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Mood and the Market: Can Press Reports of Investors' Mood Predict Stock Prices?

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  • Yochi Cohen-Charash
  • Charles A Scherbaum
  • John D Kammeyer-Mueller
  • Barry M Staw

Abstract

We examined whether press reports on the collective mood of investors can predict changes in stock prices. We collected data on the use of emotion words in newspaper reports on traders' affect, coded these emotion words according to their location on an affective circumplex in terms of pleasantness and activation level, and created indices of collective mood for each trading day. Then, by using time series analyses, we examined whether these mood indices, depicting investors' emotion on a given trading day, could predict the next day's opening price of the stock market. The strongest findings showed that activated pleasant mood predicted increases in NASDAQ prices, while activated unpleasant mood predicted decreases in NASDAQ prices. We conclude that both valence and activation levels of collective mood are important in predicting trend continuation in stock prices.

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  • Yochi Cohen-Charash & Charles A Scherbaum & John D Kammeyer-Mueller & Barry M Staw, 2013. "Mood and the Market: Can Press Reports of Investors' Mood Predict Stock Prices?," PLOS ONE, Public Library of Science, vol. 8(8), pages 1-15, August.
    • Handle: RePEc:plo:pone00:0072031
    DOI: 10.1371/journal.pone.0072031
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    as
    1. De Long, J Bradford, et al, 1990. "Positive Feedback Investment Strategies and Destabilizing Rational Speculation," Journal of Finance, American Finance Association, vol. 45(2), pages 379-395, June.
    2. Angel Pardo & Enric Valor, 2003. "Spanish Stock Returns: Where is the Weather Effect?," European Financial Management, European Financial Management Association, vol. 9(1), pages 117-126, March.
    3. Garrett, Ian & Kamstra, Mark J. & Kramer, Lisa A., 2005. "Winter blues and time variation in the price of risk," Journal of Empirical Finance, Elsevier, vol. 12(2), pages 291-316, March.
    4. Robert J. Shiller, 1984. "Stock Prices and Social Dynamics," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 15(2), pages 457-510.
    5. Mano, Haim, 1994. "Risk-Taking, Framing Effects, and Affect," Organizational Behavior and Human Decision Processes, Elsevier, vol. 57(1), pages 38-58, January.
    6. Cryder, Cynthia E. & Lerner, Jennifer & Gross, James J. & Dahl, Ronald E., 2008. "Misery Is Not Miserly," Scholarly Articles 37093805, Harvard Kennedy School of Government.
    7. Andrew W. Lo & Dmitry V. Repin & Brett N. Steenbarger, 2005. "Fear and Greed in Financial Markets: A Clinical Study of Day-Traders," American Economic Review, American Economic Association, vol. 95(2), pages 352-359, May.
    8. 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.
    9. Forgas, Joseph P. & George, Jennifer M., 2001. "Affective Influences on Judgments and Behavior in Organizations: An Information Processing Perspective," Organizational Behavior and Human Decision Processes, Elsevier, vol. 86(1), pages 3-34, September.
    10. Arkes, Hal R. & Herren, Lisa Tandy & Isen, Alice M., 1988. "The role of potential loss in the influence of affect on risk-taking behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 42(2), pages 181-193, October.
    11. Nofsinger, John R., 2001. "The impact of public information on investors," Journal of Banking & Finance, Elsevier, vol. 25(7), pages 1339-1366, July.
    12. William N. Goetzmann & Ning Zhu, 2005. "Rain or Shine: Where is the Weather Effect?," European Financial Management, European Financial Management Association, vol. 11(5), pages 559-578, November.
    13. Mark J. Kamstra & Lisa A. Kramer & Maurice D. Levi, 2003. "Winter Blues: A SAD Stock Market Cycle," American Economic Review, American Economic Association, vol. 93(1), pages 324-343, March.
    14. Mano, Haim, 1992. "Judgments under distress: Assessing the role of unpleasantness and arousal in judgment formation," Organizational Behavior and Human Decision Processes, Elsevier, vol. 52(2), pages 216-245, July.
    15. Kelly, Janice R. & Barsade, Sigal G., 2001. "Mood and Emotions in Small Groups and Work Teams," Organizational Behavior and Human Decision Processes, Elsevier, vol. 86(1), pages 99-130, September.
    16. Dowling, Michael & Lucey, Brian M., 2008. "Robust global mood influences in equity pricing," Journal of Multinational Financial Management, Elsevier, vol. 18(2), pages 145-164, April.
    17. Alex Edmans & Diego García & Øyvind Norli, 2007. "Sports Sentiment and Stock Returns," Journal of Finance, American Finance Association, vol. 62(4), pages 1967-1998, August.
    18. Raghunathan, Rajagopal & Pham, Michel Tuan, 1999. "All Negative Moods Are Not Equal: Motivational Influences of Anxiety and Sadness on Decision Making, , , , ," Organizational Behavior and Human Decision Processes, Elsevier, vol. 79(1), pages 56-77, July.
    19. Dunegan, Kenneth J. & Duchon, Dennis & Barton, Sidney L., 1992. "Affect, risk, and decision criticality: Replication and extension in a business setting," Organizational Behavior and Human Decision Processes, Elsevier, vol. 53(3), pages 335-351, December.
    20. Au, Kevin & Chan, Forrest & Wang, Denis & Vertinsky, Ilan, 2003. "Mood in foreign exchange trading: Cognitive processes and performance," Organizational Behavior and Human Decision Processes, Elsevier, vol. 91(2), pages 322-338, July.
    21. 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.
    22. Zeelenberg, M., 1999. "Anticipated regret, expected feedback and behavioral decision-making," Other publications TiSEM 38371d1b-31fd-45b0-860f-b, Tilburg University, School of Economics and Management.
    23. Liao, Tsai-Ling & Huang, Chih-Jen & Wu, Chieh-Yuan, 2011. "Do fund managers herd to counter investor sentiment?," Journal of Business Research, Elsevier, vol. 64(2), pages 207-212, February.
    24. George Loewenstein, 2000. "Emotions in Economic Theory and Economic Behavior," American Economic Review, American Economic Association, vol. 90(2), pages 426-432, May.
    25. Nygren, Thomas E. & Isen, Alice M. & Taylor, Pamela J. & Dulin, Jessica, 1996. "The Influence of Positive Affect on the Decision Rule in Risk Situations: Focus on Outcome (and Especially Avoidance of Loss) Rather Than Probability," Organizational Behavior and Human Decision Processes, Elsevier, vol. 66(1), pages 59-72, April.
    26. Dror Y Kenett & Yoash Shapira & Asaf Madi & Sharron Bransburg-Zabary & Gitit Gur-Gershgoren & Eshel Ben-Jacob, 2011. "Index Cohesive Force Analysis Reveals That the US Market Became Prone to Systemic Collapses Since 2002," PLOS ONE, Public Library of Science, vol. 6(4), pages 1-8, April.
    27. Isen, Alice M. & Geva, Nehemia, 1987. "The influence of positive affect on acceptable level of risk: The person with a large canoe has a large worry," Organizational Behavior and Human Decision Processes, Elsevier, vol. 39(2), pages 145-154, April.
    28. Mittal, Vikas & Ross, William T., 1998. "The Impact of Positive and Negative Affect and Issue Framing on Issue Interpretation and Risk Taking," Organizational Behavior and Human Decision Processes, Elsevier, vol. 76(3), pages 298-324, December.
    29. Zeelenberg, Marcel & Beattie, Jane & van der Pligt, Joop & de Vries, Nanne K., 1996. "Consequences of Regret Aversion: Effects of Expected Feedback on Risky Decision Making," Organizational Behavior and Human Decision Processes, Elsevier, vol. 65(2), pages 148-158, February.
    30. Morris, Michael W. & Sheldon, Oliver J. & Ames, Daniel R. & Young, Maia J, 2007. "Metaphors and the market: Consequences and preconditions of agent and object metaphors in stock market commentary," Organizational Behavior and Human Decision Processes, Elsevier, vol. 102(2), pages 174-192, March.
    31. De Bondt, Werner P. M., 1993. "Betting on trends: Intuitive forecasts of financial risk and return," International Journal of Forecasting, Elsevier, vol. 9(3), pages 355-371, November.
    32. Ku, Gillian & Malhotra, Deepak & Murnighan, J. Keith, 2005. "Towards a competitive arousal model of decision-making: A study of auction fever in live and Internet auctions," Organizational Behavior and Human Decision Processes, Elsevier, vol. 96(2), pages 89-103, March.
    33. Kaufman, Bruce E., 1999. "Emotional arousal as a source of bounded rationality," Journal of Economic Behavior & Organization, Elsevier, vol. 38(2), pages 135-144, February.
    34. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
    35. DiFonzo, Nicholas & Bordia, Prashant, 1997. "Rumor and Prediction: Making Sense (but Losing Dollars) in the Stock Market," Organizational Behavior and Human Decision Processes, Elsevier, vol. 71(3), pages 329-353, September.
    36. Tiedens, Larissa Z. & Linton, Susan, 2001. "Judgment under Emotional Uncertainty: The Effects of Specific Emotions and Their Associated Certainty Appraisals on Information Processing," Research Papers 1629, Stanford University, Graduate School of Business.
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