On the relationship between weather and stock market returns
AbstractPurpose – The aim of this paper is to examine the relationship between weather (temperature) and stock market returns using daily data from Portugal; also, to examine whether the temperature is driven by calendar-related anomalies such as the January and trading month effects. Design/methodology/approach – Daily financial and weather data from Lisbon Stock Exchange (PSI 20 index) and Lisbon capital for the period 1995-2007 are considered. The paper employs an AR(1)-TGARCH(1,1) model under several distributional assumptions (Normal, Student's-t and GED) for the errors. Findings – Empirical results show that temperature affects negatively the PSI20 stock returns in Portugal. Moreover, temperature is dependent of both January and trading month effects. Stock returns were found to be positive in January and higher over the first fortnight of the month. Lower temperature in January leads to higher stock returns due to investors' aggressive risk taking. Research limitations/implications – Further research should investigate the impact of other meteorological variables (humidity, amount of sunshine) and other calendar anomalies on the course and behaviour of major international stock indices using data before and after the recent crisis. Practical implications – The findings are helpful to financial managers, investors and traders dealing with the Portuguese stock market. Originality/value – The contribution of this paper is to provide evidence on the empirical linkages between temperature and stock market returns using GARCH models. To better understand the relationship between the temperature and stock market returns, the paper also examines whether the returns are higher in winter (January effect) and during the first or second fortnight of the month (trading month effect). To the best of the author's knowledge, this is the first empirical investigation on weather and stock market returns relationship for Portugal.
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Bibliographic InfoArticle provided by Emerald Group Publishing in its journal Studies in Economics and Finance.
Volume (Year): 28 (2011)
Issue (Month): 1 (March)
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- Bollerslev, Tim, 1986.
"Generalized autoregressive conditional heteroskedasticity,"
Journal of Econometrics,
Elsevier, vol. 31(3), pages 307-327, April.
- Tim Bollerslev, 1986. "Generalized autoregressive conditional heteroskedasticity," EERI Research Paper Series EERI RP 1986/01, Economics and Econometrics Research Institute (EERI), Brussels.
- David Hirshleifer & TYLER G. SHUMWAY, 2004.
"Good Day Sunshine: Stock Returns and the Weather,"
- Daskalakis, George & Symeonidis, Lazaros & Markellos, Raphael, 2009.
"Does the weather affect stock market volatility?,"
34128, University Library of Munich, Germany.
- Dorje Brody & Joanna Syroka & Mihail Zervos, 2002. "Dynamical pricing of weather derivatives," Quantitative Finance, Taylor & Francis Journals, vol. 2(3), pages 189-198.
- Cao, Melanie & Wei, Jason, 2005. "Stock market returns: A note on temperature anomaly," Journal of Banking & Finance, Elsevier, vol. 29(6), pages 1559-1573, June.
- Hirshleifer, David, 2001.
"Investor Psychology and Asset Pricing,"
5300, University Library of Munich, Germany.
- William Goetzmann & Ning Zhu, 2002.
"Rain or Shine: Where is the Weather Effect?,"
Yale School of Management Working Papers
ysm296, Yale School of Management, revised 01 Sep 2009.
- William N. Goetzmann & Ning Zhu, 2003. "Rain or Shine: Where is the Weather Effect?," NBER Working Papers 9465, National Bureau of Economic Research, Inc.
- William N. Goetzmann & Ning Zhu, 2004. "Rain or Shine: Where is the Weather Effect?," Yale School of Management Working Papers ysm28, Yale School of Management.
- Cooper, Michael J. & McConnell, John J. & Ovtchinnikov, Alexei V., 2006. "The other January effect," Journal of Financial Economics, Elsevier, vol. 82(2), pages 315-341, November.
- 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.
- 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.
- Peter Alaton & Boualem Djehiche & David Stillberger, 2002. "On modelling and pricing weather derivatives," Applied Mathematical Finance, Taylor & Francis Journals, vol. 9(1), pages 1-20.
- Christos Floros, 2008. "Stock market returns and the temperature effect: new evidence from Europe," Applied Financial Economics Letters, Taylor and Francis Journals, vol. 4(6), pages 461-467.
- Moller, Nicholas & Zilca, Shlomo, 2008. "The evolution of the January effect," Journal of Banking & Finance, Elsevier, vol. 32(3), pages 447-457, March.
- Fred Espen Benth & Jurate Saltyte-Benth, 2005. "Stochastic Modelling of Temperature Variations with a View Towards Weather Derivatives," Applied Mathematical Finance, Taylor & Francis Journals, vol. 12(1), pages 53-85.
- Chang, Tsangyao & Nieh, Chien-Chung & Yang, Ming Jing & Yang, Tse-Yu, 2006. "Are stock market returns related to the weather effects? Empirical evidence from Taiwan," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 364(C), pages 343-354.
- Saunders, Edward M, Jr, 1993. "Stock Prices and Wall Street Weather," American Economic Review, American Economic Association, vol. 83(5), pages 1337-45, December.
- Christos Floros & Shabbar Jaffry & Goncalo Valle Lima, 2007. "Long memory in the Portuguese stock market," Studies in Economics and Finance, Emerald Group Publishing, vol. 24(3), pages 220-232, September.
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