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A Thousand Words Tell More Than Just Numbers: Financial Crises and Historical Headlines

Author

Listed:
  • Kim Ristolainen

    (Department of Economics, Turku School of Economics, University of Turku, Finland)

  • Tomi Roukka

    (Department of Economics, Turku School of Economics, University of Turku, Finland)

  • Henri Nyberg

    (Department of Mathematics and Statistics, University of Turku, Finland)

Abstract

We show that financial crises are preceded by changes in specific types of narrative information contained in newspaper article titles. Our novel international dataset and the resulting empirical evidence are gathered by integrating information from a large panel of economic news articles in global newspapers between the years 1870 and 2016 with conventional macroeconomic and financial indicators. We find that the predictive information of newspaper article titles that signals coming crisis episodes is substantial over and above the macroeconomic and financial indicators. The new indicators capture common features that have often been discussed as potential causes of specific crises but which have not been incorporated into empirical models.

Suggested Citation

  • Kim Ristolainen & Tomi Roukka & Henri Nyberg, 2021. "A Thousand Words Tell More Than Just Numbers: Financial Crises and Historical Headlines," Discussion Papers 149, Aboa Centre for Economics.
    • Handle: RePEc:tkk:dpaper:dp149
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    1. Larsen, Vegard H. & Thorsrud, Leif Anders & Zhulanova, Julia, 2021. "News-driven inflation expectations and information rigidities," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 507-520.
    2. Òscar Jordà & Moritz Schularick & Alan M. Taylor, 2017. "Macrofinancial History and the New Business Cycle Facts," NBER Macroeconomics Annual, University of Chicago Press, vol. 31(1), pages 213-263.
    3. Harrison, Sharon & Weder, Mark, 2009. "Technological change and the roaring twenties: A neoclassical perspective," Journal of Macroeconomics, Elsevier, vol. 31(3), pages 363-375, September.
    4. Òscar Jordá & Moritz Schularick & Alan M. Taylor, 2016. "Sovereigns Versus Banks: Credit, Crises, and Consequences," Journal of the European Economic Association, European Economic Association, vol. 14(1), pages 45-79.
    5. Harrison, Sharon & Weder, Mark, 2009. "Technological change and the roaring twenties: A neoclassical perspective," Journal of Macroeconomics, Elsevier, vol. 31(3), pages 363-375, September.
    6. Björn Richter & Moritz Schularick & Paul Wachtel, 2021. "When to Lean against the Wind," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(1), pages 5-39, February.
    7. Amir Sufi & Alan M. Taylor, 2021. "Financial crises: A survey," NBER Working Papers 29155, National Bureau of Economic Research, Inc.
    8. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    9. Matthew Baron & Emil Verner & Wei Xiong, 2021. "Banking Crises Without Panics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(1), pages 51-113.
    10. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    11. 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.
    12. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Preface," MPRA Paper 17451, University Library of Munich, Germany.
    13. Jordà, Òscar & Taylor, Alan M., 2012. "The carry trade and fundamentals: Nothing to fear but FEER itself," Journal of International Economics, Elsevier, vol. 88(1), pages 74-90.
    14. Tarek A Hassan & Stephan Hollander & Laurence van Lent & Ahmed Tahoun, 2019. "Firm-Level Political Risk: Measurement and Effects," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 2135-2202.
    15. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    16. Robin Greenwood & Samuel G. Hanson & Andrei Shleifer & Jakob Ahm Sørensen, 2022. "Predictable Financial Crises," Journal of Finance, American Finance Association, vol. 77(2), pages 863-921, April.
    17. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    18. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Chapter 1," MPRA Paper 17452, University Library of Munich, Germany.
    19. √Íscar Jord√Ä & Moritz Schularick & Alan M. Taylor, 2013. "When Credit Bites Back," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(s2), pages 3-28, December.
    20. Òscar Jordà & Moritz Schularick & Alan M Taylor, 2011. "Financial Crises, Credit Booms, and External Imbalances: 140 Years of Lessons," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 59(2), pages 340-378, June.
    21. Robert J. Shiller, 2017. "Narrative Economics," American Economic Review, American Economic Association, vol. 107(4), pages 967-1004, April.
    22. Leland Bybee & Bryan T. Kelly & Asaf Manela & Dacheng Xiu, 2020. "The Structure of Economic News," NBER Working Papers 26648, National Bureau of Economic Research, Inc.
    23. Carmen M. Reinhart & Kenneth S. Rogoff, 2011. "From Financial Crash to Debt Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 1676-1706, August.
    24. 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.
    25. Yabushita Shiro & Inoue Atsushi, 1993. "The Stability of the Japanese Banking System: A Historical Perspective," Journal of the Japanese and International Economies, Elsevier, vol. 7(4), pages 387-407, December.
    26. Felix Ward, 2017. "Spotting the Danger Zone: Forecasting Financial Crises With Classification Tree Ensembles and Many Predictors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(2), pages 359-378, March.
    27. Vegard Høghaug Larsen & Leif Anders Thorsrud, 2022. "Asset returns, news topics, and media effects," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(3), pages 838-868, July.
    28. Svensson, Lars E.O., 2017. "Cost-benefit analysis of leaning against the wind," Journal of Monetary Economics, Elsevier, vol. 90(C), pages 193-213.
    29. Larsen, Vegard H. & Thorsrud, Leif A., 2019. "The value of news for economic developments," Journal of Econometrics, Elsevier, vol. 210(1), pages 203-218.
    30. Travis J. Berge & Òscar Jordà, 2011. "Evaluating the Classification of Economic Activity into Recessions and Expansions," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(2), pages 246-277, April.
    31. 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.
    32. Jaakko Kiander & Pentti Vartia, 2011. "Lessons from the crisis in Finland and Sweden in the 1990s," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 38(1), pages 53-69, February.
    33. Karsten R. Gerdrup, 2003. "Three episodes of financial fragility in Norway since the 1890s," BIS Working Papers 142, Bank for International Settlements.
    34. Edoardo M. Airoldi & Jonathan M. Bischof, 2016. "Improving and Evaluating Topic Models and Other Models of Text," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(516), pages 1381-1403, October.
    35. Matthew Baron & Emil Verner & Wei Xiong, 0. "Banking Crises Without Panics," The Quarterly Journal of Economics, Oxford University Press, vol. 136(1), pages 51-113.
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    More about this item

    Keywords

    financial crisis; text data; leading indicators; topic model;
    All these keywords.

    JEL classification:

    • G00 - Financial Economics - - General - - - General
    • G01 - Financial Economics - - General - - - Financial Crises
    • N01 - Economic History - - General - - - Development of the Discipline: Historiographical; Sources and Methods
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access

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