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Media Sentiment and International Asset Prices

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  • Samuel P. Fraiberger
  • Dongyeol Lee
  • Mr. Damien Puy
  • Mr. Romain Ranciere

Abstract

We assess the impact of media sentiment on international equity prices using more than 4.5 million Reuters articles published across the globe between 1991 and 2015. News sentiment robustly predicts daily returns in both advanced and emerging markets, even after controlling for known determinants of stock prices. But not all news-sentiment is alike. A local (country-specific) increase in news optimism (pessimism) predicts a small and transitory increase (decrease) in local returns. By contrast, changes in global news sentiment have a larger impact on equity returns around the world, which does not reverse in the short run. We also find evidence that news sentiment affects mainly foreign – rather than local – investors: although local news optimism attracts international equity flows for a few days, global news optimism generates a permanent foreign equity inflow. Our results confirm the value of media content in capturing investor sentiment.

Suggested Citation

  • Samuel P. Fraiberger & Dongyeol Lee & Mr. Damien Puy & Mr. Romain Ranciere, 2018. "Media Sentiment and International Asset Prices," IMF Working Papers 2018/274, International Monetary Fund.
  • Handle: RePEc:imf:imfwpa:2018/274
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    1. Raddatz, Claudio & Schmukler, Sergio L., 2012. "On the international transmission of shocks: Micro-evidence from mutual fund portfolios," Journal of International Economics, Elsevier, vol. 88(2), pages 357-374.
    2. Cerutti, Eugenio & Claessens, Stijn & Puy, Damien, 2019. "Push factors and capital flows to emerging markets: why knowing your lender matters more than fundamentals," Journal of International Economics, Elsevier, vol. 119(C), pages 133-149.
    3. Chotibhak Jotikasthira & Christian Lundblad & Tarun Ramadorai, 2012. "Asset Fire Sales and Purchases and the International Transmission of Funding Shocks," Journal of Finance, American Finance Association, vol. 67(6), pages 2015-2050, December.
    4. 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.
    5. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    6. Calomiris, Charles W. & Mamaysky, Harry, 2019. "How news and its context drive risk and returns around the world," Journal of Financial Economics, Elsevier, vol. 133(2), pages 299-336.
    7. Fratzscher, Marcel, 2012. "Capital flows, push versus pull factors and the global financial crisis," Journal of International Economics, Elsevier, vol. 88(2), pages 341-356.
    8. De Long, J Bradford & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, 1990. "Noise Trader Risk in Financial Markets," Journal of Political Economy, University of Chicago Press, vol. 98(4), pages 703-738, August.
    9. Laura L. Veldkamp, 2011. "Information Choice in Macroeconomics and Finance," Economics Books, Princeton University Press, edition 1, number 9621.
    10. Òscar Jordà & Moritz Schularick & Alan M. Taylor & Felix Ward, 2019. "Global Financial Cycles and Risk Premiums," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 67(1), pages 109-150, March.
    11. Coen N. Teulings & Nikolay Zubanov, 2014. "Is Economic Recovery A Myth? Robust Estimation Of Impulse Responses," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(3), pages 497-514, April.
    12. 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.
    13. Eduardo Levy-Yeyati & Nathan Converse & Tomas Williams, 2017. "How ETFs Amplify the Global Financial Cycle in Emerging Markets," School of Government Working Papers 201702, Universidad Torcuato Di Tella.
    14. Xavier Gabaix, 2016. "Power Laws in Economics: An Introduction," Journal of Economic Perspectives, American Economic Association, vol. 30(1), pages 185-206, Winter.
    15. John Y. Campbell & Sanford J. Grossman & Jiang Wang, 1993. "Trading Volume and Serial Correlation in Stock Returns," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(4), pages 905-939.
    16. Maurice Obstfeld, 2021. "Trilemmas and Tradeoffs: Living with Financial Globalization," World Scientific Book Chapters, in: Steven J Davis & Edward S Robinson & Bernard Yeung (ed.), THE ASIAN MONETARY POLICY FORUM Insights for Central Banking, chapter 2, pages 16-84, World Scientific Publishing Co. Pte. Ltd..
    17. Morten O. Ravn & Harald Uhlig, 2002. "On adjusting the Hodrick-Prescott filter for the frequency of observations," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 371-375.
    18. Puy, Damien, 2016. "Mutual funds flows and the geography of contagion," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 73-93.
    19. Ms. Malika Pant & Yanliang Miao, 2012. "Coincident Indicators of Capital Flows," IMF Working Papers 2012/055, International Monetary Fund.
    20. Forbes, Kristin J. & Warnock, Francis E., 2012. "Capital flow waves: Surges, stops, flight, and retrenchment," Journal of International Economics, Elsevier, vol. 88(2), pages 235-251.
    21. J. B. Taylor & Harald Uhlig (ed.), 2016. "Handbook of Macroeconomics," Handbook of Macroeconomics, Elsevier, edition 1, volume 2, number 2.
    22. Broner, Fernando & Didier, Tatiana & Erce, Aitor & Schmukler, Sergio L., 2013. "Gross capital flows: Dynamics and crises," Journal of Monetary Economics, Elsevier, vol. 60(1), pages 113-133.
    23. Valentina Bruno & Hyun Song Shin, 2015. "Cross-Border Banking and Global Liquidity," Review of Economic Studies, Oxford University Press, vol. 82(2), pages 535-564.
    24. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Kyle J. Kost, 2019. "Policy News and Stock Market Volatility," NBER Working Papers 25720, National Bureau of Economic Research, Inc.
    25. Stock, J.H. & Watson, M.W., 2016. "Dynamic Factor Models, Factor-Augmented Vector Autoregressions, and Structural Vector Autoregressions in Macroeconomics," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 415-525, Elsevier.
    26. Matthew Gentzkow & Bryan T. Kelly & Matt Taddy, 2017. "Text as Data," NBER Working Papers 23276, National Bureau of Economic Research, Inc.
    27. Rey, Hélène, 2015. "Dilemma not Trilemma: The Global Financial Cycle and Monetary Policy Independence," CEPR Discussion Papers 10591, C.E.P.R. Discussion Papers.
    28. Diego García, 2013. "Sentiment during Recessions," Journal of Finance, American Finance Association, vol. 68(3), pages 1267-1300, June.
    29. Manela, Asaf & Moreira, Alan, 2017. "News implied volatility and disaster concerns," Journal of Financial Economics, Elsevier, vol. 123(1), pages 137-162.
    30. Robert Ready & Mariano Croce & Federico Gavazzoni & Riccardo Colacito, 2016. "Currency Risk Factors in a Recursive Multi-Country Economy," 2016 Meeting Papers 297, Society for Economic Dynamics.
    31. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    32. Ric Colacito & Mariano M. Croce & Federico Gavazzoni & Robert Ready, 2018. "Currency Risk Factors in a Recursive Multicountry Economy," Journal of Finance, American Finance Association, vol. 73(6), pages 2719-2756, December.
    33. 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.
    34. Lutz Kilian & Yun Jung Kim, 2011. "How Reliable Are Local Projection Estimators of Impulse Responses?," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1460-1466, November.
    35. 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.
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    Cited by:

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    2. Lansing, Kevin J. & LeRoy, Stephen F. & Ma, Jun, 2022. "Examining the sources of excess return predictability: Stochastic volatility or market inefficiency?," Journal of Economic Behavior & Organization, Elsevier, vol. 197(C), pages 50-72.
    3. Benhima, Kenza & Cordonier, Rachel, 2022. "News, sentiment and capital flows," Journal of International Economics, Elsevier, vol. 137(C).
    4. A. Fronzetti Colladon & F. Grippa & B. Guardabascio & G. Costante & F. Ravazzolo, 2021. "Forecasting consumer confidence through semantic network analysis of online news," Papers 2105.04900, arXiv.org, revised Jul 2023.
    5. Erik Andres-Escayola & Corinna Ghirelli & Luis Molina & Javier J. Pérez & Elena Vidal, 2022. "Using newspapers for textual indicators: which and how many?," Working Papers 2235, Banco de España.
    6. Dim, Chukwuma & Koerner, Kevin & Wolski, Marcin & Zwart, Sanne, 2022. "Hot off the press: News-implied sovereign default risk," EIB Working Papers 2022/06, European Investment Bank (EIB).
    7. A. Fronzetti Colladon & S. Grassi & F. Ravazzolo & F. Violante, 2020. "Forecasting financial markets with semantic network analysis in the COVID-19 crisis," Papers 2009.04975, arXiv.org, revised Jul 2023.
    8. Vu Le Tran & Guillaume Coqueret, 2023. "ESG news spillovers across the value chain," Financial Management, Financial Management Association International, vol. 52(4), pages 677-710, December.
    9. 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).
    10. Vu Le Tran & Guillaume Coqueret, 2023. "ESG news spillovers across the value chain," Post-Print hal-04325746, HAL.
    11. Bilgin, Mehmet Huseyin & Demir, Ender & Gozgor, Giray & Karabulut, Gokhan & Kaya, Huseyin, 2019. "A novel index of macroeconomic uncertainty for Turkey based on Google-Trends," Economics Letters, Elsevier, vol. 184(C).
    12. Stéphane Goutte & Viet Hoang Le & Fei Liu & Hans-Jörg Mettenheim, Von, 2023. "Esg Investing: A Sentiment Analysis Approach," Working Papers halshs-03917335, HAL.
    13. Cécile Couharde & Hamza Bennani & Yoan Wallois, 2021. "Do IMF Reports Affect Market Expectations ? A Sentiment Analysis Approach," EconomiX Working Papers 2021-6, University of Paris Nanterre, EconomiX.
    14. Basak, Gopal K. & Das, Pranab Kumar & Marjit, Sugata & Mukherjee, Debashis & Yang, Lei, 2023. "The British Stock Market, currencies, brexit, and media sentiments: A big data analysis," The North American Journal of Economics and Finance, Elsevier, vol. 64(C).
    15. Gopal K. Basak & Pranab Kumar Das & Sugata Marjit & Debashis Mukherjee & Lei Yang, 2019. "British Stock Market, BREXIT and Media Sentiments - A Big Data Analysis," CESifo Working Paper Series 7760, CESifo.
    16. Barrett, Philip & Appendino, Maximiliano & Nguyen, Kate & de Leon Miranda, Jorge, 2022. "Measuring social unrest using media reports," Journal of Development Economics, Elsevier, vol. 158(C).
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    More about this item

    Keywords

    WP; equity fund; Asset Pricing; Capital Flows; Behavioral Finance; Investor Sentiment; News Media; Natural Language Processing; sentiment shock; sentiment index; state dependence; D. News sentiment; multi-country news; equity return; equity price; Stocks; Asset prices; Stock markets; Emerging and frontier financial markets; Global;
    All these keywords.

    JEL classification:

    • F3 - International Economics - - International Finance
    • F32 - International Economics - - International Finance - - - Current Account Adjustment; Short-term Capital Movements
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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