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‘Whatever it takes’ to change belief: evidence from Twitter

Author

Listed:
  • Michael Stiefel

    (University of Zurich)

  • Rémi Vivès

    (York University)

Abstract

The sovereign debt literature suggests the possibility that a self-fulfilling default crisis might be avoided if markets believe the central bank will act as lender of last resort. This paper investigates the extent to which changes in belief about an intervention of the European Central Bank (ECB) explain the sudden reduction of government bond spreads for the distressed countries in summer 2012. The authors study Twitter data and extract belief using machine learning techniques. They find evidence of strong increases in the perceived likelihood of ECB intervention and show that those increases explain subsequent decreases in the bond spreads of the distressed countries.

Suggested Citation

  • Michael Stiefel & Rémi Vivès, 2022. "‘Whatever it takes’ to change belief: evidence from Twitter," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 158(3), pages 715-747, August.
  • Handle: RePEc:spr:weltar:v:158:y:2022:i:3:d:10.1007_s10290-021-00443-0
    DOI: 10.1007/s10290-021-00443-0
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    References listed on IDEAS

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    1. Roch, Francisco & Uhlig, Harald, 2018. "The dynamics of sovereign debt crises and bailouts," Journal of International Economics, Elsevier, vol. 114(C), pages 1-13.
    2. Gholampour, Vahid, 2019. "Daily expectations of returns index," Journal of Empirical Finance, Elsevier, vol. 54(C), pages 236-252.
    3. Vahid Gholampour & Eric van Wincoop, 2017. "What can we Learn from Euro-Dollar Tweets?," NBER Working Papers 23293, National Bureau of Economic Research, Inc.
    4. Stephen Hansen & Michael McMahon & Andrea Prat, 2018. "Transparency and Deliberation Within the FOMC: A Computational Linguistics Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 801-870.
    5. Carlo Altavilla & Domenico Giannone & Michele Lenza, 2016. "The Financial and Macroeconomic Effects of the OMT Announcements," International Journal of Central Banking, International Journal of Central Banking, vol. 12(3), pages 29-57, September.
    6. 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.
    7. Calvo, Guillermo A, 1988. "Servicing the Public Debt: The Role of Expectations," American Economic Review, American Economic Association, vol. 78(4), pages 647-661, September.
    8. Giancarlo Corsetti & Luca Dedola, 2016. "The Mystery of the Printing Press: Monetary Policy and Self-Fulfilling Debt Crises," Journal of the European Economic Association, European Economic Association, vol. 14(6), pages 1329-1371.
    9. Annette Meinusch & Peter Tillmann, 2017. "Quantitative Easing and Tapering Uncertainty: Evidence from Twitter," International Journal of Central Banking, International Journal of Central Banking, vol. 13(4), pages 227-258, December.
    10. Urszula Szczerbowicz, 2015. "The ECB Unconventional Monetary Policies: Have They Lowered Market Borrowing Costs for Banks and Governments?," International Journal of Central Banking, International Journal of Central Banking, vol. 11(4), pages 91-127, December.
    11. Harold L. Cole & Timothy J. Kehoe, 2000. "Self-Fulfilling Debt Crises," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(1), pages 91-116.
    12. Luigi Bocola & Alessandro Dovis, 2019. "Self-Fulfilling Debt Crises: A Quantitative Analysis," American Economic Review, American Economic Association, vol. 109(12), pages 4343-4377, December.
    13. Arvind Krishnamurthy & Stefan Nagel & Annette Vissing-Jorgensen, 2018. "ECB Policies Involving Government Bond Purchases: Impact and Channels [The “greatest” carry trade ever? Understanding eurozone bank risks]," Review of Finance, European Finance Association, vol. 22(1), pages 1-44.
    14. Paul De Grauwe & Yuemei Ji, 2012. "Mispricing of Sovereign Risk and Macroeconomic Stability in the Eurozone," Journal of Common Market Studies, Wiley Blackwell, vol. 50(6), pages 866-880, November.
    15. Scotti, Chiara, 2016. "Surprise and uncertainty indexes: Real-time aggregation of real-activity macro-surprises," Journal of Monetary Economics, Elsevier, vol. 82(C), pages 1-19.
    16. Ambler, Steve & Rumler, Fabio, 2019. "The effectiveness of unconventional monetary policy announcements in the euro area: An event and econometric study," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 48-61.
    17. Giancarlo Corsetti & Luca Dedola, 2012. "The "Mystery of the Printing Press" Monetary Policy and Self-fulfilling Debt Crises," Discussion Papers 1424, Centre for Macroeconomics (CFM), revised Aug 2014.
    18. Falagiarda, Matteo & Reitz, Stefan, 2015. "Announcements of ECB unconventional programs: Implications for the sovereign spreads of stressed euro area countries," Journal of International Money and Finance, Elsevier, vol. 53(C), pages 276-295.
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    Cited by:

    1. Michael Ehrmann & Paul Hubert, 2022. "Information Acquisition ahead of Monetary Policy Announcements," Working papers 897, Banque de France.
    2. Baumgärtner, Martin & Zahner, Johannes, 2024. "Talking fragmentation away – Decoding the ’whatever it takes’ effect," Economics Letters, Elsevier, vol. 234(C).

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    More about this item

    Keywords

    Self-fulfilling default crisis; Unconventional monetary policy; Twitter data; Machine learning;
    All these keywords.

    JEL classification:

    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • F34 - International Economics - - International Finance - - - International Lending and Debt Problems

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