IDEAS home Printed from https://ideas.repec.org/p/drm/wpaper/2025-23.html
   My bibliography  Save this paper

Capturing international influences in U.S. monetary policy through a NLP approach

Author

Listed:
  • Nicolas de Roux
  • Laurent Ferrara

Abstract

Officially, the U.S. Federal Reserve has a statutory dual domestic mandate of price stability and full employment, but, in this paper, we question the role of the international environment in shaping Fed monetary policy decisions. In this respect, we use minutes of the Federal Open Market Committee (FOMC) and construct indexes of the attention paid by U.S. monetary policymakers to the international economic and financial situation. These indexes are built by applying natural language processing (NLP) techniques ranging from word count to built-from-scratch machine learning models, to OpenAI's GPT models. By integrating those text-based indicators into a Taylor rule, we derive various quantitative measures of the external influences on Fed decisions. Our results show that when there is a focus on international topics within the FOMC, the Fed’s monetary policy generally tends to be more accommodative than expected by a standard Taylor rule. This result is robust to various alternatives that includes a time-varying neutral interest rate or a shadow central bank interest rate.

Suggested Citation

  • Nicolas de Roux & Laurent Ferrara, 2025. "Capturing international influences in U.S. monetary policy through a NLP approach," EconomiX Working Papers 2025-23, University of Paris Nanterre, EconomiX.
  • Handle: RePEc:drm:wpaper:2025-23
    as

    Download full text from publisher

    File URL: https://economix.fr/pdf/dt/2025/WP_EcoX_2025-23.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Christina D. Romer & David H. Romer, 2004. "A New Measure of Monetary Shocks: Derivation and Implications," American Economic Review, American Economic Association, vol. 94(4), pages 1055-1084, September.
    2. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    3. Dedola, Luca & Rivolta, Giulia & Stracca, Livio, 2017. "If the Fed sneezes, who catches a cold?," Journal of International Economics, Elsevier, vol. 108(S1), pages 23-41.
    4. Istrefi, Klodiana & Odendahl, Florens & Sestieri, Giulia, 2023. "Fed communication on financial stability concerns and monetary policy decisions: Revelations from speeches," Journal of Banking & Finance, Elsevier, vol. 151(C).
    5. Chiranjit Chakraborty & Andreas Joseph, 2017. "Machine learning at central banks," Bank of England working papers 674, Bank of England.
    6. Jeffrey D. Sachs, 1985. "The Dollar and the Policy Mix: 1985," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 16(1), pages 117-197.
    7. Andres Algaba & David Ardia & Keven Bluteau & Samuel Borms & Kris Boudt, 2020. "Econometrics Meets Sentiment: An Overview Of Methodology And Applications," Journal of Economic Surveys, Wiley Blackwell, vol. 34(3), pages 512-547, July.
    8. John B. Taylor, 1999. "Introduction to "Monetary Policy Rules"," NBER Chapters, in: Monetary Policy Rules, pages 1-14, National Bureau of Economic Research, Inc.
    9. Maurice Obstfeld, 2020. "Global Dimensions of U.S. Monetary Policy," International Journal of Central Banking, International Journal of Central Banking, vol. 16(1), pages 73-132, February.
    10. Breitenlechner, Max & Georgiadis, Georgios & Schumann, Ben, 2022. "What goes around comes around: How large are spillbacks from US monetary policy?," Journal of Monetary Economics, Elsevier, vol. 131(C), pages 45-60.
    11. Hansen, Stephen & McMahon, Michael, 2016. "Shocking language: Understanding the macroeconomic effects of central bank communication," Journal of International Economics, Elsevier, vol. 99(S1), pages 114-133.
    12. John B. Taylor, 1999. "A Historical Analysis of Monetary Policy Rules," NBER Chapters, in: Monetary Policy Rules, pages 319-348, National Bureau of Economic Research, Inc.
    13. Anna Cieslak & Annette Vissing-Jorgensen, 2021. "The Economics of the Fed Put," The Review of Financial Studies, Society for Financial Studies, vol. 34(9), pages 4045-4089.
    14. Bruno, Valentina & Shin, Hyun Song, 2015. "Capital flows and the risk-taking channel of monetary policy," Journal of Monetary Economics, Elsevier, vol. 71(C), pages 119-132.
    15. Renault, Thomas, 2017. "Intraday online investor sentiment and return patterns in the U.S. stock market," Journal of Banking & Finance, Elsevier, vol. 84(C), pages 25-40.
    16. Jeffrey Sachs, 1985. "The Dollar and the Policy Mix: 1985," NBER Working Papers 1636, National Bureau of Economic Research, Inc.
    17. Masahiko Shibamoto, 2016. "Empirical Assessment of the Impact of Monetary Policy Communication on the Financial Market," Discussion Paper Series DP2016-19, Research Institute for Economics & Business Administration, Kobe University.
    18. Thomas Renault, 2017. "Intraday online investor sentiment and return patterns in the U.S. stock market," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-03205113, HAL.
    19. Thomas Laubach & John C. Williams, 2003. "Measuring the Natural Rate of Interest," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1063-1070, November.
    20. Leif Anders Thorsrud, 2020. "Words are the New Numbers: A Newsy Coincident Index of the Business Cycle," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(2), pages 393-409, April.
    21. Hubert, Paul & Labondance, Fabien, 2021. "The signaling effects of central bank tone," European Economic Review, Elsevier, vol. 133(C).
    22. Adam Hale Shapiro & Daniel J Wilson, 2022. "Taking the Fed at its Word: A New Approach to Estimating Central Bank Objectives using Text Analysis," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(5), pages 2768-2805.
    23. Panagiotis Mazis & Andrianos Tsekrekos, 2017. "Latent semantic analysis of the FOMC statements," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 16(2), pages 179-217, May.
    24. Saskia Ter Ellen & Vegard H. Larsen & Leif Anders Thorsrud, 2022. "Narrative Monetary Policy Surprises and the Media," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 54(5), pages 1525-1549, August.
    25. Panagiotis Mazis & Andrianos Tsekrekos, 2017. "Latent semantic analysis of the FOMC statements," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 16(2), pages 179-217, May.
    26. Anton Korinek, 2023. "Generative AI for Economic Research: Use Cases and Implications for Economists," Journal of Economic Literature, American Economic Association, vol. 61(4), pages 1281-1317, December.
    27. Barry Eichengreen, 2013. "Does the Federal Reserve Care about the Rest of the World?," Journal of Economic Perspectives, American Economic Association, vol. 27(4), pages 87-104, Fall.
    28. John B. Taylor, 1999. "Monetary Policy Rules," NBER Books, National Bureau of Economic Research, Inc, number tayl99-1, October.
    29. Fernanda Nechio & Daniel J. Wilson, 2016. "How Important Is Information from FOMC Minutes?," FRBSF Economic Letter, Federal Reserve Bank of San Francisco.
    30. Ochs, A. C. R., 2021. "A New Monetary Policy Shock with Text Analysis," Cambridge Working Papers in Economics 2148, Faculty of Economics, University of Cambridge.
    31. Coibion, Olivier & Gorodnichenko, Yuriy & Kueng, Lorenz & Silvia, John, 2017. "Innocent Bystanders? Monetary policy and inequality," Journal of Monetary Economics, Elsevier, vol. 88(C), pages 70-89.
    32. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    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. Audrino, Francesco & Serwart, Jan, 2024. "Yield curve trading strategies exploiting sentiment data," The North American Journal of Economics and Finance, Elsevier, vol. 74(C).
    2. Bennani, Hamza & Romelli, Davide, 2024. "Exploring the informativeness and drivers of tone during committee meetings: The case of the Federal Reserve," Journal of International Money and Finance, Elsevier, vol. 148(C).
    3. Istrefi, Klodiana & Odendahl, Florens & Sestieri, Giulia, 2023. "Fed communication on financial stability concerns and monetary policy decisions: Revelations from speeches," Journal of Banking & Finance, Elsevier, vol. 151(C).
    4. Stephen G. Cecchetti & Tommaso Mancini-Griffoli & Machiko Narita & Ratna Sahay, 2020. "US or Domestic Monetary Policy: Which Matters More for Financial Stability?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 68(1), pages 35-65, March.
    5. Fadda, Pietro & Hanifi, Rayane & Istrefi, Klodiana & Penalver, Adrian, 2022. "Central Bank Communication of Uncertainty," CEPR Discussion Papers 17728, C.E.P.R. Discussion Papers.
    6. Davide Romelli & Hamza Bennani, 2021. "Disagreement inside the FOMC: New Insights from Tone Analysis," Trinity Economics Papers tep1021, Trinity College Dublin, Department of Economics.
    7. Trehan, Bharat & Wu, Tao, 2007. "Time-varying equilibrium real rates and monetary policy analysis," Journal of Economic Dynamics and Control, Elsevier, vol. 31(5), pages 1584-1609, May.
    8. Martin Baumgaertner & Johannes Zahner, 2021. "Whatever it takes to understand a central banker - Embedding their words using neural networks," MAGKS Papers on Economics 202130, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    9. Michael T. Kiley, 2025. "Monetary Policy Strategy and the Anchoring of Long-Run Inflation Expectations," Finance and Economics Discussion Series 2025-027, Board of Governors of the Federal Reserve System (U.S.).
    10. Enrico Sergio Levrero, 2021. "Estimates of the Natural Rate of Interest and the Stance of Monetary Policies: A Critical Assessment," International Journal of Political Economy, Taylor & Francis Journals, vol. 50(1), pages 5-27, February.
    11. Margaux MacDonald & Michał Ksawery Popiel, 2020. "Unconventional Monetary Policy in a Small Open Economy," Open Economies Review, Springer, vol. 31(5), pages 1061-1115, November.
    12. Olivier Coibion & Yuriy Gorodnichenko, 2011. "Monetary Policy, Trend Inflation, and the Great Moderation: An Alternative Interpretation," American Economic Review, American Economic Association, vol. 101(1), pages 341-370, February.
    13. Glenn D. Rudebusch & Tao Wu, 2008. "A Macro‐Finance Model of the Term Structure, Monetary Policy and the Economy," Economic Journal, Royal Economic Society, vol. 118(530), pages 906-926, July.
    14. Luo, Yulei & Nie, Jun & Young, Eric, 2015. "Robust Permanent Income in General Equilibrium," MPRA Paper 63985, University Library of Munich, Germany.
    15. Enrico Sergio Levrero, 2022. "The Taylor Rule and its Aftermath: Elements for an Interpretation along Classical-Keynesian lines," Centro Sraffa Working Papers CSWP59, Centro di Ricerche e Documentazione "Piero Sraffa".
    16. Beyer, Andreas & Farmer, Roger E.A., 2007. "Natural rate doubts," Journal of Economic Dynamics and Control, Elsevier, vol. 31(3), pages 797-825, March.
    17. James D. Hamilton & Ethan S. Harris & Jan Hatzius & Kenneth D. West, 2016. "The Equilibrium Real Funds Rate: Past, Present, and Future," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(4), pages 660-707, November.
    18. Orphanides, Athanasios & Williams, John C., 2007. "Robust monetary policy with imperfect knowledge," Journal of Monetary Economics, Elsevier, vol. 54(5), pages 1406-1435, July.
    19. repec:spo:wpmain:info:hdl:2441/mqe122bu9lprrh0g2eloopgd is not listed on IDEAS
    20. Rudebusch, Glenn D, 2005. "Assessing the Lucas Critique in Monetary Policy Models," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 245-272, April.
    21. Degasperi,Riccardo & Hong, Seokki Simon & Ricco, Giovanni, 2020. "The Global Transmission of U.S. Monetary Policy," The Warwick Economics Research Paper Series (TWERPS) 1257, University of Warwick, Department of Economics.

    More about this item

    Keywords

    Monetary policy; Federal Reserve; FOMC minutes; International environment; Natural Language Processing; Machine Learning;
    All these keywords.

    JEL classification:

    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • F42 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - International Policy Coordination and Transmission
    • C54 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Quantitative Policy Modeling

    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:drm:wpaper:2025-23. 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: Valerie Mignon The email address of this maintainer does not seem to be valid anymore. Please ask Valerie Mignon to update the entry or send us the correct address (email available below). General contact details of provider: https://edirc.repec.org/data/modemfr.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.