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Measuring geoeconomic tension: a large-language-model approach for the euro area

Author

Listed:
  • Ioannou, Demosthenes
  • Prioriello, Raffaele
  • Durrani, Agha

Abstract

We construct an index of geopolitical and geoeconomic tension for the euro area using Large-Language Models (LLMs) that prompt a large dataset of European, local-language newspaper articles. The resulting LLM Geoeconomic and Geopolitical Tension (LGPT) index and its subindices seek to provide an accurate narrative of tensions and their sources over the past quarter century. The multilingual LLM approach allows for a separation between geopolitical and geoeconomic tensions and for granularity in the identification of the source of such tensions including trade, energy and finance. This lends itself to more accurate economic analysis of the impact of geopolitics and geoeconomics on the euro area economy. The LLM approach is efficient and capable among other things of extracting trends regarding the international institutional actors involved in developments. We also illustrate one potential use of the index by estimating the impact of geoeconomic tensions on output and inflation in the euro area in a Bayesian structural VAR framework. JEL Classification: C43, C45, N40, H56, C30

Suggested Citation

  • Ioannou, Demosthenes & Prioriello, Raffaele & Durrani, Agha, 2026. "Measuring geoeconomic tension: a large-language-model approach for the euro area," Working Paper Series 3250, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20263250
    Note: 1056819
    as

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    References listed on IDEAS

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    1. Bremmer, Ian & Keat, Preston, 2009. "The Fat Tail: The Power of Political Knowledge for Strategic Investing," OUP Catalogue, Oxford University Press, number 9780195328554.
    2. Dang, Tam Hoang-Nhat & Nguyen, Canh Phuc & Lee, Gabriel S. & Nguyen, Binh Quang & Le, Thuy Thu, 2023. "Measuring the energy-related uncertainty index," Energy Economics, Elsevier, vol. 124(C).
    3. Albert Saiz & Uri Simonsohn, 2013. "Proxying For Unobservable Variables With Internet Document-Frequency," Journal of the European Economic Association, European Economic Association, vol. 11(1), pages 137-165, February.
    4. Matteo Maggiori & Chris Clayton & Jesse Schreger, 2024. "A theory of economic coercion and fragmentation," BIS Working Papers 1224, Bank for International Settlements.
    5. Aarab, Ilias & Bańbura, Marta & Bobeica, Elena & Leguay, Emma, 2025. "Monitoring attention to inflation in the news," Economic Bulletin Boxes, European Central Bank, vol. 6.
    6. Bernstein, Martin & Meyer, Josefin & O'Rourke, Kevin Hjortshøj & Schularick, Moritz, 2025. "Economic insecurity: Trade dependencies and their weaponization in history," Kiel Working Papers 2295, Kiel Institute for the World Economy.
    7. repec:osf:socarx:j8p3m_v1 is not listed on IDEAS
    8. Maurice Obstfeld, 2024. "Economic multilateralism 80 years after Bretton Woods," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 40(2), pages 307-328.
    9. Mr. Shekhar Aiyar & Mr. Jiaqian Chen & Mr. Christian H Ebeke & Mr. Roberto Garcia-Saltos & Tryggvi Gudmundsson & Ms. Anna Ilyina & Mr. Alvar Kangur & Tansaya Kunaratskul & Mr. Sergio L. Rodriguez & Mi, 2023. "Geoeconomic Fragmentation and the Future of Multilateralism," IMF Staff Discussion Notes 2023/001, International Monetary Fund.
    10. Christopher Clayton & Matteo Maggiori & Jesse Schreger, 2025. "The Political Economy of Geoeconomic Power," AEA Papers and Proceedings, American Economic Association, vol. 115, pages 588-592, May.
    11. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    12. Francesco Audrino & Jessica Gentner & Simon Stalder, 2024. "Quantifying uncertainty: a new era of measurement through large language models," Working Papers 2024-12, Swiss National Bank.
    13. Ambrocio, Gene & Fungáčová, Zuzana & Heikkinen, Joni & Kerola, Eeva & Korhonen, Iikka & Norring, Anni, 2025. "Northern insights: Geopolitical risk from Finnish news media," Bank of Finland Research Discussion Papers 13/2025, Bank of Finland.
    14. Christopher Clayton & Matteo Maggiori & Jesse Schreger, 2026. "A Framework for Geoeconomics," Econometrica, Econometric Society, vol. 94(1), pages 105-136, January.
    15. Caldara, Dario & Conlisk, Sarah & Iacoviello, Matteo & Penn, Maddie, 2026. "Do geopolitical risks raise or lower inflation?," Journal of International Economics, Elsevier, vol. 159(C).
    16. Bondarenko, Yevheniia & Lewis, Vivien & Rottner, Matthias & Schüler, Yves, 2024. "Geopolitical risk perceptions," Journal of International Economics, Elsevier, vol. 152(C).
    17. Jennifer Oetzel & Kathleen Getz, 2012. "Why and how might firms respond strategically to violent conflict?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(2), pages 166-186, February.
    18. repec:osf:socarx:j8wgx_v1 is not listed on IDEAS
    19. Gopinath, Gita & Gourinchas, Pierre-Olivier & Presbitero, Andrea F. & Topalova, Petia, 2025. "Changing global linkages: A new Cold War?," Journal of International Economics, Elsevier, vol. 153(C).
    20. Brignone, Davide & Gambetti, Luca & Ricci, Martino, 2024. "Geopolitical risk shocks: when size matters," Working Paper Series 2972, European Central Bank.
    21. Irma Alonso-Alvarez & Marina Diakonova & Javier J. Pérez, 2025. "Rethinking GPR: The sources of geopolitical risk," Working Papers 2522, Banco de España.
    22. Erik Andres-Escayola & Corinna Ghirelli & Luis Molina & Javier J. Pérez & Elena Vidal, 2022. "Using newspapers for textual indicators: which and how many?," Working Papers 2235, Banco de España.
    23. Keohane, Robert O. & Nye, Joseph S., 1987. "Power and Interdependence revisited," International Organization, Cambridge University Press, vol. 41(4), pages 725-753, October.
    Full references (including those not matched with items on IDEAS)

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    Keywords

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    JEL classification:

    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
    • C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
    • N40 - Economic History - - Government, War, Law, International Relations, and Regulation - - - General, International, or Comparative
    • H56 - Public Economics - - National Government Expenditures and Related Policies - - - National Security and War
    • C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General

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