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Business sentiment and the cross-section of global equity returns

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  • Zaremba, Adam
  • Szyszka, Adam
  • Long, Huaigang
  • Zawadka, Dariusz

Abstract

This study is the first to examine the relationship between business sentiment and future equity returns in the cross-section of countries. We demonstrate that high-sentiment markets outperform low-sentiment markets. A spread portfolio buying (selling) the quintile of countries with the highest (lowest) managerial sentiment yields a monthly return of 0.51% and is robust to many control variables. We link the observed phenomenon with the sentiment-chasing mechanism. In line with these behavioral roots, the effect is stronger in hard-to-value markets with elevated limits to arbitrage and in markets based in countries with collectivistic national cultures. Also, the overpricing is temporary: it is eventually reversed, erasing the initial profits. Finally, we demonstrate that practical implementation of the documented effect by international investors may be challenging.

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  • Zaremba, Adam & Szyszka, Adam & Long, Huaigang & Zawadka, Dariusz, 2020. "Business sentiment and the cross-section of global equity returns," Pacific-Basin Finance Journal, Elsevier, vol. 61(C).
  • Handle: RePEc:eee:pacfin:v:61:y:2020:i:c:s0927538x20301554
    DOI: 10.1016/j.pacfin.2020.101329
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    as
    1. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2014. "The long of it: Odds that investor sentiment spuriously predicts anomaly returns," Journal of Financial Economics, Elsevier, vol. 114(3), pages 613-619.
    2. Harrison Hong & Terence Lim & Jeremy C. Stein, 2000. "Bad News Travels Slowly: Size, Analyst Coverage, and the Profitability of Momentum Strategies," Journal of Finance, American Finance Association, vol. 55(1), pages 265-295, February.
    3. Zaremba, Adam & Umutlu, Mehmet, 2018. "Size matters everywhere: Decomposing the small country and small industry premia," The North American Journal of Economics and Finance, Elsevier, vol. 43(C), pages 1-18.
    4. Fama, Eugene F. & French, Kenneth R., 2017. "International tests of a five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 123(3), pages 441-463.
    5. Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
    6. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    7. Sanjeev Bhojraj, 2006. "Macromomentum: Returns Predictability in International Equity Indices," The Journal of Business, University of Chicago Press, vol. 79(1), pages 429-451, January.
    8. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    9. Huberman, Gur & Kandel, Shmuel, 1987. "Mean-Variance Spanning," Journal of Finance, American Finance Association, vol. 42(4), pages 873-888, September.
    10. Zhi Da & Joseph Engelberg & Pengjie Gao, 2015. "Editor's Choice The Sum of All FEARS Investor Sentiment and Asset Prices," Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 1-32.
    11. Nicholas Seybert & Holly I. Yang, 2012. "The Party's Over: The Role of Earnings Guidance in Resolving Sentiment-Driven Overvaluation," Management Science, INFORMS, vol. 58(2), pages 308-319, February.
    12. Barberis, Nicholas & Greenwood, Robin & Jin, Lawrence & Shleifer, Andrei, 2015. "X-CAPM: An extrapolative capital asset pricing model," Journal of Financial Economics, Elsevier, vol. 115(1), pages 1-24.
    13. Richards, Anthony J, 1997. "Winner-Loser Reversals in National Stock Market Indices: Can They Be Explained?," Journal of Finance, American Finance Association, vol. 52(5), pages 2129-2144, December.
    14. Clare, Andrew & Seaton, James & Smith, Peter N. & Thomas, Stephen, 2016. "The trend is our friend: Risk parity, momentum and trend following in global asset allocation," Journal of Behavioral and Experimental Finance, Elsevier, vol. 9(C), pages 63-80.
    15. 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.
    16. Beckmann, Daniela & Menkhoff, Lukas & Suto, Megumi, 2008. "Does culture influence asset managers' views and behavior?," Journal of Economic Behavior & Organization, Elsevier, vol. 67(3-4), pages 624-643, September.
    17. Frazzini, Andrea & Pedersen, Lasse Heje, 2014. "Betting against beta," Journal of Financial Economics, Elsevier, vol. 111(1), pages 1-25.
    18. Barberis, Nicholas & Greenwood, Robin & Jin, Lawrence & Shleifer, Andrei, 2018. "Extrapolation and bubbles," Journal of Financial Economics, Elsevier, vol. 129(2), pages 203-227.
    19. Fama, Eugene F. & French, Kenneth R., 2012. "Size, value, and momentum in international stock returns," Journal of Financial Economics, Elsevier, vol. 105(3), pages 457-472.
    20. Ernan Haruvy & Yaron Lahav & Charles N. Noussair, 2007. "Traders' Expectations in Asset Markets: Experimental Evidence," American Economic Review, American Economic Association, vol. 97(5), pages 1901-1920, December.
    21. Malmendier, Ulrike & Tate, Geoffrey, 2008. "Who makes acquisitions? CEO overconfidence and the market's reaction," Journal of Financial Economics, Elsevier, vol. 89(1), pages 20-43, July.
    22. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
    23. Steven J. Jordan & Andrew Vivian & Mark E. Wohar, 2015. "Location, location, location: currency effects and return predictability?," Applied Economics, Taylor & Francis Journals, vol. 47(18), pages 1883-1898, April.
    24. Hjalmarsson, Erik, 2010. "Predicting Global Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(1), pages 49-80, February.
    25. Andy C.W. Chui & Sheridan Titman & K.C. John Wei, 2010. "Individualism and Momentum around the World," Journal of Finance, American Finance Association, vol. 65(1), pages 361-392, February.
    26. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    27. Erdal Atukeren & Turhan Korkmaz & Emrah İ Çevik, 2013. "Spillovers Between Business Confidence And Stock Returns In Greece, Italy, Portugal, And Spain," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 18(3), pages 205-215, July.
    28. Robin Greenwood & Andrei Shleifer, 2014. "Expectations of Returns and Expected Returns," Review of Financial Studies, Society for Financial Studies, vol. 27(3), pages 714-746.
    29. Ledoit, Oliver & Wolf, Michael, 2008. "Robust performance hypothesis testing with the Sharpe ratio," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 850-859, December.
    30. Clifford S. Asness & Tobias J. Moskowitz & Lasse Heje Pedersen, 2013. "Value and Momentum Everywhere," Journal of Finance, American Finance Association, vol. 68(3), pages 929-985, June.
    31. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    32. Glaeser, Edward L. & Nathanson, Charles G., 2017. "An extrapolative model of house price dynamics," Journal of Financial Economics, Elsevier, vol. 126(1), pages 147-170.
    33. Alok Kumar, 2009. "Who Gambles in the Stock Market?," Journal of Finance, American Finance Association, vol. 64(4), pages 1889-1933, August.
    34. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    35. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    36. Adam Zaremba, 2019. "The Cross Section of Country Equity Returns: A Review of Empirical Literature," JRFM, MDPI, vol. 12(4), pages 1-26, October.
    37. Chau, Frankie & Deesomsak, Rataporn & Lau, Marco C.K., 2011. "Investor sentiment and feedback trading: Evidence from the exchange-traded fund markets," International Review of Financial Analysis, Elsevier, vol. 20(5), pages 292-305.
    38. Michael Lemmon & Evgenia Portniaguina, 2006. "Consumer Confidence and Asset Prices: Some Empirical Evidence," Review of Financial Studies, Society for Financial Studies, vol. 19(4), pages 1499-1529.
    39. Karolina Daszynska-Zygadlo & Aleksandra Szpulak & Adam Szyszka, 2014. "Investor sentiment, optimism and excess stock market returns. Evidence from emerging markets," Business and Economic Horizons (BEH), Prague Development Center, vol. 10(4), pages 362-373, November.
    40. Daszyńska-Żygadło, Karolina & Szpulak, Aleksandra & Szyszka, Adam, 2014. "Investor sentiment, optimism and excess stock market returns. Evidence from emerging markets," Business and Economic Horizons (BEH), Prague Development Center (PRADEC), vol. 10(4), pages 1-12.
    41. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    42. Croci, Ettore & Petmezas, Dimitris & Vagenas-Nanos, Evangelos, 2010. "Managerial overconfidence in high and low valuation markets and gains to acquisitions," International Review of Financial Analysis, Elsevier, vol. 19(5), pages 368-378, December.
    43. Guofu Zhou, 2018. "Measuring Investor Sentiment," Annual Review of Financial Economics, Annual Reviews, vol. 10(1), pages 239-259, November.
    44. Beber, Alessandro & Fabbri, Daniela, 2012. "Who times the foreign exchange market? Corporate speculation and CEO characteristics," Journal of Corporate Finance, Elsevier, vol. 18(5), pages 1065-1087.
    45. Dashan Huang & Fuwei Jiang & Jun Tu & Guofu Zhou, 2015. "Investor Sentiment Aligned: A Powerful Predictor of Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 791-837.
    46. Yang, Chunpeng & Wu, Huihui, 2019. "Chasing investor sentiment in stock market," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    47. Schmeling, Maik, 2009. "Investor sentiment and stock returns: Some international evidence," Journal of Empirical Finance, Elsevier, vol. 16(3), pages 394-408, June.
    48. David Hirshleifer & Angie Low & Siew Hong Teoh, 2012. "Are Overconfident CEOs Better Innovators?," Journal of Finance, American Finance Association, vol. 67(4), pages 1457-1498, August.
    49. Vincenzo Farina & Antonio Parisi & Ugo Pomante, 2017. "Economics blogs sentiment and asset prices," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 22(4), pages 341-351, October.
    50. René M. Stulz, 1995. "Globalization Of Capital Markets And The Cost Of Capital: The Case Of Nestlé," Journal of Applied Corporate Finance, Morgan Stanley, vol. 8(3), pages 30-38, September.
    51. Kaplanski, Guy & Levy, Haim, 2010. "Sentiment and stock prices: The case of aviation disasters," Journal of Financial Economics, Elsevier, vol. 95(2), pages 174-201, February.
    52. Matti Keloharju & Juhani T. Linnainmaa & Peter Nyberg, 2016. "Return Seasonalities," Journal of Finance, American Finance Association, vol. 71(4), pages 1557-1590, August.
    53. René M. Stulz, 1995. "The cost of capital in internationally integrated markets: The case of Nestlé," European Financial Management, European Financial Management Association, vol. 1(1), pages 11-22, March.
    54. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    55. Feng Zhan, 2019. "Individualism, synchronized stock price movements, and stock market volatility," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 15(3), pages 371-403, May.
    56. Balvers, Ronald J. & Wu, Yangru, 2006. "Momentum and mean reversion across national equity markets," Journal of Empirical Finance, Elsevier, vol. 13(1), pages 24-48, January.
    57. Gutierrez, Roberto Jr. & Prinsky, Christo A., 2007. "Momentum, reversal, and the trading behaviors of institutions," Journal of Financial Markets, Elsevier, vol. 10(1), pages 48-75, February.
    58. Itzhak Ben-David & John R. Graham & Campbell R. Harvey, 2007. "Managerial Overconfidence and Corporate Policies," NBER Working Papers 13711, National Bureau of Economic Research, Inc.
    59. Baker, Malcolm & Wurgler, Jeffrey & Yuan, Yu, 2012. "Global, local, and contagious investor sentiment," Journal of Financial Economics, Elsevier, vol. 104(2), pages 272-287.
    60. Ronald Balvers & Yangru Wu & Erik Gilliland, 2000. "Mean Reversion across National Stock Markets and Parametric Contrarian Investment Strategies," Journal of Finance, American Finance Association, vol. 55(2), pages 745-772, April.
    61. McLean, R. David, 2010. "Idiosyncratic Risk, Long-Term Reversal, and Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(4), pages 883-906, August.
    62. Salhin, Ahmed & Sherif, Mohamed & Jones, Edward, 2016. "Managerial sentiment, consumer confidence and sector returns," International Review of Financial Analysis, Elsevier, vol. 47(C), pages 24-38.
    63. Harrison Hong & Jeremy C. Stein, 1999. "A Unified Theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets," Journal of Finance, American Finance Association, vol. 54(6), pages 2143-2184, December.
    64. Adam, Tim R. & Fernando, Chitru S. & Golubeva, Evgenia, 2015. "Managerial overconfidence and corporate risk management," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 195-208.
    65. 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.
    66. Jiang, Fuwei & Lee, Joshua & Martin, Xiumin & Zhou, Guofu, 2019. "Manager sentiment and stock returns," Journal of Financial Economics, Elsevier, vol. 132(1), pages 126-149.
    67. Robert Novy-Marx & Mihail Velikov, 2016. "A Taxonomy of Anomalies and Their Trading Costs," Review of Financial Studies, Society for Financial Studies, vol. 29(1), pages 104-147.
    68. Hannah Lea Hühn & Hendrik Scholz, 2018. "Alpha Momentum and Price Momentum," IJFS, MDPI, vol. 6(2), pages 1-28, May.
    69. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    70. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    71. René M. Stulz, 1999. "Golbalization, Corporate Finance, And The Cost Of Capital," Journal of Applied Corporate Finance, Morgan Stanley, vol. 12(3), pages 8-25, September.
    72. Bali, Turan G. & Cakici, Nusret, 2010. "World market risk, country-specific risk and expected returns in international stock markets," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1152-1165, June.
    73. Pontiff, Jeffrey, 2006. "Costly arbitrage and the myth of idiosyncratic risk," Journal of Accounting and Economics, Elsevier, vol. 42(1-2), pages 35-52, October.
    74. Brown, Gregory W. & Cliff, Michael T., 2004. "Investor sentiment and the near-term stock market," Journal of Empirical Finance, Elsevier, vol. 11(1), pages 1-27, January.
    75. Rzeszutek, Marcin & Godin, Antoine & Szyszka, Adam & Augier, Stanislas, 2020. "Managerial overconfidence in initial public offering decisions and its impact on macrodynamics and financial stability: Analysis using an agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 118(C).
    76. Brennan, Michael J. & Chordia, Tarun & Subrahmanyam, Avanidhar, 1998. "Alternative factor specifications, security characteristics, and the cross-section of expected stock returns," Journal of Financial Economics, Elsevier, vol. 49(3), pages 345-373, September.
    77. Alok Kumar & Charles M.C. Lee, 2006. "Retail Investor Sentiment and Return Comovements," Journal of Finance, American Finance Association, vol. 61(5), pages 2451-2486, October.
    78. Ulrike Malmendier & Geoffrey Tate & Jon Yan, 2011. "Overconfidence and Early‐Life Experiences: The Effect of Managerial Traits on Corporate Financial Policies," Journal of Finance, American Finance Association, vol. 66(5), pages 1687-1733, October.
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    More about this item

    Keywords

    Business sentiment; Managerial sentiment; The cross-section of stock returns; International asset pricing; Return predictability; Business confidence;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets

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