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Seasonality in Perceived Risk: A Sentiment Effect

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Listed:
  • Guy Kaplanski

    (Bar-Ilan University, Ramat Gan 5290002, Israel)

  • Haim Levy

    (The Hebrew University of Jerusalem, Jerusalem 91905, Israel)

Abstract

Studies which attribute markets’ seasonality to sentiment assume that seasonal affective disorder (SAD) creates seasonal fluctuations in risk-aversion which, in turn, affects prices. Employing the variance risk premium (VP), we directly test for seasonality in risk-aversion. We find significant seasonality in the VP which is not explained by exogenous events, market-realized variance and returns and major macroeconomic variables. We use the number of people who actively suffer from SAD to show that consistent with the SAD hypothesis VP and SAD are significantly positively correlated. International comparison reveals significant positive association between the magnitude of seasonally and the prevalence of SAD.

Suggested Citation

  • Guy Kaplanski & Haim Levy, 2017. "Seasonality in Perceived Risk: A Sentiment Effect," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 7(01), pages 1-21, March.
    • Handle: RePEc:wsi:qjfxxx:v:07:y:2017:i:01:n:s2010139216500154
    DOI: 10.1142/S2010139216500154
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    as
    1. Mark Britten‐Jones & Anthony Neuberger, 2000. "Option Prices, Implied Price Processes, and Stochastic Volatility," Journal of Finance, American Finance Association, vol. 55(2), pages 839-866, April.
    2. Bekaert, Geert & Hoerova, Marie & Lo Duca, Marco, 2013. "Risk, uncertainty and monetary policy," Journal of Monetary Economics, Elsevier, vol. 60(7), pages 771-788.
    3. Wang, Ko & Li, Yuming & Erickson, John, 1997. "A New Look at the Monday Effect," Journal of Finance, American Finance Association, vol. 52(5), pages 2171-2186, December.
    4. Bollerslev, Tim & Gibson, Michael & Zhou, Hao, 2011. "Dynamic estimation of volatility risk premia and investor risk aversion from option-implied and realized volatilities," Journal of Econometrics, Elsevier, vol. 160(1), pages 235-245, January.
    5. Mark J. Kamstra & Lisa A. Kramer & Maurice D. Levi & Tan Wang, 2014. "Seasonally Varying Preferences: Theoretical Foundations for an Empirical Regularity," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 4(1), pages 39-77.
    6. 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.
    7. Bekaert, Geert & Hoerova, Marie, 2014. "The VIX, the variance premium and stock market volatility," Journal of Econometrics, Elsevier, vol. 183(2), pages 181-192.
    8. Jacobsen, Ben & Marquering, Wessel, 2009. "Is it the weather? Response," Journal of Banking & Finance, Elsevier, vol. 33(3), pages 583-587, March.
    9. 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.
    10. Andersen, Torben G & Bollerslev, Tim, 1998. "Answering the Skeptics: Yes, Standard Volatility Models Do Provide Accurate Forecasts," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 885-905, November.
    11. 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.
    12. Bollerslev, Tim & Zhou, Hao, 2006. "Volatility puzzles: a simple framework for gauging return-volatility regressions," Journal of Econometrics, Elsevier, vol. 131(1-2), pages 123-150.
    13. Mixon, Scott, 2009. "Option markets and implied volatility: Past versus present," Journal of Financial Economics, Elsevier, vol. 94(2), pages 171-191, November.
    14. Kaplanski, Guy & Levy, Haim & Veld, Chris & Veld-Merkoulova, Yulia, 2015. "Do Happy People Make Optimistic Investors?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(1-2), pages 145-168, April.
    15. Cherry Y. Zhang & Ben Jacobsen, 2013. "Are Monthly Seasonals Real? A Three Century Perspective," Review of Finance, European Finance Association, vol. 17(5), pages 1743-1785.
    16. Kaplanski, Guy & Levy, Haim, 2012. "Real estate prices: An international study of seasonality's sentiment effect," Journal of Empirical Finance, Elsevier, vol. 19(1), pages 123-146.
    17. Kelly, Patrick J. & Meschke, Felix, 2010. "Sentiment and stock returns: The SAD anomaly revisited," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1308-1326, June.
    18. Ser-Huang Poon & Clive W.J. Granger, 2003. "Forecasting Volatility in Financial Markets: A Review," Journal of Economic Literature, American Economic Association, vol. 41(2), pages 478-539, June.
    19. Doron Avramov & Tarun Chordia & Amit Goyal, 2006. "The Impact of Trades on Daily Volatility," The Review of Financial Studies, Society for Financial Studies, vol. 19(4), pages 1241-1277.
    20. George J. Jiang & Yisong S. Tian, 2005. "The Model-Free Implied Volatility and Its Information Content," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1305-1342.
    21. Steven D. Dolvin & Mark K. Pyles, 2007. "Seasonal affective disorder and the pricing of IPOs," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 6(2), pages 214-228, May.
    22. Andersen, Torben G. & Bollerslev, Tim & Diebold, Francis X. & Ebens, Heiko, 2001. "The distribution of realized stock return volatility," Journal of Financial Economics, Elsevier, vol. 61(1), pages 43-76, July.
    23. Jacobsen, Ben & Marquering, Wessel, 2008. "Is it the weather?," Journal of Banking & Finance, Elsevier, vol. 32(4), pages 526-540, April.
    24. Kamstra, Mark J. & Kramer, Lisa A. & Levi, Maurice D., 2015. "Seasonal Variation in Treasury Returns," Critical Finance Review, now publishers, vol. 4(1), pages 45-115, June.
    25. Peter Carr & Liuren Wu, 2009. "Variance Risk Premiums," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1311-1341, March.
    26. Kaplanski, Guy & Levy, Haim, 2015. "Trading breaks and asymmetric information: The option markets," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 390-404.
    27. Wang, Hao & Zhou, Hao & Zhou, Yi, 2013. "Credit default swap spreads and variance risk premia," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3733-3746.
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    Cited by:

    1. Bethke, Sebastian & Kempf, Alexander & Trapp, Monika, 2014. "Investor sentiment, flight-to-quality, and corporate bond comovement," CFR Working Papers 13-06 [rev.], University of Cologne, Centre for Financial Research (CFR).
    2. Mamatzakis, E, 2013. "Does weather affect US bank loan efficiency?," MPRA Paper 51616, University Library of Munich, Germany.
    3. Balázs Zélity, 2024. "Seasonality and consumer confidence," Bulletin of Economic Research, Wiley Blackwell, vol. 76(3), pages 813-821, July.
    4. Nicholas Apergis & Alexandros Gabrielsen & Lee Smales, 2016. "(Unusual) weather and stock returns—I am not in the mood for mood: further evidence from international markets," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 30(1), pages 63-94, February.
    5. Chhabra, Damini & Gupta, Mohit, 2022. "Calendar anomalies in commodity markets for natural resources: Evidence from India," Resources Policy, Elsevier, vol. 79(C).
    6. Daglis, Theodoros & Konstantakis, Konstantinos N. & Michaelides, Panayotis G. & Papadakis, Theodoulos Eleftherios, 2020. "The forecasting ability of solar and space weather data on NASDAQ’s finance sector price index volatility," Research in International Business and Finance, Elsevier, vol. 52(C).
    7. Bethke, Sebastian & Gehde-Trapp, Monika & Kempf, Alexander, 2014. "Investor sentiment, flight-to-quality, and corporate bond comovement," CFR Working Papers 13-06 [rev.2], University of Cologne, Centre for Financial Research (CFR).
    8. Bethke, Sebastian & Gehde-Trapp, Monika & Kempf, Alexander, 2017. "Investor sentiment, flight-to-quality, and corporate bond comovement," Journal of Banking & Finance, Elsevier, vol. 82(C), pages 112-132.
    9. Muhammad Fayyaz Sheikh & Syed Zulfiqar Ali Shah & Shahid Mahmood, 2017. "Weather Effects on Stock Returns and Volatility in South Asian Markets," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 24(2), pages 75-107, June.
    10. Symeonidis, Lazaros & Daskalakis, George & Markellos, Raphael N., 2010. "Does the weather affect stock market volatility?," Finance Research Letters, Elsevier, vol. 7(4), pages 214-223, December.
    11. Bethke, Sebastian & Gehde-Trapp, Monika & Kempf, Alexander, 2015. "Investor sentiment, flight-to-quality, and corporate bond comovement," CFR Working Papers 13-06 [rev.3], University of Cologne, Centre for Financial Research (CFR).
    12. Tihana Škrinjarić, 2018. "Testing for Seasonal Affective Disorder on Selected CEE and SEE Stock Markets," Risks, MDPI, vol. 6(4), pages 1-26, December.

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