IDEAS home Printed from https://ideas.repec.org/p/zbw/bofrdp/rdp2020_012.html
   My bibliography  Save this paper

Reading between the lines: Using text analysis to estimate the loss function of the ECB

Author

Listed:
  • Paloviita, Maritta
  • Haavio, Markus
  • Jalasjoki, Pirkka
  • Kilponen, Juha
  • Vänni, Ilona

Abstract

We measure the tone (sentiment) of the ECB's Governing Council regarding economic outlook at the time of each monetary policy meeting and use this information together with the Eurosystem/ECB staff macroeconomic projections to directly estimate the Governing Council's loss function. Our results support earlier, more indirect findings, based on reaction function estimations, that the ECB has been either more averse to inflation above 2% ceiling or that the de facto inflation aim has been considerably below 2%. Our results suggest further that an inflation aim of 2% combined with asymmetry is a plausible specification of the ECB's preferences.

Suggested Citation

  • Paloviita, Maritta & Haavio, Markus & Jalasjoki, Pirkka & Kilponen, Juha & Vänni, Ilona, 2020. "Reading between the lines: Using text analysis to estimate the loss function of the ECB," Bank of Finland Research Discussion Papers 12/2020, Bank of Finland.
  • Handle: RePEc:zbw:bofrdp:rdp2020_012
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/240335/1/BoF-DP-2012.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Warne, Anders & Coenen, Günter & Christoffel, Kai, 2008. "The new area-wide model of the euro area: a micro-founded open-economy model for forecasting and policy analysis," Working Paper Series 944, European Central Bank.
    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. Fujiwara, Ippei, 2005. "Is the central bank's publication of economic forecasts influential?," Economics Letters, Elsevier, vol. 89(3), pages 255-261, December.
    4. Bennani, Hamza & Fanta, Nicolas & Gertler, Pavel & Horvath, Roman, 2020. "Does central bank communication signal future monetary policy in a (post)-crisis era? The case of the ECB," Journal of International Money and Finance, Elsevier, vol. 104(C).
    5. Cassou, Steven P. & Scott, C. Patrick & Vázquez, Jesús, 2012. "Optimal monetary policy with asymmetric preferences for output," Economics Letters, Elsevier, vol. 117(3), pages 654-656.
    6. Hubert Paul, 2017. "Qualitative and quantitative central bank communication and inflation expectations," The B.E. Journal of Macroeconomics, De Gruyter, vol. 17(1), pages 1-41, January.
    7. Paolo Surico, 2003. "Asymmetric Reaction Functions for the Euro Area," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 19(1), pages 44-57.
    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. Helge Berger & Michael Ehrmann & Marcel Fratzscher, 2011. "Monetary Policy in the Media," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(4), pages 689-709, June.
    10. 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.
    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. Ippei Fujiwara & Yuichiro Waki, 2019. "Private news and monetary policy - Forward guidance as Bayesian persuasion," CAMA Working Papers 2019-91, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    14. Łyziak, Tomasz & Paloviita, Maritta, 2018. "On the formation of inflation expectations in turbulent times: The case of the euro area," Economic Modelling, Elsevier, vol. 72(C), pages 132-139.
    15. Athanasios Orphanides & David W. Wilcox, 2002. "The Opportunistic Approach to Disinflation," International Finance, Wiley Blackwell, vol. 5(1), pages 47-71.
    16. Surico, Paolo, 2007. "The Fed's monetary policy rule and U.S. inflation: The case of asymmetric preferences," Journal of Economic Dynamics and Control, Elsevier, vol. 31(1), pages 305-324, January.
    17. Iversen, Jens & Laséen, Stefan & Lundvall, Henrik & Söderström, Ulf, 2016. "Real-Time Forecasting for Monetary Policy Analysis: The Case of Sveriges Riksbank," Working Paper Series 318, Sveriges Riksbank (Central Bank of Sweden).
    18. Schmeling, Maik & Wagner, Christian, 2019. "Does Central Bank Tone Move Asset Prices?," CEPR Discussion Papers 13490, C.E.P.R. Discussion Papers.
    19. Korhonen, Iikka & Newby, Elisa, 2019. "Mastering Central Bank Communication Challenges via Twitter," BoF Economics Review 7/2019, Bank of Finland.
    20. Kawamura, Kohei & Kobashi, Yohei & Shizume, Masato & Ueda, Kozo, 2019. "Strategic central bank communication: Discourse analysis of the Bank of Japan’s Monthly Report," Journal of Economic Dynamics and Control, Elsevier, vol. 100(C), pages 230-250.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Lucian Briciu & Stefan Hohberger & Luca Onorante & Beatrice Pataracchia & Marco Ratto & Lukas Vogel, 2023. "The ECB Strategy Review - Implications for the Space of Monetary Policy," European Economy - Discussion Papers 193, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    2. Sinem Kandemir & Peter Tillmann, 2023. "Not all ECB meetings are created equal," MAGKS Papers on Economics 202312, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    3. Bohl, Martin T. & Kanelis, Dimitrios & Siklos, Pierre L., 2023. "Central bank mandates: How differences can influence the content and tone of central bank communication," Journal of International Money and Finance, Elsevier, vol. 130(C).

    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. Paloviita, Maritta & Haavio, Markus & Jalasjoki, Pirkka & Kilponen, Juha & Vänni, Ilona, 2020. "Reading between the lines : Using text analysis to estimate the loss function of the ECB," Research Discussion Papers 12/2020, Bank of Finland.
    2. repec:zbw:bofrdp:2020_012 is not listed on IDEAS
    3. Donato Masciandaro & Davide Romelli & Gaia Rubera, 2021. "Monetary policy and financial markets: evidence from Twitter traffic," BAFFI CAREFIN Working Papers 21160, BAFFI CAREFIN, Centre for Applied Research on International Markets Banking Finance and Regulation, Universita' Bocconi, Milano, Italy.
    4. Ehrmann, Michael & Wabitsch, Alena, 2022. "Central bank communication with non-experts – A road to nowhere?," Journal of Monetary Economics, Elsevier, vol. 127(C), pages 69-85.
    5. Hubert, Paul & Labondance, Fabien, 2021. "The signaling effects of central bank tone," European Economic Review, Elsevier, vol. 133(C).
    6. Anastasiou, Dimitris & Krokida, Styliani-Iris & Tsouknidis, Dimitris & Drakos, Konstantinos, 2023. "Can the tone of central bankers’ speeches discourage potential bank borrowers in the Eurozone?," Journal of International Money and Finance, Elsevier, vol. 139(C).
    7. Rieder, Kilian, 2022. "Monetary policy decision-making by committee: Why, when and how it can work," European Journal of Political Economy, Elsevier, vol. 72(C).
    8. Donato Masciandaro & Davide Romelli & Gaia Rubera, 2021. "Monetary policy, Twitter and financial markets: evidence from social media traffic," BAFFI CAREFIN Working Papers 21160, BAFFI CAREFIN, Centre for Applied Research on International Markets Banking Finance and Regulation, Universita' Bocconi, Milano, Italy.
    9. Alan S. Blinder & Michael Ehrmann & Jakob de Haan & David-Jan Jansen, 2024. "Central Bank Communication with the General Public: Promise or False Hope?," Journal of Economic Literature, American Economic Association, vol. 62(2), pages 425-457, June.
    10. Jonne Lehtimäki & Marianne Palmu, 2022. "Who Should You Listen to in a Crisis? Differences in Communication of Central Bank Policymakers," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 11(3), pages 33-57.
    11. repec:hal:spmain:info:hdl:2441/3mgbd73vkp9f9oje7utooe7vpg is not listed on IDEAS
    12. Frederik Neugebauer, 2020. "ECB Announcements and Stock Market Volatility," WHU Working Paper Series - Economics Group 20-02, WHU - Otto Beisheim School of Management.
    13. Baranowski, Paweł & Doryń, Wirginia & Łyziak, Tomasz & Stanisławska, Ewa, 2021. "Words and deeds in managing expectations: Empirical evidence from an inflation targeting economy," Economic Modelling, Elsevier, vol. 95(C), pages 49-67.
    14. Antón Sarabia Arturo & Bazdresch Santiago & Lelo-de-Larrea Alejandra, 2023. "The Influence of Central Bank's Projections and Economic Narrative on Professional Forecasters' Expectations: Evidence from Mexico," Working Papers 2023-21, Banco de México.
    15. Paul Hubert & Fabien Labondance, 2019. "Central bank tone and the dispersion of views within monetary policy committees," Working Papers hal-03403256, HAL.
    16. Thang Ngoc Doan & Dong Phu Do & Dat Van Luong, 2023. "Monetary stance and favorableness of the monetary policy in the media: the case of Vietnam," Journal of Asian Business and Economic Studies, Emerald Group Publishing Limited, vol. 31(2), pages 111-123, August.
    17. repec:hal:spmain:info:hdl:2441/7v8fvu0bf08jcoi4epn8cutjm8 is not listed on IDEAS
    18. Ferrara, Federico Maria & Angino, Siria, 2022. "Does clarity make central banks more engaging? Lessons from ECB communications," European Journal of Political Economy, Elsevier, vol. 74(C).
    19. Rodolfo Tomás Da Fonseca Nicolay & Gabriel Caldas Montes, 2014. "Comunicação Do Banco Central,Expectativas De Inflação E Profecia Auto-Realizável: Evidências Para Obrasil," Anais do XL Encontro Nacional de Economia [Proceedings of the 40th Brazilian Economics Meeting] 046, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics].
    20. Maritta Paloviita & Markus Haavio & Pirkka Jalasjoki & Juha Kilponen, 2021. "What Does "Below, but Close to, 2 Percent" Mean? Assessing the ECB's Reaction Function with Real-Time Data," International Journal of Central Banking, International Journal of Central Banking, vol. 17(2), pages 125-169, June.
    21. Granziera, Eleonora & Jalasjoki, Pirkka & Paloviita, Maritta, 2021. "The bias and efficiency of the ECB inflation projections: A state dependent analysis," Bank of Finland Research Discussion Papers 7/2021, Bank of Finland.
    22. Koop, Christel & Scotto di Vettimo, Michele, 2023. "How do the media scrutinise central banking? Evidence from the Bank of England," European Journal of Political Economy, Elsevier, vol. 77(C).
    23. repec:spo:wpmain:info:hdl:2441/7v8fvu0bf08jcoi4epn8cutjm8 is not listed on IDEAS
    24. Möller, Rouven & Reichmann, Doron, 2021. "ECB language and stock returns – A textual analysis of ECB press conferences," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 590-604.

    More about this item

    Keywords

    central bank communication; ECB; monetary policy; textual analysis; inflation target; real timeprojections; loss function;
    All these keywords.

    JEL classification:

    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies

    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:zbw:bofrdp:rdp2020_012. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/bofgvfi.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.