IDEAS home Printed from https://ideas.repec.org/a/spr/jknowl/v16y2025i1d10.1007_s13132-024-01963-4.html
   My bibliography  Save this article

Does Digitalization Moderate the Link Between Innovation and Economic Growth? A Two-Step Difference GMM Analysis of Developed and Developing Countries

Author

Listed:
  • Nour Medhioub

    (University of Sfax)

  • Younes Boujelbene

    (University of Sfax)

Abstract

The purpose of this paper is to investigate how innovation is related to economic growth, and whether digitalization moderates this relationship. We examine this relationship using a two-step difference generalized method of moments (GMM) in a sample of 300 country-year observations from developed and developing economies from 2014 to 2019. The findings show that innovation is positively and significantly related to economic growth, but that this effect is stronger in high-income countries than in upper middle-income countries. The digital infrastructure and the digital market have positively and significantly moderated the relationship between innovation and economic growth for the high-income countries, but this effect is minimal for upper middle-income countries. The policy implications of this study suggest that policymakers in upper middle-income countries should invest more in the digital economy to increase economic competitiveness and growth. Furthermore, the findings suggest that policymakers and governments should improve regulations and policies to ensure that the benefits of digitalization are shared equally.

Suggested Citation

  • Nour Medhioub & Younes Boujelbene, 2025. "Does Digitalization Moderate the Link Between Innovation and Economic Growth? A Two-Step Difference GMM Analysis of Developed and Developing Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(1), pages 339-365, March.
  • Handle: RePEc:spr:jknowl:v:16:y:2025:i:1:d:10.1007_s13132-024-01963-4
    DOI: 10.1007/s13132-024-01963-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13132-024-01963-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s13132-024-01963-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    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. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Zhu, Xiaoyang & Asimakopoulos, Stylianos & Kim, Jaebeom, 2020. "Financial development and innovation-led growth: Is too much finance better?," Journal of International Money and Finance, Elsevier, vol. 100(C).
    4. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    5. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    6. Wiston Adrián Risso & Edgar J. Sánchez Carrera, 2019. "On the impact of innovation and inequality in economic growth," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(1), pages 64-81, January.
    7. Amitrajeet A. Batabyal & Peter Nijkamp, 2016. "Digital technologies, knowledge spillovers, innovation policies, and economic growth in a creative region," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(5), pages 470-484, July.
    8. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    9. Kerr, William R. & Nanda, Ramana, 2009. "Democratizing entry: Banking deregulations, financing constraints, and entrepreneurship," Journal of Financial Economics, Elsevier, vol. 94(1), pages 124-149, October.
    10. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LLC, vol. 9(1), pages 86-136, March.
    11. 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.
    12. Kevin Zhu & Kenneth Kraemer & Sean Xu, 2003. "Electronic business adoption by European firms: a cross-country assessment of the facilitators and inhibitors," European Journal of Information Systems, Taylor & Francis Journals, vol. 12(4), pages 251-268, December.
    13. World Bank, 2020. "Global Economic Prospects, January 2020," World Bank Publications - Books, The World Bank Group, number 33044, April.
    14. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    15. William R. Kerr & Ramana Nanda, 2010. "Banking Deregulations, Financing Constraints, and Firm Entry Size," Journal of the European Economic Association, MIT Press, vol. 8(2-3), pages 582-593, 04-05.
    16. Wang, Weilong & Yang, Xiaodong & Cao, Jianhong & Bu, Wenchao & Dagestani, Abd Alwahed & Adebayo, Tomiwa Sunday & Dilanchiev, Azer & Ren, Siyu, 2022. "Energy internet, digital economy, and green economic growth: Evidence from China," Innovation and Green Development, Elsevier, vol. 1(2).
    17. 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).
    18. Nguyen, Canh Phuc & Doytch, Nadia, 2022. "The impact of ICT patents on economic growth: An international evidence," Telecommunications Policy, Elsevier, vol. 46(5).
    19. Ward, Michael R. & Zheng, Shilin, 2016. "Mobile telecommunications service and economic growth: Evidence from China," Telecommunications Policy, Elsevier, vol. 40(2), pages 89-101.
    20. Matti Pohjola, 2002. "The New Economy in Growth and Development," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(3), pages 380-396.
    21. 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.
    22. Barro, Robert J, 1990. "Government Spending in a Simple Model of Endogenous Growth," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 103-126, October.
    23. Maneejuk, Paravee & Yamaka, Woraphon, 2020. "An analysis of the impacts of telecommunications technology and innovation on economic growth," Telecommunications Policy, Elsevier, vol. 44(10).
    24. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    25. Sanjeev Dewan & Kenneth L. Kraemer, 2000. "Information Technology and Productivity: Evidence from Country-Level Data," Management Science, INFORMS, vol. 46(4), pages 548-562, April.
    26. 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.
    27. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar & Bennett, Sara E., 2017. "The innovation- growth link in OECD countries: Could other macroeconomic variables matter?," Technology in Society, Elsevier, vol. 51(C), pages 113-123.
    28. Ferraro, Domenico & Peretto, Pietro F., 2020. "Innovation-led growth in a time of debt," European Economic Review, Elsevier, vol. 121(C).
    29. Usman, Ahmed & Ozturk, Ilhan & Ullah, Sana & Hassan, Ali, 2021. "Does ICT have symmetric or asymmetric effects on CO2 emissions? Evidence from selected Asian economies," Technology in Society, Elsevier, vol. 67(C).
    30. Myovella, Godwin & Karacuka, Mehmet & Haucap, Justus, 2020. "Digitalization and economic growth: A comparative analysis of Sub-Saharan Africa and OECD economies," Telecommunications Policy, Elsevier, vol. 44(2).
    31. Luis Alfredo Avila-Lopez & Chaofeng Lyu & Santos Lopez-Leyva, 2019. "Innovation and growth: evidence from Latin American countries," Journal of Applied Economics, Taylor & Francis Journals, vol. 22(1), pages 287-303, January.
    32. Andrzej Kacprzyk & Wirginia Doryń, 2017. "Innovation and economic growth in old and new member states of the European Union," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 30(1), pages 1724-1742, January.
    33. Daud, Siti Nurazira Mohd & Ahmad, Abd Halim, 2023. "Financial inclusion, economic growth and the role of digital technology," Finance Research Letters, Elsevier, vol. 53(C).
    34. 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.
    35. World Bank, 2020. "Global Economic Prospects, June 2020," World Bank Publications - Books, The World Bank Group, number 33748, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Charles Shaaba Saba & Nicholas Ngepah & Nicholas M. Odhiambo, 2024. "Information and Communication Technology (ICT), Growth and Development in Developing Regions: Evidence from a Comparative Analysis and a New Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 14700-14748, September.
    2. Manzoor Ahmad & Jianghuai Zheng, 2023. "The Cyclical and Nonlinear Impact of R&D and Innovation Activities on Economic Growth in OECD Economies: a New Perspective," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(1), pages 544-593, March.
    3. Johanna Vogel, 2015. "The two faces of R&D and human capital: Evidence from Western European regions," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 525-551, August.
    4. Awad, Atif & Albaity, Mohamed, 2022. "ICT and economic growth in Sub-Saharan Africa: Transmission channels and effects," Telecommunications Policy, Elsevier, vol. 46(8).
    5. Haftu, Girmay Giday, 2019. "Information communications technology and economic growth in Sub-Saharan Africa: A panel data approach," Telecommunications Policy, Elsevier, vol. 43(1), pages 88-99.
    6. Osvaldo Lagares, 2016. "Capital, Economic Growth and Relative Income Differences in Latin America," Discussion Papers 16/03, Department of Economics, University of York.
    7. 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.
    8. Rafiou Raphaël Bétila, 2021. "The impact of Ease of Doing Business on economic growth: a dynamic panel analysis for African countries," SN Business & Economics, Springer, vol. 1(10), pages 1-34, October.
    9. Jochen Hartwig, 2009. "A panel Granger-causality test of endogenous vs. exogenous growth," KOF Working papers 09-231, KOF Swiss Economic Institute, ETH Zurich.
    10. Capolupo, Rosa, 2009. "The New Growth Theories and Their Empirics after Twenty Years," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-72.
    11. Daniel Oto Peralías & Daniel Oto-Peralías & Diego Romero-Ávila, 2012. "Tracing the Link between Government Size and Growth: The Role of Public Sector Quality," EcoMod2012 4015, EcoMod.
    12. Ulaşan, Bülent, 2012. "Cross-country growth empirics and model uncertainty: An overview," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 6, pages 1-69.
    13. Andreas Dietrich, 2012. "Does growth cause structural change, or is it the other way around? A dynamic panel data analysis for seven OECD countries," Empirical Economics, Springer, vol. 43(3), pages 915-944, December.
    14. Charles Shaaba Saba & Nicholas Ngepah, 2022. "Nexus between telecommunication infrastructures, defence and economic growth: a global evidence," Netnomics, Springer, vol. 22(2), pages 139-177, October.
    15. Cristiana Tudor & Robert Sova, 2022. "Driving Factors for R&D Intensity: Evidence from Global and Income-Level Panels," Sustainability, MDPI, vol. 14(3), pages 1-16, February.
    16. E. Tsanana & X. Chapsa & C. Katrakilidis, 2016. "Is growth corrupted or bureaucratic? Panel evidence from the enlarged EU," Applied Economics, Taylor & Francis Journals, vol. 48(33), pages 3131-3147, July.
    17. Hartwig, Jochen, 2014. "Testing the Uzawa–Lucas model with OECD data," Research in Economics, Elsevier, vol. 68(2), pages 144-156.
    18. John Inekwe, 2015. "The Contribution of R&D Expenditure to Economic Growth in Developing Economies," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 124(3), pages 727-745, December.
    19. Hakki Hakan Yilmaz & Ali Sertaç Kanaci, 2021. "Redistribution, Growth and Productivity Relationship in Fiscal Policy in Core and Peripheral Countries," Hacienda Pública Española / Review of Public Economics, IEF, vol. 238(3), pages 61-79, September.
    20. Bayraktar-Sağlam, Bahar & Yetkiner, Hakan, 2014. "A Romerian contribution to the empirics of economic growth," Journal of Policy Modeling, Elsevier, vol. 36(2), pages 257-272.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:jknowl:v:16:y:2025:i:1:d:10.1007_s13132-024-01963-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.