IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/127772.html

Frontier Technology Adoption and Inclusive Green Growth in the EU: A Double-edged Sword?

Author

Listed:
  • Ofori, Isaac K.
  • Veling, Louise
  • Cullen, John

Abstract

As the EU Commission strategises towards a more technologically advanced region, a critical question arises: Does frontier technology adoption (FTR) truly foster inclusive green growth (IGG)? This study answers this question by empirically examining the impact of FTR on IGG, while accounting for the contingency role of electricity access. Applying pooled least squares, Driscoll-Kraay standard errors, and the dynamic generalised method of moments techniques, we uncover a paradox: while FTR accelerates economic growth and lowers greenhouse gas emissions, it exacerbates income inequality. The second lesson from this study is that although electricity access enhances the growth and environmental sustainability benefits of FTR, it only mitigates (but does not nullify) the downside of income inequality. These findings underscore the crucial need for the EU Commission to establish complementary and compensatory mechanisms to ensure that the EU’s technological leap delivers greener and more inclusive growth.

Suggested Citation

  • 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.
  • Handle: RePEc:pra:mprapa:127772
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/127772/1/MPRA_paper_127772.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ofori, Isaac K. & Gbolonyo, Emmanuel & Ojong, Nathanael, 2022. "Towards Inclusive Green Growth in Africa: Critical energy efficiency synergies and governance thresholds," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 365, pages 1-48.
    2. Daron Acemoglu, 2025. "The simple macroeconomics of AI," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 40(121), pages 13-58.
    3. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    4. 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.
    5. Sultana, Nahid & Rahman, Mohammad Mafizur & Murad, S.M. Woahid, 2024. "Asymmetric role of the informal sector on economic growth: Empirical investigation on a developing country," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 96-107.
    6. Topcu, Mert & Tugcu, Can Tansel, 2020. "The impact of renewable energy consumption on income inequality: Evidence from developed countries," Renewable Energy, Elsevier, vol. 151(C), pages 1134-1140.
    7. Anran Xiao & Zeshui Xu & Marinko Skare & Yong Qin & Xinxin Wang, 2024. "Bridging the digital divide: the impact of technological innovation on income inequality and human interactions," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-18, December.
    8. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    9. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," Working Papers 18-08, New York University, Leonard N. Stern School of Business, Department of Economics.
    10. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," NBER Working Papers 24550, National Bureau of Economic Research, Inc.
    11. Knut Blind & Florian Ramel & Charlotte Rochell, 2022. "The influence of standards and patents on long-term economic growth," The Journal of Technology Transfer, Springer, vol. 47(4), pages 979-999, August.
    12. Isaac K. Ofori & Francesco Figari, 2023. "Economic globalisation and inclusive green growth in Africa: Contingencies and policy‐relevant thresholds of governance," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 452-482, February.
    13. Philippe Aghion & Ufuk Akcigit & Antonin Bergeaud & Richard Blundell & David Hemous, 2019. "Innovation and Top Income Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 1-45.
    14. Nathan D. DeLay & Nathanael M. Thompson & James R. Mintert, 2022. "Precision agriculture technology adoption and technical efficiency," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(1), pages 195-219, February.
    15. Law, Siong Hook & Naseem, N.A.M. & Lau, Wei Theng & Trinugroho, Irwan, 2020. "Can innovation improve income inequality? Evidence from panel data," Economic Systems, Elsevier, vol. 44(4).
    16. Lu, Chia-Hui, 2021. "The impact of artificial intelligence on economic growth and welfare," Journal of Macroeconomics, Elsevier, vol. 69(C).
    17. William Brock & M. Taylor, 2010. "The Green Solow model," Journal of Economic Growth, Springer, vol. 15(2), pages 127-153, June.
    18. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    19. Sohag, Kazi & Husain, Shaiara & Soytas, Ugur, 2024. "Environmental policy stringency and ecological footprint linkage: Mitigation measures of renewable energy and innovation," Energy Economics, Elsevier, vol. 136(C).
    20. Asuna Gilfoyle, 2023. "The Impact of Automation on Income Inequality: A Cross-Country Analysis," Papers 2304.07835, arXiv.org.
    21. Fu, Xiaolan & Pietrobelli, Carlo & Soete, Luc, 2011. "The Role of Foreign Technology and Indigenous Innovation in the Emerging Economies: Technological Change and Catching-up," World Development, Elsevier, vol. 39(7), pages 1204-1212, July.
    22. Juliane Begenau & Laura Veldkamp & Maryam Farboodi, 2018. "Big Data in Finance and the Growth of Large Firms," 2018 Meeting Papers 155, Society for Economic Dynamics.
    23. Rana P. Maradana & Rudra P. Pradhan & Saurav Dash & Kunal Gaurav & Manju Jayakumar & Debaleena Chatterjee, 2017. "Does innovation promote economic growth? Evidence from European countries," Journal of Innovation and Entrepreneurship, Springer, vol. 6(1), pages 1-23, December.
    24. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    25. Fei, Li & Dong, Suocheng & Xue, Li & Liang, Quanxi & Yang, Wangzhou, 2011. "Energy consumption-economic growth relationship and carbon dioxide emissions in China," Energy Policy, Elsevier, vol. 39(2), pages 568-574, February.
    26. Jørn Rattsø & Hildegunn E. Stokke, 2013. "Trade, Skill Biased Technical Change and Wage Inequality in South Africa," Review of International Economics, Wiley Blackwell, vol. 21(3), pages 419-431, August.
    27. Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54, January.
    28. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    29. Sweet, Cassandra & Eterovic, Dalibor, 2019. "Do patent rights matter? 40 years of innovation, complexity and productivity," World Development, Elsevier, vol. 115(C), pages 78-93.
    30. Ofori, Isaac K. & Freytag, Andreas & Asongu, Simplice A., 2024. "Economic globalisation and Africa's quest for greener and more inclusive growth: The missing link," International Economics, Elsevier, vol. 178(C).
    31. Alekseeva, Liudmila & Azar, José & Giné, Mireia & Samila, Sampsa & Taska, Bledi, 2021. "The demand for AI skills in the labor market," Labour Economics, Elsevier, vol. 71(C).
    32. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    33. Begenau, Juliane & Farboodi, Maryam & Veldkamp, Laura, 2018. "Big data in finance and the growth of large firms," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 71-87.
    34. Ulucak, Recep & Danish, & Ozcan, Burcu, 2020. "Relationship between energy consumption and environmental sustainability in OECD countries: The role of natural resources rents," Resources Policy, Elsevier, vol. 69(C).
    35. Yang, Zihui & Zhao, Yongliang, 2014. "Energy consumption, carbon emissions, and economic growth in India: Evidence from directed acyclic graphs," Economic Modelling, Elsevier, vol. 38(C), pages 533-540.
    36. Julius Tan Gonzales, 2023. "Implications of AI innovation on economic growth: a panel data study," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 12(1), pages 1-37, December.
    37. 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.
    38. 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.
    39. 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.
    40. Daniel Broby, 2021. "Financial technology and the future of banking," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-19, December.
    41. Antonelli, Cristiano & Gehringer, Agnieszka, 2017. "Technological change, rent and income inequalities: A Schumpeterian approach," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 85-98.
    42. Valeria Cirillo & Matteo Sostero & Federico Tamagni, 2017. "Innovation and within-firm wage inequalities: empirical evidence from major European countries," Industry and Innovation, Taylor & Francis Journals, vol. 24(5), pages 468-491, July.
    43. Li, Yaya & Zhang, Yuru & Pan, An & Han, Minchun & Veglianti, Eleonora, 2022. "Carbon emission reduction effects of industrial robot applications: Heterogeneity characteristics and influencing mechanisms," Technology in Society, Elsevier, vol. 70(C).
    44. 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).
    45. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    46. Llorca, Manuel & Rodriguez-Alvarez, Ana, 2024. "Economic, environmental, and energy equity convergence: Evidence of a multi-speed Europe?," Ecological Economics, Elsevier, vol. 219(C).
    47. Gbolonyo, Emmanuel Y. & Ofori, Isaac K. & Ojong, Nathanael, 2024. "Does Economic Complexity Promote Inclusive Green Growth," EconStor Preprints 298785, ZBW - Leibniz Information Centre for Economics.
    48. Kamguia, Brice & Tadadjeu, Sosson & Ndoya, Hermann & Djeunankan, Ronald, 2025. "Assessing the nexus between industrialization and inclusive green growth in Africa. The critical role of energy efficiency," Ecological Economics, Elsevier, vol. 233(C).
    49. Soytas, Ugur & Sari, Ramazan, 2006. "Energy consumption and income in G-7 countries," Journal of Policy Modeling, Elsevier, vol. 28(7), pages 739-750, October.
    50. Kerstin Hotte & Melline Somers & Angelos Theodorakopoulos, 2022. "Technology and jobs: A systematic literature review," Papers 2204.01296, arXiv.org.
    51. Philippe Aghion & Xavier Jaravel, 2015. "Knowledge Spillovers, Innovation and Growth," Economic Journal, Royal Economic Society, vol. 0(583), pages 533-573, March.
    52. Yaya Li & Yuru Zhang & An Pan & Minchun Han & Eleonora Veglianti, 2022. "Carbon emission reduction effects of industrial robot applications: Heterogeneity characteristics and influencing mechanisms," Post-Print hal-04522085, HAL.
    53. Viktor Stojkoski & Philipp Koch & C'esar A. Hidalgo, 2022. "Multidimensional Economic Complexity and Inclusive Green Growth," Papers 2209.08382, arXiv.org, revised Apr 2023.
    54. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
    55. Marcelo Santos & Tiago Neves Sequeira & Alexandra Ferreira-Lopes, 2017. "Income Inequality and Technological Adoption," Journal of Economic Issues, Taylor & Francis Journals, vol. 51(4), pages 979-1000, October.
    56. Nguyen, Canh Phuc & Doytch, Nadia, 2022. "The impact of ICT patents on economic growth: An international evidence," Telecommunications Policy, Elsevier, vol. 46(5).
    57. Mao Wu & Ying Ma & Yu Gao & Zhanhui Ji, 2024. "The impact of digital economy on income inequality from the perspective of technological progress-biased transformation: evidence from China," Empirical Economics, Springer, vol. 67(2), pages 567-607, August.
    58. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2022. "For whom the bell tolls: The firm-level effects of automation on wage and gender inequality," Research Policy, Elsevier, vol. 51(7).
    59. Skare, Marinko & Gavurova, Beata & Blažević Burić, Sanja, 2024. "Artificial intelligence and wealth inequality: A comprehensive empirical exploration of socioeconomic implications," Technology in Society, Elsevier, vol. 79(C).
    60. 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.
    61. Emmanuel Bruno Nkoa Ongo & Fabrice Ewolo Bitoto & Blaise Beyene Ondoua & Cérapis Nchinda Mbognou, 2024. "Does Innovation Drive Up Income Inequality in Africa?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 16264-16290, December.
    62. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    63. Ajmi, Ahdi Noomen & Hammoudeh, Shawkat & Nguyen, Duc Khuong & Sato, João Ricardo, 2015. "On the relationships between CO2 emissions, energy consumption and income: The importance of time variation," Energy Economics, Elsevier, vol. 49(C), pages 629-638.
    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. Ofori, Isaac K., 2024. "Frontier Technology Readiness, Democracy, and Income Inequality in Africa," MPRA Paper 121243, University Library of Munich, Germany.
    2. Ofori, Isaac K., 2024. "Frontier Technology Readiness, Democracy, and Income Inequality in Africa," EconStor Preprints 298788, ZBW - Leibniz Information Centre for Economics.
    3. Julius Tan Gonzales, 2023. "Implications of AI innovation on economic growth: a panel data study," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 12(1), pages 1-37, December.
    4. Emmanuel Bruno Nkoa Ongo & Fabrice Ewolo Bitoto & Blaise Beyene Ondoua & Cérapis Nchinda Mbognou, 2024. "Does Innovation Drive Up Income Inequality in Africa?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 16264-16290, December.
    5. Lee, Chien-Chiang & Tang, Manting & Lee, Chi-Chuan, 2023. "Reaping digital dividends: Digital inclusive finance and high-quality development of enterprises in China," Telecommunications Policy, Elsevier, vol. 47(2).
    6. Kamguia, Brice & Tadadjeu, Sosson & Ndoya, Hermann & Djeunankan, Ronald, 2025. "Assessing the nexus between industrialization and inclusive green growth in Africa. The critical role of energy efficiency," Ecological Economics, Elsevier, vol. 233(C).
    7. Gbolonyo, Emmanuel Y. & Ofori, Isaac K. & Ojong, Nathanael, 2024. "Does Economic Complexity Promote Inclusive Green Growth," EconStor Preprints 298785, ZBW - Leibniz Information Centre for Economics.
    8. 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.
    9. François Rycx & Yves Saks & Ilan Tojerow, 2015. "Does Education Raise Productivity and Wages Equally? The Moderating Roles of Age, Gender and Industry," Working Paper Research 281, National Bank of Belgium.
    10. Njamen Kengdo Arsène Aurelien & Nchofoung Tii N. & Kos A Mougnol Alice, 2023. "Determinants of Military Spending in Africa: Do Institutions Matter?," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 29(4), pages 401-440, December.
    11. Njamen Kengdo, Arsène Aurelien & Kitio, Victor, 2025. "The defence sector faces the resource curse: Effect of natural resource rents on defence spending in Sub-Saharan Africa," Resources Policy, Elsevier, vol. 105(C).
    12. Cheng, Maoyong & Qu, Yang, 2020. "Does bank FinTech reduce credit risk? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
    13. Carlos Alberto Piscarreta Pinto Ferreira, 2023. "Drivers of Sovereign Bond Demand – The Case of Japans," Working Papers REM 2023/0264, ISEG - Lisbon School of Economics and Management, REM, Universidade de Lisboa.
    14. Ugur, Mehmet, 2024. "Effects of innovation and markups on employment and labour share in OECD industries," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 221-234.
    15. Daniel Ştefan Armeanu & Georgeta Vintilă & Ştefan Cristian Gherghina, 2017. "Empirical Study towards the Drivers of Sustainable Economic Growth in EU-28 Countries," Sustainability, MDPI, vol. 10(1), pages 1-22, December.
    16. Borice Augustin Ngounou & Honoré Tekam Oumbe & Bruno Emmanuel Ongo Nkoa & Edmond Noubissi Domguia, 2024. "Inclusive growth in the face of increasing urbanization: What experience for African countries?," Review of Development Economics, Wiley Blackwell, vol. 28(1), pages 34-70, February.
    17. Njangang, Henri & Beleck, Alim & Tadadjeu, Sosson & Kamguia, Brice, 2022. "Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis," Telecommunications Policy, Elsevier, vol. 46(2).
    18. Nikolaos Terzidis & Raquel Ortega‐Argilés, 2021. "Employment polarization in regional labor markets: Evidence from the Netherlands," Journal of Regional Science, Wiley Blackwell, vol. 61(5), pages 971-1001, November.
    19. Xu, Yuanbin & Wei, Yuan & Zeng, Xin & Yu, Haiqing & Chen, Hongjie, 2024. "Big data development and labor income share: Evidence from China's national big data comprehensive pilot zones," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1415-1437.
    20. Benzaim, Samia & Ftiti, Zied & Khedhaouria, Anis & Djermane, Rebai, 2023. "US foreign investments: Technology transfer, relative backwardness, and the productivity growth of host countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 275-295.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe
    • Q01 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - General - - - Sustainable Development
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:127772. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.