Abstract
This paper investigates the explanatory power of weather variables deviations in two leading international financial trading centres (New York and London) on 58 global stock indices over the period September 2000 to December 2013. The empirical results find that unusual deviations of weather variables from their monthly averages have a statistically significant effect on stock returns across global returns. The paper also attempts to explain these effects through the sales and energy prices mechanisms. The results provide strong support to both mechanisms.
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Notes
The index used for the case of the USA is the Dow Jones Industrial Average. However, the implementation of the analysis also based on the Nasdaq and the SP500 generated similar results (with the results being available upon request).
References
Alizadeh, A., Gabrielsen, A.: Modelling the dynamics of credit spreads of European corporate bond indices. In: Working Paper, Cass Business School (2011)
Bowman, R., Buchanan, J.: The efficient market hypothesis—a discussion of institutional, agency and behavioural issues. Aust. J. Manag. 20, 2–19 (1995)
Bouman, S., Jacobsen, B.: The Halloween indicator, sell in May and go away: another puzzle. Am. Econ. Rev. 92, 1618–1635 (2002)
Cao, M., Wei, J.: Weather derivatives valuation and market price of weather risk. J. Futures Markets 24, 1065–1089 (2004)
Cao, M., Wei, J.: Stock market returns: a note on temperature anomaly. J. Bank. Finance 29, 1559–1573 (2004)
Cao, M., Wei, J.: Stock market returns: a note on temperature anomaly. J. Bank. Finance 29, 1559–1573 (2005)
Cao, M., Wei, J.: An expanded study on the stock market temperature anomaly, In: Chen, A.H. (ed.) Research in Finance vol. 22, pp. 73–112 (2005)
Chan, L., Lien, D., Weng, W.: Financial interdependence between Hong Kong and the US: a band spectrum approach. Int. Rev. Econ. Finance 17, 507–516 (2008)
Chang, T., Nieh, C.C., Yang, M.J., Yang, T.Y.: Are stock market returns related to the weather effects? Empirical evidence from Taiwan. Stat. Mech. Appl. 364, 343–354 (2005)
Chang, S.C., Chen, S.S., Chou, R.K., Lin, Y.H.: Weather and intraday patterns in stock returns and trading activity. J. Bank. Finance 32, 1754–1766 (2008)
Chang, S.C., Chen, S., Chou, R., Lin, Y.H.: Weather and intraday patterns in stock returns and trading activity. J. Bank. Finance 32, 1754–1766 (2008)
Cooper, M., McConnell, J., Ovtchinnikov, A.: The other January effect. J. Financ. Econ. 82, 315–341 (2006)
Dell, M., Jones, B.F., Olken, B.A.: Temperature and income: reconciling new cross-sectional and panel estimates. Am. Econ. Rev. 99, 198–204 (2009)
Dowling, M., Lucey, B.M.: Weather biorhythms, beliefs and stock-returns: some preliminary Irish evidence. Int. Rev. Financ. Anal. 14, 335–355 (2005)
Dowling, M., Lucey, B.M.: Robust global mood influences in equity pricing. J. Multinatl. Financ. Manag. 18, 145–164 (2008)
Eksi, I.H., Senturk, M., Yoldirm, H.S.: Sensitivity of stock market indices to oil prices: evidence from manufacturing sub-sectors in Turkey. Panoeconomicus 4, 463–474 (2012)
Fama, E.F., French, K.R.: Permanent and temporary components of stock prices. J. Political Econ. 96, 246–273 (1988)
Ferede, F., Dahlby, B.: The impact of tax cuts on economic growth: evidence from the Canadian provinces. Natl. Tax J. 65, 563–594 (2012)
Floros, C.: On the relationship between weather and stock market returns. Stud. Econ. Finance 28, 5–13 (2011)
Garrett, I., Kamstra, M.J., Kramer, L.A.: Winter blues and time variation in the price of risk. J. Empir. Finance 12, 291–316 (2005)
Gilbert, C.L.: How to understand high food prices. J. Agric. Econ. 61, 398–425 (2010)
Goetzmann, W.N., Zhu, N.: Rain or shine: where is the weather effect? Eur. Financ. Manag. 11, 559–578 (2005)
Hanley, M.: Hedging the force of nature. Risk Prof. 21–25 (1999)
Hansen, P.R., Lunde, A., Nason, J.M.: Testing the significance of calendar effects. Federal Reserve Bank of Atlanta, Working Paper, No. 2005–2 (2005)
Hirshleifer, D., Shumway, T.: Good day sunshine: stock returns and the weather. J. Finance 58, 1009–1033 (2003)
Issac, M.J., Ratti, R.A.: Crude oil and stock markets: stability, instability, and bubbles. Energy Econ. 31, 559–568 (2009)
Jacob, B., Lefgren, L., Moretti, E.: The dynamics of criminal behaviour: evidence from weather shocks. J. Hum. Resour. 42, 489–499 (2007)
Johansen, S., Juselius, K.: Maximum likelihood estimation and inference on cointegration—with applications to the demand for money. Oxf. Bull. Econ. Stat. 52, 169–210 (1990)
Kamstra, M.J., Kramer, L.A., Levi, M.D.: Loosing sleep at the market: the daylight saving anomaly. Am. Econ. Rev. 90, 1005–1011 (2000)
Kamstra, M.J., Kramer, L.A., Levi, M.D.: Winter blues: a SAD stock market cycle. Am. Econ. Rev. 93, 324–333 (2003)
Kang, S.H., Jiang, Z., Yoon, S.M.: Weather effects on the returns and volatility of Hong Kong and Shenzhen stock markets. In: Working Paper, Pusan National University (2009)
Kaplanski, G., Levy, H.: Seasonality in perceived risk: a sentiment effect. In: Working paper, Jerusalem School of Business Administration (2009)
Kaustia, M., Rantapuska, E.H.: Does mood affect trading behaviour? In: SAFE Working Paper No. 4 (2012)
Keef, S.P., Roush, M.L.: The weather and stock returns in New Zealand. Q. J. Bus. Econ. 41, 61–79 (2003)
Keef, S.P., Roush, M.L.: Influence of weather on New Zealand financial securities. Account. Finance 45, 415–437 (2005)
Kliger, D., Levy, O.: Mood and judgment of subjective probabilities: evidence from the U.S. index option market. Eur. Finance Rev. 7, 235–248 (2003)
Kramer, W., Runde, R.: Stocks and the weather: an exercise in data mining or yet another capital market anomaly? Empir. Econ. 22, 637–641 (1997)
Larsen, P.H., Lawson, M., Lazo, J.K., Waldman, D.M.: Sensitivity of U.S. economy to weather variability. World Meteorol. Organ. (WMO) Bull. (2008)
Lazo, J.K., Lawson, M., Larsen, P.H., Waldman, D.M.: US economic sensitivity to weather variability. Bull. Am. Meteorol. Soc. 709 (2011)
Lee, S.: Endogeneity in quantile regression models: a control function approach. J. Econ. 141, 1131–1158 (2007)
Lee, Y., Gordon, R.H.: Tax structure and economic growth. J. Public Econ. 89, 1027–1043 (2005)
Lee, B.S., Rui, O.M.: The dynamic relationship between stock returns and trading volume: domestic and cross-country evidence. J. Bank. Finance 26, 51–78 (2002)
Lee, Y.M., Wang, K.M.: The effectiveness of the sunshine effect in Taiwan’s stock market before and after the 1997 financial crisis. Econ. Model. 28, 710–727 (2011)
Levy, O., Galili, I.: Stock purchase and the weather: individual differences. J. Econ. Behav. Organ. 67, 755–767 (2008)
Li, H.: International linkages of the Chinese stock exchanges: a multivariate GARCH analysis. Appl. Financ. Econ. 17, 285–297 (2007)
Loughran, T., Schultz, P.: Weather, stock returns, and the impact of localized trading behavior. J. Financ. Quant. Anal. 39, 343–364 (2004)
Mu, X.: Weather, storage, and natural gas price dynamics: fundamentals and volatility. Energy Econ. 49, 46–63 (2007)
Nandha, M., Faff, R.: Does oil move equity prices? A global view. Energy Econ. 30, 986–997 (2008)
Nordhaus, W.: A Question of Balance: Economic Modelling of Global Warming. Yale University Press, New Haven (2008)
Novy-Marx, R.: Predicting anomaly performance with politics, the weather, global warming, sunspots and the stars. J. Financ. Econ. 112, 137–146 (2014)
Pardo, A., Valor, E.: Spanish stock returns: rational or weather-influenced? Eur. Financ. Manag. 9, 117–126 (2003)
Pastor, L., Stambaugh, R.F.: Liquidity risk and expected stock returns. J. Political Econ. 111, 642–685 (2003)
Poterba, J.M., Weisbenner, S.J.: Capital gains, tax rules, tax-loss trading, and turn-of- the-year returns. J. Finance 56, 353–368 (2001)
Saunders, E.M.J.: Stock prices and Wall Street weather. Am. Econ. Rev. 83, 1337–1345 (1993)
Shimon, A., Raphael, S.: Exploiting the oil-GDP effect to support renewable development. Energy Policy 34, 2805–2819 (2006)
Sims, C.A.: Macroeconomics and reality. Econometrica 48, 1–48 (1980)
Starr-McCluer, M.: The effects of weather on retail sales. In: Working Paper, Federal Reserve Board of Governors (2000)
Stern, N.: The Economics of Climate Change. Cambridge University Press, Cambridge (2007)
Symeonidis, L., Daskalakis, G., Markellos, R.N.: Does the weather affect stock market volatility? Finance Res. Lett. 7, 214–223 (2010)
Tufan, E., Hamarat, B.: Do cloudy days affect stock exchange returns: evidence from Istanbul stock exchange. J. Naval Sci. Eng. 2, 117–126 (2004)
Zadorozhna, O.: Does weather affect stock returns in emerging markets? In: Working Paper, Kyiv School of Economics (2009)
Zivin, J.G., Neidell, M.J.: Temperature and the allocation of time: implications for climate change. In: NBER, Working Paper, No. 15717 (2010)
Acknowledgments
The authors wish to express their gratitude to Robert Durand at Curtin University as well as to those in the workshop organized by the Credit Analysis Department at the Sumitomo Mitsui Banking Corporation Europe Limited for their valuable comments and suggestions that enhanced the merit of this work. They also highly appreciate the comments made by two referees of this journal that have substantially contributed to also substantially enhancing the merit of this paper. Needless to say, the usual disclaimer applies.
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Appendix: Stock markets indexes
Appendix: Stock markets indexes
Netherlands: AEX Index, Argentina: Argentina MERVAL Index, Greece: Athens Stock Exchange Index, Australia: Stock Exchange All Ordinaries Index, Belgium: Bel20 Index, Panama: Panama Stock Exchange General, Brazil: Brazil BOVESPA, Romania: Bucharest Stock Exchange Trading Index, Hungary: Budapest Stock Exchange Index, France: CAC40, Chile: Chile Stock Market General, Croatia: Croatia Zagreb Crobex, Cyprus: Stock Exchange General Index, Germany: DAX Index, USA: Dow Jones Composite Index, Dubai: Financial Market General Index, UK: FTSE100 Index, Malaysia: Kuala Lumpur Composite Index, Italy: MIB Index, Taiwan: FTSE TWSE Taiwan50 Index, China: Shanghai Stock Exchange Composite Index, Spain: IBEX35 Index, Iceland: ICEX Main Index, Peru: Peru Lima General Index, Ireland: Stock Exchange Overall Index, Turkey: Ise Industrials, Indonesia: Jakarta Composite Index, Jamaica: JSE Market Index, Pakistan: Karachi All Share Index, Korea: KOSPI Index, Kuwait: Stock Exchange Index, Slovenia: Stock Exchange Blue Chip SBITOP Index, Luxemburg: Stock Exchange LunX Index, Malta: Malta Stock Exchange, Mexico: MEXICO Bolsa Index, Russia: Russia Stock Market Index, Mongolia: Stock Exchange Top 20 Index, Kenya: Securities Exchange Ltd20 Index, New Zealand: Exchange Ltd NZX Ordinaries All Index, Nigeria: Nigeria Stock Exchange, Japan: Nikkei 225, Denmark: OMX Copenhagen Index, Finland: OMX Helsinki Index, Lithuania: OMX Riga Index, Sweden: OMX Stockholm Index, Latvia: OMX Tallinn Index, Estonia: OMX Vilnius Index, Norway: Oslo Stock Exchange All Share Index, Philippines: Philippine Stock Exchange Index, Czech Republic: Prague Stock Exchange Index, Slovakia: Slovak Share Index, Sri Lanka: Colombo Stock Exchange All Share Index, Thailand: Stock Exchange of Thailand Index, Switzerland: Swiss Market Index, Venezuela: Venezuela Stock Market Index, Austria: Austrian Traded Index, Vietnam: Ho Chi Minh Stock Index, Poland: Wse Wig Index.
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Apergis, N., Gabrielsen, A. & Smales, L.A. (Unusual) weather and stock returns—I am not in the mood for mood: further evidence from international markets. Financ Mark Portf Manag 30, 63–94 (2016). https://doi.org/10.1007/s11408-016-0262-z
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DOI: https://doi.org/10.1007/s11408-016-0262-z