IDEAS home Printed from https://ideas.repec.org/p/ipt/termod/2020607.html

The ex-ante RHOMOLO assessment of the macroeconomic impact of the ECF Digital Leadership window 2028-2034

Author

Listed:

Abstract

This paper provides an ex-ante assessment of the macroeconomic impact of the Digital Leadership window of the proposed European Competitiveness Fund (ECF), covering the 2028–2034 programming period. The ECF Digital Leadership window plans to invest €51.5 billion in digital infrastructure, private sector digitalisation, digital skills, and programme support across EU Member States. Using the country-level version of the RHOMOLO spatial dynamic general equilibrium model, we simulate nine scenarios varying the composition of investment, the distribution of funds across Member States, and the pace of disbursement. The simulations suggest a ten-year cumulative GDP impact for the EU as a whole in the range of €95 to €114 billion, equivalent to cumulative GDP multipliers of 1.84 to 2.21. The main source of variation is the balance between direct public infrastructure spending and financial instruments that leverage private digital investment: the latter additionally activates a permanent total factor productivity gain that sustains the GDP impact beyond the disbursement period. The distribution of funds across Member States has little effect on the EU aggregate but matters substantially for individual country outcomes. A spillover decomposition shows that trade and digital spillovers together account for approximately 26% of each country's own-country GDP effect at year 10, with marked heterogeneity driven by bilateral trade integration. A sensitivity analysis on the digital spillover elasticity, varying the parameter from 1% to 5%, raises the EU27 ten-year cumulative multiplier from 1.91 to 2.91, illustrating the importance of this assumption for the aggregate results. The impact on EU exports is positive in most years, following a short-run crowding-out in the first three years of disbursement.

Suggested Citation

  • Christou Tryfonas & Garcia Rodriguez Abian & Lazarou Nicholas Joseph & Maradi Panna & Peralta Catarina & Salotti Simone & Thom Sabrina, 2026. "The ex-ante RHOMOLO assessment of the macroeconomic impact of the ECF Digital Leadership window 2028-2034," JRC Working Papers on Territorial Modelling and Analysis 2026-07, Joint Research Centre.
  • Handle: RePEc:ipt:termod:2020607
    as

    Download full text from publisher

    File URL: https://publications.jrc.ec.europa.eu/repository/handle/JRC147123
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Shahnazi, Rouhollah, 2021. "Do information and communications technology spillovers affect labor productivity?," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 342-359.
    2. Alessandra Colombelli & Emilio Paolucci & Elisabetta Raguseo & Gianluca Elia, 2024. "The creation of digital innovative start-ups: the role of digital knowledge spillovers and digital skill endowment," Small Business Economics, Springer, vol. 62(3), pages 917-937, March.
    3. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    4. Hernández de Rojas, Félix & Rodríguez Pita, Pilar & Pérez Martínez, Jorge Emiliano, 2025. "The phenomena of spatial spillovers of digitalization and competitiveness inside European regions," Telecommunications Policy, Elsevier, vol. 49(7).
    5. Lu Qiu & Xiaowen Jie & Yanan Wang & Minjuan Zhao, 2020. "Green product innovation, green dynamic capability, and competitive advantage: Evidence from Chinese manufacturing enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(1), pages 146-165, January.
    6. Kadri Männasoo & Heili Hein & Raul Ruubel, 2018. "The contributions of human capital, R&D spending and convergence to total factor productivity growth," Regional Studies, Taylor & Francis Journals, vol. 52(12), pages 1598-1611, December.
    7. Hazwan Haini & Pang Wei Loon, 2023. "Do regional integration and trade linkages promote productivity spillovers? Evidence from the European Union," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 23(1), pages 64-90.
    8. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    9. Matthias Siller & Thomas Schatzer & Janette Walde & Gottfried Tappeiner, 2021. "What drives total factor productivity growth? An examination of spillover effects," Regional Studies, Taylor & Francis Journals, vol. 55(6), pages 1129-1139, June.
    10. André Carrascal-Incera & Weilin Liu & Luis Orea & Robin C. Sickles, 2025. "Beyond borders: how spillovers and commercial networks shape European productivity," Journal of Productivity Analysis, Springer, vol. 64(3), pages 255-303, December.
    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. Juan Jung & Enrique López-Bazo & Matteo Grazzi, 2017. "“Internet and enterprise productivity:evidence from Latin America”," AQR Working Papers 201705, University of Barcelona, Regional Quantitative Analysis Group, revised May 2017.
    2. Emanuela Marrocu & Raffaele Paci & Stefano Usai, 2022. "Direct and indirect effects of universities on European regional productivity," Papers in Regional Science, Wiley Blackwell, vol. 101(5), pages 1105-1133, October.
    3. Casas Aljama Pablo & Christou Tryfonas & Garcia Rodriguez Abian & Lazarou Nicholas & Salotti Simone, 2026. "The RHOMOLO assessment of the macroeconomic impact of the Digital Europe Programme (2021-2025 data)," JRC Working Papers on Territorial Modelling and Analysis 2026-01, Joint Research Centre.
    4. Edquist, Harald, 2022. "The economic impact of mobile broadband speed," Telecommunications Policy, Elsevier, vol. 46(5).
    5. Martijn Burger & Sarah Courchesne & Ilias Kostarakos & Chiara Peroni & Francesco Sarracino & Spyridon Stavropoulos, 2025. "Subjective well-being and regional productivity in the European Union," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 74(3), pages 1-25, September.
    6. Jung, Juan & López-Bazo, Enrique, 2020. "On the regional impact of broadband on productivity: The case of Brazil," Telecommunications Policy, Elsevier, vol. 44(1).
    7. Zhao, Xiang & Liu, Jiali, 2025. "The impact of digital infrastructure on labor productivity," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 274-287.
    8. Liu, Ying & Mbanyele, William & Wang, Fengrong & Zhang, Linbo & Huang, Hongyun, 2025. "How does green supply chain management influence corporate total factor productivity——Evidence from a quasi-natural experiment," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 57-82.
    9. Edquist, Harald & Goodridge, Peter & Haskel, Jonathan & Li, Xuan & Lindquist, Edward, 2018. "How important are mobile broadband networks for the global economic development?," Information Economics and Policy, Elsevier, vol. 45(C), pages 16-29.
    10. Tisdell, Clem, 2014. "Information Technology's Impacts on Productivity, Welfare and Social Change: Second Version," Economic Theory, Applications and Issues Working Papers 195701, University of Queensland, School of Economics.
    11. Valeria Costantini & Francesco Crespi & Giovanni Marin & Elena Paglialunga, 2016. "Eco-innovation, sustainable supply chains and environmental performance in European industries," LEM Papers Series 2016/19, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    12. Leopoldo Fergusson & Carlos Molina, 2020. "Facebook Causes Protests," HiCN Working Papers 323, Households in Conflict Network.
    13. David Owyong & Shandre Thangavelu, 2001. "An empirical study on public capital spillovers from the USA to Canada," Applied Economics, Taylor & Francis Journals, vol. 33(11), pages 1493-1499.
    14. Raffaello Bronzini & Paolo Piselli, 2006. "Determinants of long-run regional productivity: the role of R&D, human capital and public infrastructure," Temi di discussione (Economic working papers) 597, Bank of Italy, Economic Research and International Relations Area.
    15. Matthias Firgo & Fabian Gabelberger & Andreas Reinstaller & Yvonne Wolfmayr, 2024. "Assessing Regional Production Potential to Strengthen the Security of Supply in Strategic Products," WIFO Working Papers 670, WIFO.
    16. Kumar, Sanjesh & Singh, Baljeet, 2019. "Barriers to the international diffusion of technological innovations," Economic Modelling, Elsevier, vol. 82(C), pages 74-86.
    17. Yi Li, 2020. "Internet Development and Structural Transformation: Evidence from China," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 10(1), pages 1-8.
    18. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    19. Alexis Habiyaremye, 2008. "Economic Proximity and Technology Flows: South Africa's Influence and the Role of Technological Interaction in Botswana's Diversification Effort," WIDER Working Paper Series RP2008-92, World Institute for Development Economic Research (UNU-WIDER).
    20. Cem Ertur & Antonio Musolesi, 2017. "Weak and Strong Cross‐Sectional Dependence: A Panel Data Analysis of International Technology Diffusion," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(3), pages 477-503, April.

    More about this item

    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:ipt:termod:2020607. 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: Publication Officer (email available below). General contact details of provider: https://edirc.repec.org/data/ipjrces.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.