IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/hal-04159751.html
   My bibliography  Save this paper

Do IMF Reports Affect Market Expectations ? A Sentiment Analysis Approach

Author

Listed:
  • Cécile Couharde

    (EconomiX - EconomiX - UPN - Université Paris Nanterre - CNRS - Centre National de la Recherche Scientifique)

  • Hamza Bennani

    (EconomiX - EconomiX - UPN - Université Paris Nanterre - CNRS - Centre National de la Recherche Scientifique)

  • Yoan Wallois

    (EconomiX - EconomiX - UPN - Université Paris Nanterre - CNRS - Centre National de la Recherche Scientifique)

Abstract

We introduce an original dataset based on the qualitative content of the Regional Economic Outlook (REO) reports published by the International Monetary Fund (IMF). Exploiting this rich database, we gauge several measures of IMF sentiment based on the REO reports towards 16 countries in three regions, Asia and Pacific, Europe and Western Hemisphere, from 2007 to 2018 and examine their impact on financial markets. We find that the qualitative content of the REO reports has significant repercussions on stock market returns in Europe and bond yields in Asia and Pacific over short time horizons, these impacts disappearing over time. We also demonstrate that the impact of IMF sentiment is robust to the use of an alternative sentiment measure that focuses exclusively on negative words.

Suggested Citation

  • Cécile Couharde & Hamza Bennani & Yoan Wallois, 2021. "Do IMF Reports Affect Market Expectations ? A Sentiment Analysis Approach," Working Papers hal-04159751, HAL.
  • Handle: RePEc:hal:wpaper:hal-04159751
    Note: View the original document on HAL open archive server: https://hal.science/hal-04159751
    as

    Download full text from publisher

    File URL: https://hal.science/hal-04159751/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ganapolsky, Eduardo J. J. & Schmukler, Sergio L., 1998. "The impact of policy announcements and news on capital markets : crisis management in Argentina during the Tequila Effect," Policy Research Working Paper Series 1951, The World Bank.
    2. Bernd Hayo & Ali M. Kutan, 2005. "The impact of news, oil prices, and global market developments on Russian financial markets," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 13(2), pages 373-393, April.
    3. Fratzscher, Marcel & Reynaud, Julien, 2011. "IMF surveillance and financial markets--A political economy analysis," European Journal of Political Economy, Elsevier, vol. 27(3), pages 405-422, September.
    4. Kuttner, Kenneth N., 2001. "Monetary policy surprises and interest rates: Evidence from the Fed funds futures market," Journal of Monetary Economics, Elsevier, vol. 47(3), pages 523-544, June.
    5. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    6. Beck, Nathaniel & Katz, Jonathan N., 1995. "What To Do (and Not to Do) with Time-Series Cross-Section Data," American Political Science Review, Cambridge University Press, vol. 89(3), pages 634-647, September.
    7. Fraiberger, Samuel P. & Lee, Do & Puy, Damien & Ranciere, Romain, 2021. "Media sentiment and international asset prices," Journal of International Economics, Elsevier, vol. 133(C).
    8. David Hirshleifer, 2001. "Investor Psychology and Asset Pricing," Journal of Finance, American Finance Association, vol. 56(4), pages 1533-1597, August.
    9. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    10. Dong Lee & Bong-Chan Kho & Rene M. Stulz, 2000. "U.S. Banks, Crises, and Bailouts: From Mexico to LTCM," American Economic Review, American Economic Association, vol. 90(2), pages 28-31, May.
    11. Monika Piazzesi, 2002. "The Fed and Interest Rates - A High-Frequency Identification," American Economic Review, American Economic Association, vol. 92(2), pages 90-95, May.
    12. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    13. Kutan, Ali M. & Muradoglu, Gulnur & Sudjana, Brasukra G., 2012. "IMF programs, financial and real sector performance, and the Asian crisis," Journal of Banking & Finance, Elsevier, vol. 36(1), pages 164-182.
    14. Martin D. D. Evans & Richard K. Lyons, 2017. "Do Currency Markets Absorb News Quickly?," World Scientific Book Chapters, in: Studies in Foreign Exchange Economics, chapter 12, pages 477-505, World Scientific Publishing Co. Pte. Ltd..
    15. Kern, Andreas & Reinsberg, Bernhard & Rau-Göhring, Matthias, 2019. "IMF conditionality and central bank independence," European Journal of Political Economy, Elsevier, vol. 59(C), pages 212-229.
    16. Brealey, R. A. & Kaplanis, E., 2004. "The impact of IMF programs on asset values," Journal of International Money and Finance, Elsevier, vol. 23(2), pages 253-270, March.
    17. 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.
    18. 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.
    19. Hillman, Arye L., 2004. "Corruption and public finance: an IMF perspective," European Journal of Political Economy, Elsevier, vol. 20(4), pages 1067-1077, November.
    20. Michael Breen & Dermot Hodson & Manuela Moschella, 2020. "Incoherence in Regime Complexes: A Sentiment Analysis of EU‐IMF Surveillance," Journal of Common Market Studies, Wiley Blackwell, vol. 58(2), pages 419-437, March.
    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. Hamza Bennani & Cécile Couharde & Yoan Wallois, 2023. "The effect of IMF communication on government bond markets: insights from sentiment analysis," Post-Print hal-04202545, HAL.
    2. Paul Hubert & Fabien Labondance, 2016. "Central Bank Sentiment and Policy Expectations," SciencePo Working papers Main hal-03459227, HAL.
    3. Paul Hubert & Fabien Labondance, 2019. "Central bank tone and the dispersion of views within monetary policy committees," Sciences Po publications 2019 – 08, Sciences Po.
    4. Hubert, Paul & Labondance, Fabien, 2021. "The signaling effects of central bank tone," European Economic Review, Elsevier, vol. 133(C).
    5. repec:hal:spmain:info:hdl:2441/7v8fvu0bf08jcoi4epn8cutjm8 is not listed on IDEAS
    6. repec:hal:spmain:info:hdl:2441/4evh7bju58uep3gd1frcn5nr9 is not listed on IDEAS
    7. Paul Hubert & Fabien Labondance, 2016. "Central Bank Sentiment and Policy Expectations," Working Papers hal-03471878, HAL.
    8. repec:hal:spmain:info:hdl:2441/3mgbd73vkp9f9oje7utooe7vpg is not listed on IDEAS
    9. repec:hal:spmain:info:hdl:2441/64veevce0i99oav223j3pkv1hf is not listed on IDEAS
    10. repec:hal:spmain:info:hdl:2441/7mota32nad8aopst8f7d5aebpo is not listed on IDEAS
    11. Gómez-Cram, Roberto & Grotteria, Marco, 2022. "Real-time price discovery via verbal communication: Method and application to Fedspeak," Journal of Financial Economics, Elsevier, vol. 143(3), pages 993-1025.
    12. Caporale, Guglielmo Maria & Menla Ali, Faek & Spagnolo, Fabio & Spagnolo, Nicola, 2022. "Cross-border portfolio flows and news media coverage," Journal of International Money and Finance, Elsevier, vol. 126(C).
    13. Löffler, Gunter & Norden, Lars & Rieber, Alexander, 2021. "Negative news and the stock market impact of tone in rating reports," Journal of Banking & Finance, Elsevier, vol. 133(C).
    14. Szyszko, Magdalena & Rutkowska, Aleksandra & Kliber, Agata, 2022. "Do words affect expectations? The effect of central banks communication on consumer inflation expectations," The Quarterly Review of Economics and Finance, Elsevier, vol. 86(C), pages 221-229.
    15. Leilane de Freitas Rocha Cambara & Roberto Meurer, 2023. "News sentiment and foreign portfolio investment in Brazil," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 3332-3348, July.
    16. Bannigidadmath, Deepa & Narayan, Paresh Kumar, 2021. "Economic news and the cross-section of commodity futures returns," Journal of Behavioral and Experimental Finance, Elsevier, vol. 31(C).
    17. Karsten Müller, 2022. "German forecasters’ narratives: How informative are German business cycle forecast reports?," Empirical Economics, Springer, vol. 62(5), pages 2373-2415, May.
    18. Harry Mamaysky & Paul Glasserman, 2016. "Does Unusual News Forecast Market Stress?," Working Papers 16-04, Office of Financial Research, US Department of the Treasury.
    19. Kosmidou, Kyriaki V. & Kousenidis, Dimitrios V. & Negakis, Christos I., 2015. "The impact of the EU/ECB/IMF bailout programs on the financial and real sectors of the ASE during the Greek sovereign crisis," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 440-454.
    20. Müller, Karsten, 2020. "German forecasters' narratives: How informative are German business cycle forecast reports?," Working Papers 23, German Research Foundation's Priority Programme 1859 "Experience and Expectation. Historical Foundations of Economic Behaviour", Humboldt University Berlin.
    21. Yan Luo & Linying Zhou, 2020. "Textual tone in corporate financial disclosures: a survey of the literature," International Journal of Disclosure and Governance, Palgrave Macmillan, vol. 17(2), pages 101-110, September.
    22. Fatum, Rasmus & Scholnick, Barry, 2008. "Monetary policy news and exchange rate responses: Do only surprises matter?," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1076-1086, June.
    23. Ferdinand Graf, 2011. "Mechanically Extracted Company Signals and their Impact on Stock and Credit Markets," Working Paper Series of the Department of Economics, University of Konstanz 2011-18, Department of Economics, University of Konstanz.
    24. Thomas Renault, 2020. "Sentiment analysis and machine learning in finance: a comparison of methods and models on one million messages," Digital Finance, Springer, vol. 2(1), pages 1-13, September.
    25. Obaid, Khaled & Pukthuanthong, Kuntara, 2022. "A picture is worth a thousand words: Measuring investor sentiment by combining machine learning and photos from news," Journal of Financial Economics, Elsevier, vol. 144(1), pages 273-297.

    More about this item

    Keywords

    Financial markets; High frequency; IMF; Sentiment index; Text analysis;
    All these keywords.

    JEL classification:

    • F53 - International Economics - - International Relations, National Security, and International Political Economy - - - International Agreements and Observance; International Organizations
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • Z13 - Other Special Topics - - Cultural Economics - - - Economic Sociology; Economic Anthropology; Language; Social and Economic Stratification

    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:hal:wpaper:hal-04159751. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.