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Words are not all created equal: A new measure of ECB communication

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  • Picault, Matthieu
  • Renault, Thomas

Abstract

We develop a field-specific dictionary to measure the stance of the European Central Bank (ECB) monetary policy (dovish, neutral, hawkish) and the state of the Eurozone economy (positive, neutral, negative) through the content of ECB press conferences. In contrast with traditional textual analysis, we propose a novel approach using term-weighting and contiguous sequence of words (n-grams) to better capture the subtlety of central bank communication. We find that quantifying ECB communication using our field-specific weighted lexicon helps to explain future ECB monetary decisions when considering an augmented Taylor rule. Regarding European stock market volatility, we find that markets are more (less) volatile on the day following a conference with a negative (positive) tone about the euro area economic outlook. Our indicators significantly outperform a textual classification based on the Loughran–McDonald or Apel–Blix Grimaldi dictionaries and a media-based measure of economic policy uncertainty.

Suggested Citation

  • Picault, Matthieu & Renault, Thomas, 2017. "Words are not all created equal: A new measure of ECB communication," Journal of International Money and Finance, Elsevier, vol. 79(C), pages 136-156.
  • Handle: RePEc:eee:jimfin:v:79:y:2017:i:c:p:136-156
    DOI: 10.1016/j.jimonfin.2017.09.005
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    1. repec:bla:germec:v:8:y:2007:i::p:375-398 is not listed on IDEAS
    2. Alan S. Blinder & Michael Ehrmann & Marcel Fratzscher & Jakob De Haan & David-Jan Jansen, 2008. "Central Bank Communication and Monetary Policy: A Survey of Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 46(4), pages 910-945, December.
    3. Christian Conrad & Michael J. Lamla, 2010. "The High‐Frequency Response of the EUR‐USD Exchange Rate to ECB Communication," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(7), pages 1391-1417, October.
    4. Christina D. Romer & David H. Romer, 1989. "Does Monetary Policy Matter? A New Test in the Spirit of Friedman and Schwartz," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 121-184, National Bureau of Economic Research, Inc.
    5. Michael Woodford, 2005. "Central bank communication and policy effectiveness," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, issue Aug, pages 399-474.
    6. Ranaldo, Angelo & Rossi, Enzo, 2010. "The reaction of asset markets to Swiss National Bank communication," Journal of International Money and Finance, Elsevier, vol. 29(3), pages 486-503, April.
    7. Jakob de Haan & David-Jan Jansen & Jakob de Haan, 2007. "The Importance of Being Vigilant: Has ECB Communication Influenced Euro Area Inflation Expectations?," CESifo Working Paper Series 2134, CESifo.
    8. Rosa, Carlo, 2011. "Words that shake traders," Journal of Empirical Finance, Elsevier, vol. 18(5), pages 915-934.
    9. David-Jan Jansen & Richhild Moessner, 2016. "Communicating dissent on monetary policy: Evidence from central bank minutes," DNB Working Papers 512, Netherlands Central Bank, Research Department.
    10. Athanasios Orphanides, 2001. "Monetary Policy Rules Based on Real-Time Data," American Economic Review, American Economic Association, vol. 91(4), pages 964-985, September.
    11. Dewachter, Hans & Erdemlioglu, Deniz & Gnabo, Jean-Yves & Lecourt, Christelle, 2014. "The intra-day impact of communication on euro-dollar volatility and jumps," Journal of International Money and Finance, Elsevier, vol. 43(C), pages 131-154.
    12. Helge Berger & Jakob de Haan & Jan‐Egbert Sturm, 2011. "Does money matter in the ECB strategy? New evidence based on ECB communication," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 16(1), pages 16-31, January.
    13. John H. Boyd & Jian Hu & Ravi Jagannathan, 2005. "The Stock Market's Reaction to Unemployment News: Why Bad News Is Usually Good for Stocks," Journal of Finance, American Finance Association, vol. 60(2), pages 649-672, April.
    14. Jansen, David-Jan & De Haan, Jakob, 2005. "Talking heads: the effects of ECB statements on the euro-dollar exchange rate," Journal of International Money and Finance, Elsevier, vol. 24(2), pages 343-361, March.
    15. repec:pri:cepsud:161blinder is not listed on IDEAS
    16. David-Jan Jansen & Jakob De Haan, 2009. "Has ECB communication been helpful in predicting interest rate decisions? An evaluation of the early years of the Economic and Monetary Union," Applied Economics, Taylor & Francis Journals, vol. 41(16), pages 1995-2003.
    17. Michael Ehrmann & Marcel Fratzscher, 2007. "Communication by Central Bank Committee Members: Different Strategies, Same Effectiveness?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(2-3), pages 509-541, March.
    18. 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.
    19. 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.
    20. Kearney, Colm & Liu, Sha, 2014. "Textual sentiment in finance: A survey of methods and models," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 171-185.
    21. Apel, Mikael & Blix Grimaldi, Marianna, 2012. "The Information Content of Central Bank Minutes," Working Paper Series 261, Sveriges Riksbank (Central Bank of Sweden).
    22. Rosa, Carlo & Verga, Giovanni, 2007. "On the consistency and effectiveness of central bank communication: Evidence from the ECB," European Journal of Political Economy, Elsevier, vol. 23(1), pages 146-175, March.
    23. Stefan Gerlach, 2007. "Interest Rate Setting by the ECB, 1999-2006: Words and Deeds," International Journal of Central Banking, International Journal of Central Banking, vol. 3(3), pages 1-46, September.
    24. Petra M. Geraats, 2002. "Central Bank Transparency," Economic Journal, Royal Economic Society, vol. 112(483), pages 532-565, November.
    25. Hamza Bennani & Matthias Neuenkirch, 2017. "The (home) bias of European central bankers: new evidence based on speeches," Applied Economics, Taylor & Francis Journals, vol. 49(11), pages 1114-1131, March.
    26. Boschen, John F & Mills, Leonard O, 1995. "The Relation between Narrative and Money Market Indicators of Monetary Policy," Economic Inquiry, Western Economic Association International, vol. 33(1), pages 24-44, January.
    27. 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.
    28. Taylor, John B., 1993. "Discretion versus policy rules in practice," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 39(1), pages 195-214, December.
    29. Jan-Egbert Sturm & Jakob Haan, 2011. "Does central bank communication really lead to better forecasts of policy decisions? New evidence based on a Taylor rule model for the ECB," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 147(1), pages 41-58, April.
    30. Stephan Sauer & Jan‐Egbert Sturm, 2007. "Using Taylor Rules to Understand European Central Bank Monetary Policy," German Economic Review, Verein für Socialpolitik, vol. 8(3), pages 375-398, August.
    31. Amaya, Diego & Filbien, Jean-Yves, 2015. "The similarity of ECB’s communication," Finance Research Letters, Elsevier, vol. 13(C), pages 234-242.
    32. Alan S. Blinder & Michael Ehrmann & Marcel Fratzscher & Jakob De Haan & David-Jan Jansen, 2008. "Central Bank Communication and Monetary Policy: A Survey of Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 46(4), pages 910-945, December.
    33. Sandra A. Cannon, 2015. "Sentiment of the FOMC: Unscripted," Economic Review, Federal Reserve Bank of Kansas City, issue Q IV, pages 5-31.
    34. Hamza Bennani & Matthias Neuenkirch, 2017. "The (home) bias of European central bankers: new evidence based on speeches," Applied Economics, Taylor & Francis Journals, vol. 49(11), pages 1114-1131, March.
    35. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    36. Jakob de Haan & David-Jan Jansen & Jakob de Haan, 2007. "The Importance of Being Vigilant: Has ECB Communication Influenced Euro Area Inflation Expectations?," CESifo Working Paper Series 2134, CESifo.
    37. Marie Musard-Gies, 2005. "Do ECB's statements steer short-term and long-term interest rates in the euro zone?," Money Macro and Finance (MMF) Research Group Conference 2005 56, Money Macro and Finance Research Group.
    38. Sadique, Shibley & In, Francis & Veeraraghavan, Madhu & Wachtel, Paul, 2013. "Soft information and economic activity: Evidence from the Beige Book," Journal of Macroeconomics, Elsevier, vol. 37(C), pages 81-92.
    39. Andrew Filardo & Boris Hofmann, 2014. "Forward guidance at the zero lower bound," BIS Quarterly Review, Bank for International Settlements, March.
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    More about this item

    Keywords

    ECB; Central banking; Textual analysis; Monetary policy; Stock market volatility; Interest rates; Taylor rule;
    All these keywords.

    JEL classification:

    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

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