IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/zsc4x_v1.html
   My bibliography  Save this paper

Chokepoints: Identifying Economic Pressure

Author

Listed:
  • Clayton, Christopher
  • Coppola, Antonio
  • Maggiori, Matteo

    (Stanford University)

  • Schreger, Jesse

Abstract

Economic pressure—the use of economic means by governments to achieve geopolitical ends—has become a prominent feature of global power dynamics. This paper introduces a methodology using large language models (LLMs) to systematically extract signals of geoeconomic pressure from large textual corpora. We quantify not just the direct effects of implemented policies but also the off-path threats that induce compliance without formal action. We systematically identify governments, firms, tools, and activities that are involved in this pressure. We demonstrate that firms respond differently to various forms of economic pressure, as well responding differently to policies that have been implemented versus the threat of future pressure.

Suggested Citation

  • Clayton, Christopher & Coppola, Antonio & Maggiori, Matteo & Schreger, Jesse, 2025. "Chokepoints: Identifying Economic Pressure," SocArXiv zsc4x_v1, Center for Open Science.
  • Handle: RePEc:osf:socarx:zsc4x_v1
    DOI: 10.31219/osf.io/zsc4x_v1
    as

    Download full text from publisher

    File URL: https://osf.io/download/67c2873d75567cb0cde2f16d/
    Download Restriction: no

    File URL: https://libkey.io/10.31219/osf.io/zsc4x_v1?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
    ---><---

    References listed on IDEAS

    as
    1. Melissa Dell, 2024. "Deep Learning for Economists," Papers 2407.15339, arXiv.org, revised Nov 2024.
    2. Aaditya Mattoo & Michele Ruta & Robert W. Staiger, 2024. "Geopolitics and the World Trading System," NBER Working Papers 33293, National Bureau of Economic Research, Inc.
    3. Aiyar, Shekhar & Malacrino, Davide & Presbitero, Andrea F., 2024. "Investing in friends: The role of geopolitical alignment in FDI flows," European Journal of Political Economy, Elsevier, vol. 83(C).
    4. Drezner, Daniel W., 2003. "The Hidden Hand of Economic Coercion," International Organization, Cambridge University Press, vol. 57(3), pages 643-659, July.
    5. Ahn, Daniel P. & Ludema, Rodney D., 2020. "The sword and the shield: The economics of targeted sanctions," European Economic Review, Elsevier, vol. 130(C).
    6. Dzhamilya Nigmatulina, 2022. "Sanctions and misallocation. How sanctioned firms won and Russia lost," CEP Discussion Papers dp1886, Centre for Economic Performance, LSE.
    7. Melissa Dell, 2024. "Deep Learning for Economists," NBER Working Papers 32768, National Bureau of Economic Research, Inc.
    8. Christoph Trebesch & Josefin Meyer & Jiaxian Zhou Wu & Alberto Martin & Fernando Broner, 2025. "Hegemony and International Alignment," Working Papers 1483, Barcelona School of Economics.
    9. Tarek Alexander Hassan & Stephan Hollander & Aakash Kalyani & Laurence van Lent & Markus Schwedeler & Ahmed Tahoun, 2024. "Economic Surveillance using Corporate Text," NBER Working Papers 33158, National Bureau of Economic Research, Inc.
    10. Clayton, Christopher & Maggiori, Matteo & Schreger, Jesse, 2025. "The Political Economy of Geoeconomic Power," SocArXiv j8p3m_v1, Center for Open Science.
    11. Carolin Pflueger & Pierre Yared, 2024. "Global Hegemony and Exorbitant Privilege," NBER Working Papers 32775, National Bureau of Economic Research, Inc.
    12. Christopher Clayton & Matteo Maggiori & Jesse Schreger, 2025. "The Political Economy of Geoeconomic Power," NBER Working Papers 33353, National Bureau of Economic Research, Inc.
    13. 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).
    14. Tarek A Hassan & Jesse Schreger & Markus Schwedeler & Ahmed Tahoun, 2024. "Sources and Transmission of Country Risk," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(4), pages 2307-2346.
    15. Liu, Ke & Fu, Qiang & Ma, Qing & Ren, Xiang, 2024. "Does geopolitical risk affect exports? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1558-1569.
    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. Lastauskas, Povilas & Proškutė, Aurelija & Žaldokas, Alminas, 2023. "How do firms adjust when trade stops?," Journal of Economic Behavior & Organization, Elsevier, vol. 216(C), pages 287-307.
    2. Jesús Fernández-Villaverde & Galo Nuño & Jesse Perla, 2024. "Taming the Curse of Dimensionality: Quantitative Economics with Deep Learning," NBER Working Papers 33117, National Bureau of Economic Research, Inc.
    3. Aiyar, Shekhar & Ohnsorge, Franziska, 2024. "Geoeconomic Fragmentation and "Connector" Countries," MPRA Paper 121726, University Library of Munich, Germany.
    4. Garg, Prashant & Fetzer, Thiemo, 2024. "Causal Claims in Economics," OSF Preprints u4vgs, Center for Open Science.
    5. Kagerer, B., 2024. "Geopolitics and corporate risk: Evidence from EU-Russia conflict shocks," Cambridge Working Papers in Economics 2471, Faculty of Economics, University of Cambridge.
    6. Duong, Kiet Tuan & Huynh, Luu Duc Toan & Phan, Anh Dang Bao & Vu, Nam T., 2024. "From Russia with love: International risk-sharing, sanctions, and firm investments," Economics Letters, Elsevier, vol. 244(C).
    7. Pablo Ottonello & Wenting Song & Sebastian Sotelo, 2024. "An Anatomy of Firms’ Political Speech," Staff Working Papers 24-37, Bank of Canada.
    8. Samuel Chang & Andrew Kennedy & Aaron Leonard & John A. List, 2024. "12 Best Practices for Leveraging Generative AI in Experimental Research," NBER Working Papers 33025, National Bureau of Economic Research, Inc.
    9. Gold, Robert & Hinz, Julian & Valsecchi, Michele, 2023. "To Russia with love? The impact of sanctions on regime support," Kiel Working Papers 2212, Kiel Institute for the World Economy (IfW Kiel).
    10. Simola, Heli, 2023. "What the literature says about the effects of sanctions on Russia," BOFIT Policy Briefs 8/2023, Bank of Finland Institute for Emerging Economies (BOFIT).
    11. Lin, Wenlian & Cao, Jerry & Zhou, Sili & Li, Yong, 2024. "Political affinity, multilateralism, and foreign direct investment worldwide," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 94(C).
    12. Ina C. Jäkel & Søren Østervig & Erdal Yalcin, 2024. "The effects of heterogeneous sanctions on exporting firms: Evidence from Denmark," Review of International Economics, Wiley Blackwell, vol. 32(1), pages 161-189, February.
    13. Barseghyan, Gayane, 2019. "Sanctions and counter-sanctions : What did they do?," BOFIT Discussion Papers 24/2019, Bank of Finland, Institute for Economies in Transition.
    14. Tibor Besedeš & Stefan Goldbach & Volker Nitsch, 2024. "Smart or smash? The effect of financial sanctions on trade in goods and services," Review of International Economics, Wiley Blackwell, vol. 32(1), pages 223-251, February.
    15. Jin Mun Jeong & Dursun Peksen, 2019. "Domestic Institutional Constraints, Veto Players, and Sanction Effectiveness," Journal of Conflict Resolution, Peace Science Society (International), vol. 63(1), pages 194-217, January.
    16. Mikhail Mamonov & Anna Pestova & Steven Ongena, 2023. "“Crime and Punishment”? How Banks Anticipate and Propagate Global Financial Sanctions," CERGE-EI Working Papers wp753, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    17. Roy, Tonoy & Bhuiyan, Rubaiyat Ahsan & Ahmed, Sarwar Uddin & Abdullah, Mohammad, 2024. "Geopolitical conflict and firm bankruptcy risk," Finance Research Letters, Elsevier, vol. 68(C).
    18. Giovanni Carnazza & Paolo Liberati & Agnese Sacchi, 2024. "Political instability and international trade in the European Union: A network-based approach," Discussion Papers 2024/319, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    19. Vicente German-Soto & Gregory Brock, 2023. "Before the isolation: Russian regional β-convergence 2001–2019 before the pandemic and Ukrainian war," Economic Change and Restructuring, Springer, vol. 56(4), pages 2729-2746, August.
    20. Jerg Gutmann & Matthias Neuenkirch & Florian Neumeier, 2024. "Political Economy of International Sanctions," Research Papers in Economics 2024-07, University of Trier, Department of Economics.

    More about this item

    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:osf:socarx:zsc4x_v1. 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: OSF (email available below). General contact details of provider: https://arabixiv.org .

    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.