indicators Research, 162, 863-883. http://dx.doi.org/10.1007/s11205-021-02867-5
Adeleye, B. N., & Eboagu, C. (2019). Evaluation of ICT Development and Economic Growth in Africa. NETNOMICS: Economic Research and Electronic Networking, 20(1), 31-53. http://dx.doi.org/10.1007/s11066-019-09131-6
Adeleye, B. N., Jamal, A., Adam, L. S., & Oyedepo, T. (2022b). ICT Leapfrogging and Economic Growth Among SAARC Economies: Evidence From Method of Moments Quantile Regression. Journal of Global Information Technology Management, 25(3), 230-253. http://dx.doi.org/10.1080/1097198x.2022.2094184
Adeleye, B. N., Sankaran, A., Jamal, A., & Arjun, K. (2021b). Internationalization–Industrial output nexus: Evidence from 15 late-industrialized economies. Journal of Public Affairs, 22, 1-9. http://dx.doi.org/10.1002/pa.2658
Ahmed, K., Mahalik, M. K., & Shahbaz, M. (2016). Dynamics between economic growth, labor, capital and natural resource abundance in Iran: An application of the combined cointegration approach. Resources Policy, 49, 213-221. http://dx.doi.org/10.1016/j.resourpol.2016.06.005
Anser, M. K., Adeleye, B. N., Tabash, M. I., & Tiwari, A. K. (2021). Services Trade-ICT-Tourism Nexus in Selected Asian Countries: New Evidence from Panel Data Techniques. Current Issues in Tourism, 25(15), 2388-2403. http://dx.doi.org/10.1080/13683500.2021.1965554
Anyanwu, S. O., Adesanya, B. M., Adediji, A. M., & Adesanya, A. E. (2021). Female Labour Force Participation and Economic Growth Nexus: Evidence from Nigerian Economy. MPRA Paper, 106933.
Appiah-Otoo, I., & Song, N. (2021). The impact of ICT on economic growth-Comparing rich and poor countries. Telecommunications Policy, 45(2), 102082. http://dx.doi.org/10.1016/j.telpol.2020.102082
Appiah, M., Li, F., & Frowne, D. I. (2020). Financial Development, Institutional Quality and Economic Growth: Evidence from ECOWAS Countries. Organizations and Markets in Emerging Economies, 11(1), 6-17. http://dx.doi.org/10.15388/omee.2020.11.20
Arvin, M. B., Pradhan, R. P., & Nair, M. (2021). Uncovering interlinks among ICT connectivity and penetration, trade openness, foreign direct investment, and economic growth: The case of the G-20 countries. Telematics and Informatics, 60, 101567. http://dx.doi.org/10.1016/j.tele.2021.101567
Asongu, S. A., & Odhiambo, N. M. (2020). Foreign direct investment, information technology and economic growth dynamics in Sub-Saharan Africa. Telecommunications Policy, 44(1), 101838. http://dx.doi.org/10.1016/j.telpol.2019.101838
Asongu, S. A., & Tchamyou, V. S. (2015). Mobile Phones in Conflicts of Financial Intermediation. Development Finance Agenda (DEFA), 1(2), 26-29.
Avgerou, C. (2017). Theoretical framing of ICT4D research. In J. Choudrie & S. Islam (Eds.), Information and Communication Technologies for Development (pp. 10-23): Springer. http://dx.doi.org/10.1007/978-3-319-59111-7_2
Bahamonde, H., & Trasberg, M. (2021). Inclusive institutions, unequal outcomes: Democracy, state capacity, and income inequality. European Journal of Political Economy, 70(102048), 1-21. http://dx.doi.org/10.1016/j.ejpoleco.2021.102048
Baltagi, B. H. (2013). Econometric Analysis of Panel Data (5th ed. ed.): Wiley.
Čadil, J., Petkovová, L., & Blatná, D. (2014). Human Capital, Economic Structure and Growth. Procedia Economics and Finance, 12, 85-92. http://dx.doi.org/10.1016/s2212-5671(14)00323-2
Cameron, A., & Trivedi, P. (2005). Microeconometrics: Cambridge University Press. http://dx.doi.org/10.1017/CBO9780511811241
Ceccobelli, M., Gitto, S., & Mancuso, P. (2012). ICT capital and labour productivity growth: A non-parametric analysis of 14 OECD countries. Telecommunications Policy, 36(4), 282-292. http://dx.doi.org/10.1016/j.telpol.2011.12.012
Chung, H. (2018). ICT investment-specific technological change and productivity growth in Korea: Comparison of 1996–2005 and 2006–2015. Telecommunications Policy, 42(1), 78-90. http://dx.doi.org/10.1016/j.telpol.2017.08.005
Cylus, J., & Al Tayara, L. (2021). Health, an ageing labour force, and the economy: Does health moderate the relationship between population age-structure and economic growth? Social Science & Medicine, 287, 114353. http://dx.doi.org/10.1016/j.socscimed.2021.114353
Docquier, F., Kone, Z. L., Mattoo, A., & Ozden, C. (2019). Labor market effects of demographic shifts and migration in OECD countries. European Economic Review, 113, 297-324. http://dx.doi.org/10.1016/j.euroecorev.2018.11.007
Donou-Adonsou, F. (2019). Technology, Education, and Economic Growth in Sub-Saharan Africa. Telecommunications Policy, 43(4), 353-360. http://dx.doi.org/10.1016/j.telpol.2018.08.005
Driscoll, J. C., & Kraay, A. C. (1998). Consistent Covariance Matrix Estimation with Spatially Dependent Panel Data. The Review of Economics and Statistics, 80, 549-560. http://dx.doi.org/10.1162/003465398557825
Edquist, H., & Henrekson, M. (2017). Do R&D and ICT affect total factor productivity growth differently? Telecommunications Policy, 41(2), 106-119. http://dx.doi.org/10.1016/j.telpol.2016.11.010
Ejemeyovwi, J. O., Osabohien, R., Adeleye, B. N., & De Alwis, T. (2021). Household ICT Utilization and Food Security Nexus in Nigeria. International Journal of Food Sciences, 2021(5551363), 1-10. http://dx.doi.org/10.1155/2021/5551363
Ejemeyovwi, J. O., & Osabuohien, E. S. (2020). Investigating the relevance of mobile technology adoption on inclusive growth in West Africa. Contemporary Social Science, 15(1), 48-61. http://dx.doi.org/10.1080/21582041.2018.15
Fong, M. W. (2009). Technology leapfrogging for developing countries. In Encyclopedia of Information Science and Technology, Second Edition, 3707-3713. http://dx.doi.org/10.4018/978-1-60566-026-4.ch591
Gal, P., Nicoletti, G., Renault, T., Sorbe, S., & Timiliotis, C. (2019). Digitalisation and productivity: In search of the holy grail–Firm-level empirical evidence from EU countries. OECD Economics Department Working Papers, 1533. http://dx.doi.org/10.1787/5080f4b6-en
George, T. O., Ajayi, M. P., Olonade, O. Y., Olanipekun, T., & Adebayo, M. E. (2021a). Gender Differences in Academic Performance and Industry Relevance: A Study of a Nigerian Private University Graduates. WSEAS Transactions on Business and Economics, 18(26), 485-493. http://dx.doi.org/10.37394/23207.2021.18.49
George, T. O., Onwumah, A. C., Ozoya, M. I., & Olonade, O. Y. (2021b). Good governance, social order, and development in Nigeria: The critical role of gender inclusion. African Journal of Reproductive Health, 25, 201-208. http://dx.doi.org/10.29063/ajrh2021/v25i5s.18
Ghosh, S. (2016). Does Mobile Telephony Spur Growth? Evidence from Indian States. Telecommunications Policy, 40(10-11), 1020-1031. http://dx.doi.org/10.1016/j.telpol.2016.05.009
Grigoli, F., Koczan, Z., & Topalova, P. (2020). Automation and labor force participation in advanced economies: Macro and micro evidence. European Economic Review, 126, 103443. http://dx.doi.org/10.1016/j.euroecorev.2020.103443
Haftu, G. G. (2019). Information communications technology and economic growth in sub-saharan Africa: A panel data approach. Telecommunications Policy, 43(1), 88-99. http://dx.doi.org/10.1016/j.telpol.2018.03.010
Haldar, A., Sucharita, D., Dash, D. P., Sethi, N., & Padhan, P. C. (2022). The effects of ICT, electricity consumption, innovation and renewable power generation on economic growth: An income level analysis for the emerging economies. Journal of Cleaner Production, 384(135607). http://dx.doi.org/10.1016/j.jclepro.2022.135607
Hayes, A. F. (2015). An Index and Test of Linear Moderated Mediation. Multivariate Behavioral Research, 50(1), 1-22. http://dx.doi.org/10.1080/00273171.2014.962683
Herman, E. (2020). The Influence of ICT Sector on the Romanian Labour Market in the European Context. Paper presented at the Procedia Manufacturing, 13th International Conference Interdisciplinarity in Engineering (INTER-ENG 2019).
Hoechle, D. (2007). Robust Standard Errors for Panel Regressions with Cross-Sectional Dependence. The Stata Journal, 7(3), 281-312. http://dx.doi.org/10.1177/1536867X0700700301
Hou, L., Li, Q., Wang, Y., & Yang, X. (2021). Wages, labor quality, and FDI inflows: A new non-linear approach. Economic Modelling, 102, 105557. http://dx.doi.org/10.1016/j.econmod.2021.105557
Hussain, A., Batool, I., Akbar, M., & Nazir, M. (2021). Is ICT an enduring driver of economic growth? Evidence from South Asian economies. Telecommunications Policy, 45(8), 102202. http://dx.doi.org/10.1016/j.telpol.2021.102202
Issahaku, H., Abu, B. M., & Nkegbe, P. K. (2018). Does the Use of Mobile Phones by Smallholder Maize Farmers Affect Productivity in Ghana? Journal of African Business, 19(3), 302-322. http://dx.doi.org/10.1080/15228916.2017.1416215
Jarmołowicz, W., & Knapińska, M. (2011). Labor Market Theories in Comtemporary Economics. Transformations in Business & Economics, 10(2-A), 268-280.
Jones, H. G. (1975). An introduction to modern theories of economic growth
Jung, J., & Lopéz-Bazo, E. (2020). On the regional impact of broadband on productivity: The case of Brazil. Telecommunications Policy, 44(1), 101826. http://dx.doi.org/10.1016/j.telpol.2019.05.002
Kallal, R., Haddaji, A., & Ftiti, Z. (2021). ICT diffusion and economic growth: Evidence from the sectorial analysis of a periphery country. Technological Forecasting and Social Change, 162, 120403. http://dx.doi.org/10.1016/j.techfore.2020.120403
Kim, J., Park, J. C., & Komarek, T. (2021). The impact of Mobile ICT on national productivity in developed and developing countries. Information & Management, 58(3), 103442. http://dx.doi.org/10.1016/j.im.2021.103442
Koutroumpis, P., Leiponen, A., & Thomas, L. D. W. (2020). Small is big in ICT: The impact of R&D on productivity. Telecommunications Policy, 44(1), 101833. http://dx.doi.org/10.1016/j.telpol.2019.101833
Kumar, R. R., Stauvermann, P. J., & Samitas, A. (2016). The effects of ICT* on output per worker: A study of the Chinese economy. Telecommunications Policy, 40(2-3), 102-115. http://dx.doi.org/10.1016/j.telpol.2015.06.004
Lach, Ł. (2010). Fixed capital and long run economic growth: evidence from Poland. Systems Science, 36(4), 35-50.
Liao, H., Wang, B., Li, B., & Weyman-Jones, T. (2016). ICT as a general-purpose technology: The productivity of ICT in the United States revisited. Information Economics and Policy, 36, 10-25. http://dx.doi.org/10.1016/j.infoecopol.2016.05.001
Liu, D. C. (2014). The link between unemployment and labor force participation rates in Japan: A regional perspective. Japan and the World Economy, 30, 52-58. http://dx.doi.org/10.1016/j.japwor.2014.02.004
Luo, Y., & Bu, J. (2016). How valuable is information and communication technology? A study of emerging economy enterprises. Journal of World Business, 51(2), 200-211. http://dx.doi.org/10.1016/j.jwb.2015.06.001
Mačiulytė-Šniukienė, A., & Gaile-Sarkane, E. (2014). Impact of Information and Telecommunication Technologies Development on Labour Productivity. Procedia: Social and Behavioral Sciences, 110, 1271-1282. http://dx.doi.org/10.1016/j.sbspro.2013.12.974
Mitra, A., Sharma, C., & Véganzonès-Varoudakis, M. A. (2016). Infrastructure, information & communication technology and firms’ productive performance of the Indian manufacturing. Journal of Policy Modeling, 38(2), 353-371. http://dx.doi.org/10.1016/j.jpolmod.2016.02.013
Myovella, G., Karacuka, M., & Haucap, J. (2020). Digitalization and Economic Growth: A Comparative Analysis of Sub-Saharan Africa and OECD Economies. Telecommunications Policy, 44(2), 101856. http://dx.doi.org/10.1016/j.telpol.2019.101856
Ngoa, G. B. N., & Song, J. S. (2021). Female participation in African labor markets: The role of information and communication technologies. Telecommunications Policy, 45(9), 102174. http://dx.doi.org/10.1016/j.telpol.2021.102174
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, 110162. http://dx.doi.org/10.1016/j.jenvman.2020.110162
Niebel, T. (2018). ICT and Economic Growth - Comparing Developing, Emerging and Developed Countries. World Development, 104(14), 197-211. http://dx.doi.org/10.1016/j.worlddev.2017.11.024
Ofori, I. K., & Asongu, S. A. (2021). ICT Diffusion, Foreign Direct Investment and Inclusive Growth in Sub-Saharan Africa. Telematics and Informatics, 65, 101718. http://dx.doi.org/10.1016/j.tele.2021.101718
Ofori, I. K., Osei, D. B., & Alagidede, I. P. (2022). Inclusive growth in Sub-Saharan Africa: Exploring the interaction between ICT diffusion, and financial development. Telecommunications Policy, 46(7), 102315. http://dx.doi.org/10.1016/j.telpol.2022.102315
Ogundipe, A. A., Mobolaji, O., & Ogundipe, O. M. (2021). An Analysis of the Effect of Human Capital Investment on Economic Development in Nigeria: Does a New Indicator Alter Existing Evidence? Asian Economic and Financial Review, 11(1), 17-29. http://dx.doi.org/10.18488/journal.aefr.2021.111.17.29
Olarewaju, F., Ogundipe, A., Adekola, P., & Adeleye, N. (2021). Human Capital and Manufacturing Output in Nigeria: A Micro-Data Survey. Research in World Economics, 12(2), 132-145. http://dx.doi.org/10.5430/rwe.v12n2p132
Olurinola, I., Osabohien, R., Adeleye, B. N., Ogunrinola, I., Omosimua, J. I., & De Alwis, T. (2021). Digitalization and Innovation in Nigerian Firms. Asian Economic and Financial Review, 11(3), 263-277. http://dx.doi.org/10.18488/journal.aefr.2021.113.263.277
Pelinescu, E. (2015). The Impact of Human Capital on Economic Growth. Procedia Economics and Finance, 22, 184-190. http://dx.doi.org/10.1016/s2212-5671(15)00258-0
Pieri, F., Vecchi, M., & Venturini, F. (2018). Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach. Research Policy, 47(9), 1842-1852. http://dx.doi.org/10.1016/j.respol.2018.06.013
Rahman, M. M., Saidi, K., & Mbarek, M. B. (2020). Economic growth in South Asia: The role of CO2 emissions, population density and trade openness. Heliyon, 6(5), e03903. http://dx.doi.org/10.1016/j.heliyon.2020.e03903
Roa, M. J., Saura, D., & Vázquez, F. J. (2011). Economic growth, labor market and demographic patterns. Structural Change and Economic Dynamics, 22(1), 81-91. http://dx.doi.org/10.1016/j.strueco.2010.11.005
Ruiters, M., & Charteris, A. (2020). Gender equality in labour force participation, economic growth and development in South Africa. Development Southern Africa, 37(6), 997-1011. http://dx.doi.org/10.1080/0376835x.2020.1772042
Sassi, S., & Ali, M. S. B. (2017). Corruption in Africa: What role does ICT diffusion play. Telecommunications Policy, 41, 662-669. http://dx.doi.org/10.1016/j.telpol.2017.05.002
Sein, M. K., & Harindranath, G. (2004). Conceptualizing the ICT Artifact: Toward Understanding the Role of ICT in National Development. The Information Society, 20(1), 15-24. http://dx.doi.org/10.1080/01972240490269942
Sein, M. K., Thapa, D., Hatakka, M., & Sæbø, Ø. (2019). A Holistic Perspective on the Theoretical Foundations for ICT4D Research. Information Technology for Development, 25(1), 7-25. http://dx.doi.org/10.1080/02681102.2018.1503589
Sepehrdoust, H., & Ghorbanseresht, M. (2018). Impact of information and communication technology and financial development on economic growth of OPEC developing economies. Kasetsart Journal of Social Sciences, 40(3), 546-551. http://dx.doi.org/10.1016/j.kjss.2018.01.008
Shahid, M. (2014). Impact of labour force participation on economic growth in Pakistan. Journal of Economics and Sustainable Development, 5(11), 89-93.
Shahnazi, R. (2021). Do information and communications technology spillovers affect labor productivity? Structural Change and Economic Dynamics, 59, 342-359. http://dx.doi.org/10.1016/j.strueco.2021.09.003
Steinmueller, W. E. (2001). ICTs and Possibilities for Leapfrogging by Developing Countries. International Labour Review, 140(2), 193-210. http://dx.doi.org/10.1111/j.1564-913X.2001.tb00220.x
Strobel, T. (2016). ICT intermediates and productivity spillovers—Evidence from German and US manufacturing sectors. Structural Change and Economic Dynamics, 37, 147-163. http://dx.doi.org/10.1016/j.strueco.2016.04.003
Tsani, S., Paroussos, L., Fragiadakis, C., Charalambidis, I., & Capros, P. (2013). Female labour force participation and economic growth in the South Mediterranean countries. Economics Letters, 120(2), 323-328. http://dx.doi.org/10.1016/j.econlet.2013.04.043
Usman, A., Ozturk, I., Hassan, A., Maria Zafar, S., & Ullah, S. (2021). The effect of ICT on energy consumption and economic growth in South Asian economies: An empirical analysis. Telematics and Informatics, 58, 101537. http://dx.doi.org/10.1016/j.tele.2020.101537
Visser, R. (2019). The effect of the internet on the margins of trade. Information Economics and Policy, 46, 41-54. http://dx.doi.org/10.1016/j.infoecopol.2018.12.001
World Bank. (2020). World Development Indicators. Retrieved from http://data.worldbank.org
Yıldırım, D. Ç., & Akinci, H. (2021). The dynamic relationships between the female labour force and the economic growth. Journal of Economic Studies (Glasgow, Scotland), 48(8), 1512-1527. http://dx.doi.org/10.1108/JES-05-2020-0227
Zhang, F., Meng, L., Sun, W., & Si, Y. (2021). Information technology and the labor market in China. Economic Analysis and Policy, 72, 156-168. http://dx.doi.org/10.1016/j.eap.2021.06.015
Zhang, X., & Wang, X. (2021). Measures of human capital and the mechanics of economic growth. China Economic Review, 68, 101641. http://dx.doi.org/10.1016/j.chieco.2021.101641
Zuiderwijk, A., & Janssen, M. (2014). Open data policies, their implementation and impact: A framework for comparison. Government Information Quarterly, 31(1), 17-29. http://dx.doi.org/10.1016/j.giq.2013.04.003
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