Author information:
Virág Kégl https://orcid.org/0009-0003-8982-2800: Budapest University of Economics and Technology, Student; Rajk College for Advanced Studies, Senior Member. E-mail: virag.kegl@gmail.com
Dóra Gréta Petróczy https://orcid.org/0000-0002-8182-3791: Budapest Metropolitan University, Assistant Professor; Magyar Nemzeti Bank, Education and Research Expert. E-mail: petroczyd@mnb.hu
Abstract:
The study analyses the statistical relationship between the degree of seasonal depression and stock index returns. For this analysis, we examine the daily returns of two US and five European stock indices using OLS regression. The analysis found a statistically significant relationship between seasonal depression and the change in returns. However, due to the limited use of the reduced form, this only confirms the link between seasonal depression and returns, and further observations would be required to confirm a causal relationship.
Cite as (APA):
Kégl, V., & Petróczy, D. G. (2024). The Effect of Seasonal Depression on Stock Market Returns. Financial and Economic Review, 23(3), 117–139. https://doi.org/10.33893/FER.23.3.117
Column:
Study
Journal of Economic Literature (JEL) codes:
C10, G14, G20, G40
Keywords:
investor sentiment, seasonal depression, stock indices, stock market returns
References:
Arkes, H.R. – Herren, L.T. – Isen, A.M. (1988): The role of potential loss in the influence of affect on risk-taking behavior. Organizational Behavior and Human Decision Processes, 42(2): 181–193. https://doi.org/10.1016/0749-5978(88)90011-8
Barberis, N.C. (2013): Thirty years of prospect theory in economics: A review and assessment. Journal of Economic Perspectives, 27(1): 173–196. https://doi.org/10.1257/jep.27.1.173
Barberis, N. – Thaler, R. (2003): Chapter 18 a survey of behavioral finance. In: Constantinides, G.M. – Harris, M. – Stulz, R.M. (eds.): Handbook of the Economics of Finance (Vol. 1, Part B.). Elsevier, Amsterdam, pp. 1053–1128. https://doi.org/10.1016/S1574-0102(03)01027-6
Cao, M. – Wei, J. (2005): Stock market returns: A note on temperature anomaly. Journal of Banking & Finance, 29(6): 1559–1573. https://doi.org/10.1016/j.jbankfin.2004.06.028
Chundakkadan, R. – Nedumparambil, E. (2022): In search of COVID-19 and stock market behavior. Global Finance Journal, 54, 100639. https://doi.org/10.1016/j.gfj.2021.100639
Cohen, R.M. – Gross, M. – Nordahl, T.E. – Semple, W.E. – Oren, D.A. – Rosenthal, N. (1992): Preliminary data on the metabolic brain pattern of patients with winter seasonal affective disorder. Archives of General Psychiatry, 49(7): 545–552. https://doi.org/10.1001/archpsyc.1992.01820070039006
De Bondt, W.F. – Thaler, R. (1985): Does the stock market overreact? The Journal of Finance, 40(3): 793–805. https://doi.org/10.1111/j.1540-6261.1985.tb05004.x
Dowling, M. – Lucey, B.M. (2008): Robust global mood influences in equity pricing. Journal of Multinational Financial Management, 18(2): 145–164. https://doi.org/10.1016/j.mulfin.2007.06.002
Duxbury, D. – Gärling, T. – Gamble, A. – Klass, V. (2020): How emotions influence behavior in financial markets: a conceptual analysis and emotion-based account of buy-sell preferences. The European Journal of Finance, 26(14): 1417–1438. https://doi.org/10.1080/1351847X.2020.1742758
Fama, E.F. (1970): Efficient market hypothesis: A review of theory and empirical work. Journal of Finance, 25(2): 28–30. https://doi.org/10.2307/2325486
Fömötör, B. – Parádi-Dolgos, A. – Sipiczki, Z. (2017): Behavioural Finance and Consumer Loan Contracts. Financial and Economic Review, 16(2): 156–169. https://doi.org/10.25201/FER.16.2.156169
Golovics, J. (2015): Bounded rationality and altruism: behaviourism in economics. Financial and Economic Review, 14(2): 158–172. https://en-hitelintezetiszemle.mnb.hu/letoltes/6-golovics-en.pdf
Goodell, J.W. – Kumar, S. – Rao, P. – Verma, S. (2023): Emotions and stock market anomalies: A systematic review. Journal of Behavioral and Experimental Finance, 37, 100722. https://doi.org/10.1016/j.jbef.2022.100722
Hirshleifer, D. – Shumway, T. (2003): Good day sunshine: Stock returns and the weather. The Journal of Finance, 58(3): 1009–1032. https://doi.org/10.1111/1540-6261.00556
Jacobsen, B. – Marquering, W. (2008): Is it the weather? Journal of Banking & Finance, 32(4): 526–540. https://doi.org/10.1016/j.jbankfin.2007.08.004
Jacobsen, B. – Marquering, W. (2009): Is it the weather? Response. Journal of Banking & Finance, 33(3): 583–587. https://doi.org/10.1016/j.jbankfin.2008.09.011
Joëts, M. (2012): Mood-misattribution effect on energy finance: A biorhythm approach. In: Barnett, W.A. – Jawadi, F. (eds.): Recent Developments in Alternative Finance: Empirical Assessments and Economic Implications (International Symposia in Economic Theory and Econometrics, Vol. 22). Emerald Group Publishing Limited, Bingley, pp. 213–233. https://doi.org/10.1108/S1571-0386(2012)0000022016
Johnson, E.J. – Tversky, A. (1983): Affect, generalization, and the perception of risk. Journal of Personality and Social Psychology, 45(1): 20–31. https://doi.org/10.1037/0022-3514.45.1.20
Kamstra, M.J. – Kramer, L.A. – Levi, M.D. (2003): Winter Blues: A Sad Stock Market Cycle. American Economic Review, 93(1): 324–343. https://doi.org/10.1257/000282803321455322
Kamstra, M.J. – Kramer, L.A. – Levi, M.D. (2009): Is it the weather? Comment. Journal of Banking & Finance, 33(3): 578–582. https://doi.org/10.1016/j.jbankfin.2008.09.013
Kamstra, M.J. – Kramer, L.A. – Levi, M.D. (2012): A careful re-examination of seasonality in international stock markets: Comment on sentiment and stock returns. Journal of Banking & Finance, 36(4): 934–956. https://doi.org/10.1016/j.jbankfin.2011.10.010
Kelly, P.J. – Meschke, F. (2010): Sentiment and stock returns: The SAD anomaly revisited. Journal of Banking & Finance, 34(6): 1308–1326. https://doi.org/10.1016/j.jbankfin.2009.11.027
Kuhnen, C.M. – Knutson, B. (2011): The influence of affect on beliefs, preferences, and financial decisions. Journal of Financial and Quantitative Analysis, 46(3): 605–626. https://doi.org/10.1017/S0022109011000123
Kutasi, G. – György, L. – Szabó, K. (2018): Behavioural Factors in the Hungarian Retail Government Bond Market. Financial and Economic Review, 17(1): 110–136. https://doi.org/10.25201/FER.17.1.110136
Lakatos, M. (2016): A befektetői túlreagálás empirikus vizsgálata a Budapesti értéktőzsdén (An empirical test for investor over-reaction on the Budapest stock exchange). Közgazdasági Szemle (Economic Review), 63(7–8): 762–786. https://doi.org/10.18414/KSZ.2016.7-8.762
Lanfear, M.G. – Lioui, A. – Siebert, M.G. (2019): Market anomalies and disaster risk: Evidence from extreme weather events. Journal of Financial Markets, 46, 100477. https://doi.org/10.1016/j.finmar.2018.10.003
Leonhardt, G. – Wirz-Justice, A. – Kräuchi, K. – Graw, P. – Wunder, D. – Haug, H.-J. (1994): Long-term follow-up of depression in seasonal affective disorder. Comprehensive Psychiatry, 35(6): 457–464. https://doi.org/10.1016/0010-440X(94)90229-1
Loewenstein, G.F. – Weber, E.U. – Hsee, C.K. – Welch, N. (2001): Risk as feelings. Psychological Bulletin, 127(2): 267–286. https://doi.org/10.1037/0033-2909.127.2.267
Markowitz, H. (1952): The utility of wealth. Journal of Political Economy, 60(2): 151–158. https://doi.org/10.1086/257177
Miller, M.H. – Modigliani, F. (1961): Dividend policy, growth, and the valuation of shares. Journal of Business, 34(4): 411–433. https://doi.org/10.1086/294442
Molnár, M.A. (2006): A hatékony piacokról szóló elmélet kritikái és empirikus tesztjei (Critiques and empirical tests of the efficient markets theory). Hitelintézeti Szemle, 5(3): 44–62. https://www.bankszovetseg.hu/Content/Hitelintezeti/04.pdf
Naffa, H. (2009): Eszközárazási anomáliák többváltozós modellje (A multivariate model of asset pricing anomalies). Hitelintézeti Szemle, 8(6): 516–527. https://www.bankszovetseg.hu/Content/Hitelintezeti/HSZ6_2009_naffa_helena.pdf
Nagy, B. – Ulbert, J. (2007): Tőkepiaci anomáliák (Stock market anomalies). Statisztikai Szemle (Hungarian Statistical Review), 85(12): 1013–1032. https://www.ksh.hu/statszemle_archive/2007/2007_12/2007_12_1013.pdf
Neszveda, G. (2018): The Contribution of Thaler to Behavioural Economics. Financial and Economic Review, 17(1): 153–167. http://doi.org/10.25201/FER.17.1.153167
Palinkas, L.A. – Wong, M. (2020): Global climate change and mental health. Current Opinion in Psychology, 32: 12–16. https://doi.org/10.1016/j.copsyc.2019.06.023
Pearl, J. – Mackenzie, D. (2018): The Book of Why: the New Science of Cause and Effect. Basic Books, New York.
Pesaran, M.H. – Taylor, L.W. (1999): Diagnostics for iv regressions. Oxford Bulletin of Economics and Statistics, 61(2): 255–281. https://doi.org/10.1111/1468-0084.00128
Peillex, J. – El Ouadghiri, I. – Gomes, M. – Jaballah, J. (2021): Extreme heat and stock market activity. Ecological Economics, 179, 106810. https://doi.org/10.1016/j.ecolecon.2020.106810
Ruan, Q. – Zhang, M. – Lv, D. – Yang, H. (2018): SAD and stock returns revisited: Nonlinear analysis based on MF-DCCA and Granger test. Physica A: Statistical Mechanics and its Applications, 509: 1009–1022. https://doi.org/10.1016/j.physa.2018.06.075
Ryan, J.A. – Ulrich, J.M. (2022): quantmod: Quantitative financial modelling framework [Computer software manual]. (R package version 0.4.20). https://www.quantmod.com/. Downloaded: 3 March 2022.
Shanaev, S. – Shuraeva, A. – Fedorova, S. (2022): The Groundhog Day stock market anomaly. Finance Research Letters, 47(Part A), 102641. https://doi.org/10.1016/j.frl.2021.102641
Škrinjarić, T. (2018): Testing for Seasonal Affective Disorder on Selected CEE and SEE Stock Markets. Risks, 6(4), 140. https://doi.org/10.3390/risks6040140
Škrinjarić, T. (2022): Let’s make some profits on seasonal depression on the stock market. Zbornik Radova, 28: 7–36. https://doi.org/10.46458/27121097.2022.28.7
Škrinjarić, T. – Marasović, B. – Šego, B. (2021): Does the Croatian Stock Market Have Seasonal Affective Disorder? Journal of Risk and Financial Management, 14(2), 89. https://doi.org/10.3390/jrfm14020089
Slovic, P. – Finucane, M.L. – Peters, E. – MacGregor, D.G. (2004): Risk as analysis and risk as feelings: Some thoughts about affect, reason, risk, and rationality. Risk Analysis, 24(2): 311–322. https://doi.org/10.1111/j.0272-4332.2004.00433.x
Subramaniam, S. – Chakraborty, M. (2021): Covid-19 fear index: does it matter for stock market returns? Review of Behavioral Finance, 13(1): 40–50. https://doi.org/10.1108/RBF-08-2020-0215
Thaler, R.H. (1999): The end of behavioral finance. Financial Analysts Journal, 55(6): 12–17. https://doi.org/10.2469/faj.v55.n6.2310
Tversky, A. – Kahneman, D. (1974): Judgment under Uncertainty: Heuristics and Biases: Biases in judgments reveal some heuristics of thinking under uncertainty. Science, 185(4157): 1124–1131. https://doi.org/10.1126/science.185.4157.1124
Zuckerman, M. (1984): Experience and desire: A new format for sensation seeking scales. Journal of Behavioral Assessment, 6: 101–114. https://doi.org/10.1007/BF01350166
Zuckerman, M. (2007): The sensation seeking scale V (SSS-V): Still reliable and valid. Personality and Individual Differences, 43(5): 1303–1305. https://doi.org/10.1016/j.paid.2007.03.021