IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v75y2025icp526-540.html

Heterogeneous effects of frontier technology adoption on economic growth in Africa

Author

Listed:
  • Ofori, Isaac K.
  • Gbolonyo, Emmanuel Y.
  • Vezzulli, Andrea

Abstract

The Fourth Industrial Revolution is ushering economies into a new era of technological transition, driven primarily by frontier technologies. While the adoption of these technologies is growing rapidly in the Global South, empirical evidence concerning their economic impacts in Africa are hard to find. This study advances the innovation and growth literature in this regard by analysing macro data from 39 African countries. Findings from quantile regression reveal that frontier technology adoption (FTR) has a modest positive effect on growth. Second, democracy amplifies the impact of FTR, but only at higher levels of egalitarianism. Third, although FTR is growth-enhancing across all growth quantiles, its impact diminishes from the 1st to the 9th. However, in the presence of egalitarian democracy, FTR significantly boosts growth from the 1st to the 9th quantiles. We conclude that progress in egalitarianism and investment in frontier technology readiness are essential for sustained economic growth in Africa.

Suggested Citation

  • Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Vezzulli, Andrea, 2025. "Heterogeneous effects of frontier technology adoption on economic growth in Africa," Structural Change and Economic Dynamics, Elsevier, vol. 75(C), pages 526-540.
  • Handle: RePEc:eee:streco:v:75:y:2025:i:c:p:526-540
    DOI: 10.1016/j.strueco.2025.09.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X25001523
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2025.09.004?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Bhattacharya, Utpal & Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2017. "What Affects Innovation More: Policy or Policy Uncertainty?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(5), pages 1869-1901, 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. Wee Chong Hui & K. S. Jomo, 2006. "Macroeconomic Policy, Growth, Redistribution and Poverty Reduction: the Case of Malaysia," Social Policy in a Development Context, in: Giovanni Andrea Cornia (ed.), Pro-Poor Macroeconomics, chapter 9, pages 193-216, Palgrave Macmillan.
    4. Godfred Anakpo & Adeola Oyenubi, 2022. "Technological innovation and economic growth in Southern Africa: Application of panel dynamic OLS regression," Development Southern Africa, Taylor & Francis Journals, vol. 39(4), pages 543-557, July.
    5. Knutsen, Carl Henrik, 2013. "Democracy, State Capacity, and Economic Growth," World Development, Elsevier, vol. 43(C), pages 1-18.
    6. Wang, Quan-Jing & Feng, Gen-Fu & Wang, Hai-Jie & Chang, Chun-Ping, 2021. "The impacts of democracy on innovation: Revisited evidence," Technovation, Elsevier, vol. 108(C).
    7. Saeed Khodaverdian, 2022. "The African tragedy: the effect of democracy on economic growth," Empirical Economics, Springer, vol. 62(3), pages 1147-1175, March.
    8. Yang, Chih-Hai, 2022. "How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan," Research Policy, Elsevier, vol. 51(6).
    9. Jeffry A. Jacob & Thomas Osang, 2020. "Democracy And Growth: A Dynamic Panel Data Study," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 65(01), pages 41-80, March.
    10. Masagus M. Ridhwan & Peter Nijkamp & Affandi Ismail & Luthfi M.Irsyad, 2022. "The effect of health on economic growth: a meta-regression analysis," Empirical Economics, Springer, vol. 63(6), pages 3211-3251, December.
    11. Hristos Doucouliagos & Mehmet Ali Ulubaşoğlu, 2008. "Democracy and Economic Growth: A Meta‐Analysis," American Journal of Political Science, John Wiley & Sons, vol. 52(1), pages 61-83, January.
    12. Avenyo, Elvis Korku & Konte, Maty & Mohnen, Pierre, 2019. "The employment impact of product innovations in sub-Saharan Africa: Firm-level evidence," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    13. Peprah, James Atta & Ofori, Isaac Kwesi & Asomani, Abel Nyarko, 2019. "Financial development, remittances and economic growth: A threshold analysis," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 7(1).
    14. Jones, Charles I & Williams, John C, 2000. "Too Much of a Good Thing? The Economics of Investment in R&D," Journal of Economic Growth, Springer, vol. 5(1), pages 65-85, March.
    15. Hofman, André & Aravena, Claudio & Aliaga, Vianka, 2016. "Information and communication technologies and their impact in the economic growth of Latin America, 1990–2013," Telecommunications Policy, Elsevier, vol. 40(5), pages 485-501.
    16. Andrea Pollio, 2020. "Making the silicon cape of Africa: Tales, theories and the narration of startup urbanism," Urban Studies, Urban Studies Journal Limited, vol. 57(13), pages 2715-2732, October.
    17. Chi Keung Marco Lau & Fu Steve Yang & Zhe Zhang & Vincent K. K. Leung, 2015. "Determinants Of Innovative Activities: Evidence From Europe And Central Asia Region," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 60(01), pages 1-18.
    18. 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.
    19. Barro, Robert J, 1996. "Democracy and Growth," Journal of Economic Growth, Springer, vol. 1(1), pages 1-27, March.
    20. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    21. Sima, Di & Huang, Fali, 2023. "Is democracy good for growth? — Development at political transition time matters," European Journal of Political Economy, Elsevier, vol. 78(C).
    22. Elsadig Ahmed & Rahim Ridzuan, 2013. "The Impact of ICT on East Asian Economic Growth: Panel Estimation Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(4), pages 540-555, December.
    23. Dani Rodrik & Romain Wacziarg, 2005. "Do Democratic Transitions Produce Bad Economic Outcomes?," American Economic Review, American Economic Association, vol. 95(2), pages 50-55, May.
    24. Gao, Yanyan & Zang, Leizhen & Roth, Antoine & Wang, Puqu, 2017. "Does democracy cause innovation? An empirical test of the popper hypothesis," Research Policy, Elsevier, vol. 46(7), pages 1272-1283.
    25. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    26. Erik Brynjolfsson & Danielle Li & Lindsey Raymond, 2025. "Generative AI at Work," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 140(2), pages 889-942.
    27. Muhammad Azam, 2022. "Governance and Economic Growth: Evidence from 14 Latin America and Caribbean Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(2), pages 1470-1495, June.
    28. Krotov, Vlad, 2017. "The Internet of Things and new business opportunities," Business Horizons, Elsevier, vol. 60(6), pages 831-841.
    29. Daniel Domeher & Emmanuel Konadu-Yiadom & Godfred Aawaar, 2022. "Financial innovations and economic growth: Does financial inclusion play a mediating role?," Cogent Business & Management, Taylor & Francis Journals, vol. 9(1), pages 2049670-204, December.
    30. Filippi, Emilia & Bannò, Mariasole & Trento, Sandro, 2023. "Automation technologies and their impact on employment: A review, synthesis and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    31. Najeeb Muhammad Nasir & Mohammed Ziaur Rehman & Nasir Ali, 2017. "Foreign Direct Investment, Financial Development and Economic Growth," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 8(4), pages 228-239, October.
    32. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    33. Ofori, Isaac K. & Asongu, Simplice, 2021. "ICT Diffusion, Foreign Direct Investment and Inclusive Growth in Sub-Saharan Africa," MPRA Paper 110599, University Library of Munich, Germany.
    34. Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2019. "Democracy Does Cause Growth," Journal of Political Economy, University of Chicago Press, vol. 127(1), pages 47-100.
    35. Nauro F. Campos, 2010. "The Impact of Information and Communication Technologies on Economic Growth in Latin America in Comparative Perspective," Chapters, in: Mario Cimoli & André A. Hofman & Nanno Mulder (ed.), Innovation and Economic Development, chapter 6, Edward Elgar Publishing.
    36. Mugabe Roger & Liu Shulin & Brima Sesay, 2022. "ICT Development, Innovation Diffusion and Sustainable Growth in Sub-Saharan Africa," SAGE Open, , vol. 12(4), pages 21582440221, October.
    37. Shereen Nosier & Aya El-Karamani, 2018. "The Indirect Effect of Democracy on Economic Growth in the MENA Region (1990–2015)," Economies, MDPI, vol. 6(4), pages 1-24, November.
    38. Alí Aali Bujari & Francisco Venegas Martínez, 2016. "Technological Innovation and Economic Growth in Latin America," Remef - Revista Mexicana de Economía y Finanzas Nueva Época REMEF (The Mexican Journal of Economics and Finance), Instituto Mexicano de Ejecutivos de Finanzas, IMEF, vol. 11(2), pages 77-89, Julio-Sep.
    39. Atoko Kasongo & Tlangelani Makamu, 2024. "Innovation and economic growth: An empirical analysis for African countries," African Journal of Science, Technology, Innovation and Development, Taylor & Francis Journals, vol. 16(6), pages 751-760, September.
    40. Solomon, Edna Maeyen & van Klyton, Aaron, 2020. "The impact of digital technology usage on economic growth in Africa," Greenwich Papers in Political Economy 29537, University of Greenwich, Greenwich Political Economy Research Centre.
    41. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    42. Das, Gouranga G. & Drine, Imed, 2020. "Distance from the technology frontier: How could Africa catch-up via socio-institutional factors and human capital?," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    43. Masood Ahmed & Muhammad Atif Khan & Anam Attique & Muhammad Asif Khan & Hossam Haddad & Nidal Mahmoud Al-Ramahi, 2024. "Democracy’s limited impact on innovation: Panel data evidence from developing countries," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-19, March.
    44. Philippe Aghion & Alberto Alesina & Francesco Trebbi, 2007. "Democracy, Technology, and Growth," NBER Working Papers 13180, National Bureau of Economic Research, Inc.
    45. Bosede Ngozi Adeleye & Festus Adedoyin & Solomon Nathaniel, 2021. "The criticality of ICT-trade nexus on economic and inclusive growth," Information Technology for Development, Taylor & Francis Journals, vol. 27(2), pages 293-313, April.
    46. Gyedu, Samuel & Heng, Tang & Ntarmah, Albert Henry & He, Yingqi & Frimppong, Emmanuel, 2021. "The impact of innovation on economic growth among G7 and BRICS countries: A GMM style panel vector autoregressive approach," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    47. Stéphane Mbiankeu Nguea & Armand Gilbert Noula & Issidor Noumba, 2024. "Financial Globalization and Democracy: Implications for Economic Growth in African Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 3355-3379, March.
    48. Solomon, Edna Maeyen & van Klyton, Aaron, 2020. "The impact of digital technology usage on economic growth in Africa," Utilities Policy, Elsevier, vol. 67(C).
    49. Onkokame Mothobi & Kago Kebotsamang, 2024. "The impact of network coverage on adoption of Fintech and financial inclusion in sub-Saharan Africa," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 13(1), pages 1-19, December.
    50. Adejumo, Oluwabunmi O. & Adejumo, Akintoye V. & Aladesanmi, Temitope A., 2020. "Technology-driven growth and inclusive growth- implications for sustainable development in Africa," Technology in Society, Elsevier, vol. 63(C).
    51. Sigman, Rachel & Lindberg, Staffan I., 2019. "Democracy for All: Conceptualizing and Measuring Egalitarian Democracy," Political Science Research and Methods, Cambridge University Press, vol. 7(3), pages 595-612, July.
    52. 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.
    53. Mauro Cazzaniga & Ms. Florence Jaumotte & Longji Li & Mr. Giovanni Melina & Augustus J Panton & Carlo Pizzinelli & Emma J Rockall & Ms. Marina Mendes Tavares, 2024. "Gen-AI: Artificial Intelligence and the Future of Work," IMF Staff Discussion Notes 2024/001, International Monetary Fund.
    54. Rene Umlauf & Marian Burchardt, 2022. "Infrastructure-as-a-service: Empty skies, bad roads, and the rise of cargo drones," Environment and Planning A, , vol. 54(8), pages 1489-1509, November.
    55. Christopher Malikane & Prosper Chitambara, 2017. "Foreign Direct Investment, Democracy and Economic Growth in Southern Africa," African Development Review, African Development Bank, vol. 29(1), pages 92-102, March.
    56. Santiago Levy & Norbert Schady, 2013. "Latin America's Social Policy Challenge: Education, Social Insurance, Redistribution," Journal of Economic Perspectives, American Economic Association, vol. 27(2), pages 193-218, Spring.
    57. Vishal Jaunky, 2013. "Democracy and economic growth in Sub-Saharan Africa: a panel data approach," Empirical Economics, Springer, vol. 45(2), pages 987-1008, October.
    58. Howitt, Peter & Aghion, Philippe, 1998. "Capital Accumulation and Innovation as Complementary Factors in Long-Run Growth," Journal of Economic Growth, Springer, vol. 3(2), pages 111-130, June.
    59. Acemoglu, Daron & Johnson, Simon & Robinson, James A., 2005. "Institutions as a Fundamental Cause of Long-Run Growth," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 6, pages 385-472, Elsevier.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ofori, Isaac K. & Veling, Louise & Cullen, John, 2026. "Frontier Technology Adoption and Inclusive Green Growth in the EU: A Double-edged Sword?," MPRA Paper 127772, University Library of Munich, Germany.
    2. Ofori, Isaac K., 2026. "Distributional energy justice and the inclusive human development Agenda in Africa," World Development, Elsevier, vol. 198(C).
    3. Ofori, Isaac K. & Veling, Louise & Cullen, John, 2026. "Frontier Technology Adoption and Inclusive Green Growth in the EU: A Double-edged Sword?," EconStor Preprints 335106, ZBW - Leibniz Information Centre for Economics.

    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. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2024. "Heterogeneous Effects of Frontier Technology Readiness on Economic Growth in Africa," MPRA Paper 121247, University Library of Munich, Germany.
    2. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Vezzulli, Andrea, 2024. "Heterogeneous Effects of Frontier Technology Readiness on Economic Growth in Africa," MPRA Paper 121246, University Library of Munich, Germany.
    3. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Vezzulli, Andrea, 2024. "Heterogeneous Effects of Frontier Technology Readiness on Economic Growth in Africa," EconStor Preprints 298787, ZBW - Leibniz Information Centre for Economics.
    4. John A Doces, 2020. "Democracy, consumption, and growth in sub-Saharan Africa," International Area Studies Review, Center for International Area Studies, Hankuk University of Foreign Studies, vol. 23(1), pages 28-48, March.
    5. Masood Ahmed & Muhammad Atif Khan & Anam Attique & Muhammad Asif Khan & Hossam Haddad & Nidal Mahmoud Al-Ramahi, 2024. "Democracy’s limited impact on innovation: Panel data evidence from developing countries," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-19, March.
    6. Brieger Stefan & Markwardt Gunther, 2020. "The Democracy–Economy-Nexus," Review of Economics, De Gruyter, vol. 71(2), pages 135-167, August.
    7. Ali Celik & Ebru Gul Yilmaz & Sukran Kahveci & Gonca Yilmaz, 2025. "Do Technological Advances Promote Ecological Sustainability? Evidence from Panel Causality Analysis for the Dirtiest and Cleanest Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(5), pages 17292-17327, November.
    8. Sima, Di & Huang, Fali, 2023. "Is democracy good for growth? — Development at political transition time matters," European Journal of Political Economy, Elsevier, vol. 78(C).
    9. Shrabani Saha & Kunal Sen, 2019. "The corruption-growth relationship: Do political institutions matter?," WIDER Working Paper Series wp-2019-65, World Institute for Development Economic Research (UNU-WIDER).
    10. Ofori, Isaac K. & Figari, Francesco, 2022. "Economic Globalisation and Inclusive Green Growth in Africa: Contingencies and Policy-Relevant Thresholds of Governance," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, issue Forthcomi, pages 1-1.
    11. Isaac K. Ofori & Francesco Figari & Nathanael Ojong, 2023. "Towards sustainability: The relationship between foreign direct investment, economic freedom and inclusive green growth," Working Papers of the African Governance and Development Institute. 23/023, African Governance and Development Institute..
    12. Ofori, Isaac K. & Figari, Francesco & Ojong, Nathanael, 2023. "Towards sustainability: The relationship between foreign direct investment, economic freedom and inclusive green growth," MPRA Paper 116956, University Library of Munich, Germany.
    13. Lars Pelke, 2023. "Reanalysing the link between democracy and economic development," International Area Studies Review, Center for International Area Studies, Hankuk University of Foreign Studies, vol. 26(4), pages 361-383, December.
    14. Ofori, Isaac K & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2022. "Foreign Direct Investment and Inclusive Green Growth in Africa: Energy Efficiency Contingencies and Thresholds," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, pages 1-58.
    15. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2022. "Foreign Direct Investment and Inclusive Green Growth in Africa: Energy Efficiency Contingencies and Thresholds," MPRA Paper 115379, University Library of Munich, Germany, revised 09 Nov 2022.
    16. Atif Awad, 2024. "Do ICT and economic globalisation offer benefits to all nations? Findings from a moments quantile regression," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(3), pages 5817-5841, March.
    17. Georgios A. Tritsaris, 2025. "Occupational Tasks, Automation, and Economic Growth: A Modeling and Simulation Approach," Papers 2512.16261, arXiv.org, revised Dec 2025.
    18. Isaac K. Ofori & Francesco Figari, 2022. "Economic Globalisation and Inclusive Green Growth in Africa: Contingencies and Policy-Relevant Thresholds of Governance," Working Papers 22/053, European Xtramile Centre of African Studies (EXCAS).
    19. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2023. "Foreign direct investment and inclusive green growth in Africa: Energy efficiency contingencies and thresholds," Energy Economics, Elsevier, vol. 117(C).
    20. Henri Njangang & Youssouf Nvuh-Njoya, 2023. "Unravelling the link between democracy and economic complexity: fresh evidence from the Varieties of Democracy data," SN Business & Economics, Springer, vol. 3(3), pages 1-32, March.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa
    • Q01 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - General - - - Sustainable Development
    • P48 - Political Economy and Comparative Economic Systems - - Other Economic Systems - - - Legal Institutions; Property Rights; Natural Resources; Energy; Environment; Regional Studies

    Statistics

    Access and download statistics

    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:eee:streco:v:75:y:2025:i:c:p:526-540. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    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.