The Impact of Macroeconomic Determinants on the Development of the Digital Economy: A Dynamic Approach Using Panel GMM for Selected Countries
Pages
403-422Abstract
This study examines the impact of key macroeconomic determinants on the development of the digital economy in a panel of emerging and developing countries—India, Turkey, Jordan, Kuwait, Egypt, Tunisia, Qatar, Iraq, Thailand, South Africa, Morocco, Malaysia, and Indonesia—over the period 2010–2025. The analysis employs a dynamic panel approach using the Generalized Method of Moments (GMM) to address endogeneity and ensure robust results. The findings reveal that broad money and domestic credit to the private sector play a significant role in fostering digital expansion by enhancing liquidity and widening access to finance. Gross capital formation emerges as a crucial driver of digital infrastructure and technological capacity, while trade openness facilitates technology transfer and knowledge spillovers. The effect of the current account balance is found to be heterogeneous, reflecting structural differences among the sampled countries. The study concludes that strengthening macroeconomic stability, deepening financial intermediation, and promoting investment in digital infrastructure are key strategies to accelerate digital transformation and achieve sustainable economic growth.
References
- المصادر والمراجع
- Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968
- Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51.
- Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. https://doi.org/10.1016/0304-4076%2894%2901642-D
- Borowiecki, M., Pareliussen, J., Glocker, D., Kim, E. J., Polder, M., & Rud, I. (2021). The impact of digitalization on productivity: Firm-level evidence from the Netherlands. https://doi.org/10.1787/e800ee1d-en
- Byrne, D. M. (2022). The digital economy and productivity. Divisions of Research & Statistics and Monetary Affairs, Federal Reserve Board. https://doi.org/10.7208/chicago/9780226836348-006
- Chapsa, X., Tabakis, N., & Athanasenas, A. L. (2018). Investigating the catching-up hypothesis using panel unit root tests: Evidence from the PIIGS. Retrieved from https://www.um.edu.mt/library/oar/handle/123456789/30199
- Cialani, C. (2017). CO2 emissions, GDP and trade: A panel cointegration approach. International Journal of Sustainable Development & World Ecology, 24(3), 193–204. https://doi.org/10.1080/13504509.2016.1196253
- Coyle, D. (2023). Why isn’t digitalisation improving productivity growth? The Productivity Agenda, Productivity Insights Paper (022).
- https://www.productivity.ac.uk/wp-content/uploads/2023/11/PIP022-When-isnt-digitalisation-improving-productivity-growth-FINAL-Nov-2023.pdf
- Deutsche Bundesbank. (2023). The impact of digitalization on labour productivity growth. Monthly Report, March 2023.
- https://www.bundesbank.de/resource/blob/906616/619cb6633927dc5d02c459fc3c5afe60/mL/2023-03-arbeitsproduktivitaet-data.pdf
- Dyachenko, O. (2020). The theoretical basis of the digital economy in the strategic planning documents. In E3S Web of Conferences, 210, 10004. EDP Sciences.
- https://doi.org/10.1051/e3sconf/202021010004
- Eurostat. (2025, May 6). Glossary: Gross fixed capital formation (GFCF). https://ec.europa.eu/eurostat/statistics-explained/SEPDF/cache/1595.pdf
- Foo, Y. S., Chin, L., Chen, K. S., & Allayarov, P. (2024). Digitalization, globalization and economic growth: A panel analysis using GMM. In Proceedings of the 7th International Conference on Future Networks and Distributed Systems. 517–523. https://doi.org/10.1145/3644713.3644790
- GSMA. (2023). State of the Industry Report on Mobile Money. https://www.gsma.com/sotir/wp-content/uploads/2025/04/GSMA-SOTIR-2023.pdf
- Khera, P., Ogawa, M. S., & Sahay, M. R. (2021). Is digital financial inclusion unlocking growth? International Monetary Fund.
- https://www.imf.org/en/publications/wp/issues/2021/06/11/is-digital-financial-inclusion-unlocking-growth-460738
- Klapper, L. (2024). Expanding financial inclusion through digital financial services: A literature review. Policy Research Working Papers. World Bank.
- https://openknowledge.worldbank.org/entities/publication/63345b1f-0d4c-48d2-b51f-6ced20233625
- Mishkin, F. S. (2007). The economics of money, banking, and financial markets. Pearson Education. http://finalsite.ccsu.edu/page.cfm?p=2273
- Niebel, T. (2018). ICT and economic growth – Comparing developing, emerging and developed countries. World Development, 104, 197–211.
- Novikov, S. V., & Sazonov, A. A. (2020). Digital economy development in Russia: Main trends’ analysis and assessment. Revista Espacios, 41(5), 26. https://www.revistaespacios.com/a20v41n05/a20v41n05p26.pdf
- Peng, S., Jiang, X., & Li, Y. (2023). The impact of the digital economy on Chinese enterprise innovation based on intermediation models with financing constraints. Heliyon, 9(3). https://doi.org/10.1016/j.heliyon.2023.e13961
- Qiang, C. Z. W., Rossotto, C. M., & Kimura, K. (2009). Economic impacts of broadband. Information and Communications for Development 2009: Extending Reach and Increasing Impact, 3, 35–50. https://www.cetfund.org/wp-content/uploads/2020/08/09_World-Bank_IC4D_Broadband_35_50.pdf
- Tian, Z., Li, Y., Niu, X., & Liu, M. (2023). The impact of digital economy on regional technological innovation capability: An analysis based on China’s provincial panel data. PLOS ONE, 18(7), e0288065. https://doi.org/10.1371/journal.pone.0288065
- World Bank. (2020, February 13). Data show a rise in domestic credit in developing countries. World Bank Blogs. https://blogs.worldbank.org/ar/opendata/data-show-rise-domestic-credit-developing-countries
- World Bank. (2025). World Development Indicators (WDI). https://databank.worldbank.org/source/world-development-indicators
- Xia, Y., Lv, G., Wang, H., & Ding, L. (2023). Evolution of digital economy research: A bibliometric analysis. International Review of Economics & Finance, 88, 1151–1172. https://doi.org/10.1016/j.iref.2023.07.051
- Xu, M., & Li, X. (2023). Digital economy and regional innovation output: Evidence from China. Technological Forecasting and Social Change, 188, 122279. https://doi.org/10.1016/j.techfore.2022.122279
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