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Evolution of topics in central bank speech communication

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  • Magnus Hansson

Abstract

This paper studies the content of central bank speech communication from 1997 through 2020 and asks the following questions: (i) What global topics do central banks talk about? (ii) How do these topics evolve over time? I turn to natural language processing, and more specifically Dynamic Topic Models, to answer these questions. The analysis consists of an aggregate study of nine major central banks and a case study of the Federal Reserve, which allows for region specific control variables. I show that: (i) Central banks address a broad range of topics. (ii) The topics are well captured by Dynamic Topic Models. (iii) The global topics exhibit strong and significant autoregressive properties not easily explained by financial control variables.

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  • Magnus Hansson, 2021. "Evolution of topics in central bank speech communication," Papers 2109.10058, arXiv.org.
  • Handle: RePEc:arx:papers:2109.10058
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    References listed on IDEAS

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    1. 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.
    2. Nyman, Rickard & Kapadia, Sujit & Tuckett, David, 2021. "News and narratives in financial systems: Exploiting big data for systemic risk assessment," Journal of Economic Dynamics and Control, Elsevier, vol. 127(C).
    3. Jeffery D. Amato & Stephen Morris & Hyun Song Shin, 2002. "Communication and Monetary Policy," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(4), pages 495-503.
    4. Lamla, Michael J. & Vinogradov, Dmitri V., 2019. "Central bank announcements: Big news for little people?," Journal of Monetary Economics, Elsevier, vol. 108(C), pages 21-38.
    5. Coibion, Olivier & Gorodnichenko, Yuriy & Kumar, Saten & Pedemonte, Mathieu, 2020. "Inflation expectations as a policy tool?," Journal of International Economics, Elsevier, vol. 124(C).
    6. Saten Kumar & Hassan Afrouzi & Olivier Coibion & Yuriy Gorodnichenko, 2015. "Inflation Targeting Does Not Anchor Inflation Expectations: Evidence from Firms in New Zealand," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(2 (Fall)), pages 151-225.
    7. Andersson, Malin & Dillen, Hans & Sellin, Peter, 2006. "Monetary policy signaling and movements in the term structure of interest rates," Journal of Monetary Economics, Elsevier, vol. 53(8), pages 1815-1855, November.
    8. 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.
    9. Hayo, Bernd & Neuenkirch, Edith, 2014. "The German public and its trust in the ECB: The role of knowledge and information search," Journal of International Money and Finance, Elsevier, vol. 47(C), pages 286-303.
    10. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    11. Armelius, Hanna & Bertsch, Christoph & Hull, Isaiah & Zhang, Xin, 2020. "Spread the Word: International spillovers from central bank communication," Journal of International Money and Finance, Elsevier, vol. 103(C).
    12. repec:pri:cepsud:161blinder is not listed on IDEAS
    13. Cook, Timothy & Hahn, Thomas, 1989. "The effect of changes in the federal funds rate target on market interest rates in the 1970s," Journal of Monetary Economics, Elsevier, vol. 24(3), pages 331-351, November.
    14. Alan S. Blinder, 2018. "Through a Crystal Ball Darkly: The Future of Monetary Policy Communication," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 567-571, May.
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    Cited by:

    1. Leek, Lauren Caroline & Bischl, Simeon & Freier, Maximilian, 2024. "Introducing Textual Measures of Central Bank Policy-Linkages Using ChatGPT," SocArXiv 78wnp, Center for Open Science.

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